ResearchRubrics
Collection
1 item • Updated
prompt stringlengths 102 1.75k | sample_id stringlengths 24 24 | domain stringclasses 10 values | conceptual_breadth stringclasses 3 values | logical_nesting stringclasses 3 values | exploration stringclasses 3 values | rubrics listlengths 20 43 |
|---|---|---|---|---|---|---|
I want to create a plan for July 4, 2025, i.e., Independence Day in Washington DC. I would like an itinerary of all the things to do and all the activities that are planned for Independence Day. Create a plan for the whole day and also extend it to the weekend, if required. Provide some reviews or explain why one should visit the place or engage in the activity. Add any additional information that is required. | 6847465956a0f6376a605427 | Current Events | Simple | Intermediate | Medium | [
{
"criterion": "The response covers the period from 9:00 AM or earlier through at least 10:00 PM on 4 July 2025",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response contains clear section headers for parts of the schedule (e.g., Morning, Afternoon, Fireworks, Lunch by the White House).",
"weight": 2,
"axis": "Communication Quality"
},
{
"criterion": "The response includes officially recurring DC events (e.g., National Independence Day Parade, A Capitol Fourth Concert, National Mall Fireworks, Mount Vernon tour)",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response suggests a start time and an end time for every activity listed. ",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response proposes a minimum of four distinct activities or stops (e.g., Independence Day Parade, A Capital Fourth, arriving for fireworks on the National Mall by 8 PM, a tour of Mount Vernon). ",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response comments on the proximity of this year's 4th of July to the weekend (5–6 July 2025) and suggests additional DC activities (e.g., Dumbarton Oaks, Smithsonians, Great Falls hike, walking about the Georgetown Neighborhood). ",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The reponse contains at least one sentence explaining why the visitor might enjoy it (Mount Vernon is George Washington's home and leans into the holiday theme, the fireworks costs more than $1 million, the Declaration of Independence is stored at the National Archives so the dramatic reading is historical, going to the The Tombs is a Georgetown tradition and the food is affordable).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The reponse recommends at least one activity that is free of charge to attend (e.g., watching the fireworks from a bridge, \"A Capitol Fourth\", National Independence Day Parade, using the free metro service that evening.)",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides at least one indoor backup option in case of bad weather (e.g., Natural History Musuem, African American History Museum, Steven F. Udvar-Hazy Center, Founding Farmers or another DC specific restaurant.) ",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes lunch and dinner dining suggestion located inside Washington, DC or Alexandria/Arlingon or Silver Spring (e.g., Founding Farmers, Le Diplomate, Ben's Chili Bowl, Busboys and Poets).",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response explicitly states that exact 2025 event times are tentative and should be confirmed closer to the date.",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response warns about large crowds or security screenings on the National Mall on July 4.",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response recommends using personal fireworks use or any other illegal activity.",
"weight": -5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides estimated travel time and transit advice between activites (e.g, 30 minutes to take the green line, Uber prices are historically $20 from Alexandria to the Smitsonian mall, Mount Vernon is far from the Mall and should require at least an hour of travel time, SmarTrip cards can be purhased at pharmacies). ",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes at least one activity suitable for families with children (e.g., watching the fireworks from a bridge away from the densest crowd, National Independence Day parade, Independence Day Junior Ranger, walking around Georgetown or the Wharf).",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response mentions when the fireworks start (9 PM).",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses different locations to watch the fireworks (e.g., National Mall, National Cathedral, Key Bridge, Long Bridge Park).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response contains external promotional links or affiliate marketing codes.",
"weight": -3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response acknowledges possible schedule changes due to weather or security and advises checking official sources.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response mentions a city outside of Washington DC, Maryland, or Virginia (e.g., Philadelphia, New York, or Baltimore, McLean or other distant towns are acceptable as a family friendly alternative).",
"weight": -5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response recommends events from years other than 2025 (e.g., seeing a miltiary parade, information about \"A Capital Fourth\" for 2024, information the parade route for 2023, referencing a cancellation from 2020).",
"weight": -4,
"axis": "Explicit Criteria"
}
] |
Act as a creative technical founder and brainstorm an innovative AI startup idea that meets these criteria:
1. Leverages AI in a meaningful, technically interesting way, not just a thin wrapper around an LLM
2. Uses or integrates APIs (e.g. for data sources, automation, or integration with popular tools)
3. Solves a real, cool problem in people’s lives or work, something practical but original
4. Has potential for viral growth or clear product-market fit
Context: I like startups like Cal.ai (http://cal.ai) (AI calorie counting), Boardy.ai (http://boardy.ai) (AI networking), and AI scheduling assistants, things that automate or enhance daily life or work through smart AI tooling.
Please:
* Suggest 3 ideas, with a clear description of the product and how it works technically (tech stack, APIs, AI models)
* Explain what problem it solves and why people would want it
* Keep the ideas ambitious but buildable, something that could actually become a startup
For each idea state if any company is doing something similar already (who are the competitors). I want the startup to leverage a technical advantage of using cool ai features only enabled now and that will improve as foundational models and services get better. | 6847465956a0f6376a605433 | Business Planning & Research | Moderate | Intermediate | High | [
{
"criterion": "The response provides exactly 3 startup ideas as requested.",
"weight": 2,
"axis": "Instruction Following"
},
{
"criterion": "The response includes ideas that can be built using modern available tools (e.g., AWS, Hugging Face, GPUs, LLMs).",
"weight": 3,
"axis": "Instruction Following"
},
{
"criterion": "The response describes how the ideas solve a real, practical problem (e.g., by identifying target users, addressing problems that people can plausibly face, tackling problems that require high compute).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response substantiates its core claims with relevant, credible, and up-to-date authoritative sources (e.g., respected magazines like Forbes, credible VC reports / blog posts, economic reports from reputed think thanks, government reports), demonstrating a strong evidence-based foundation for its conclusions.",
"weight": 2,
"axis": "References & Citation Quality"
},
{
"criterion": "The response states the technical advantages enabled by today’s AI advances for each proposed idea (e.g., having pretraining knowledge, in-context learning handling increasingly complex tasks, models having larger context windows, models capable of producing multimodal output in a single call).",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response outlines how the startup would benefit from future improvements in foundational models and services.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response synthesizes information from multiple domains (e.g., technology, market trends, healthcare, user behavior) to generate novel insights or solutions, rather than merely summarizing existing information.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response details meaningful API integrations for each idea, using concrete examples (e.g., health APIs by Epic, REST APIs from vendors like Workday, AWS API integrations, or OpenAPI Bench) to illustrate their implementation and impact.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response explains the user experience (UX) of each idea in quantifiable or qualitative ways (e.g., learnability, efficiency, errors, memory).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes a growth or market strategy for each idea (e.g., investing, scaling up hardware, boosting sales through ads, using SEO).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response uses unnecessary technical jargon (e.g., RLHF equations, loss functions, attention mechanisms, code) that would confuse the reader.",
"weight": -1,
"axis": "Communication Quality"
},
{
"criterion": "The response lists ideas that are distinct from one another.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response discusses risks or limitations of each idea (e.g., training time, costs, hallucinations, potential biases).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response speaks in the persona of a \"creative technical founder\".",
"weight": 2,
"axis": "Instruction Following"
},
{
"criterion": "The response and ideas avoid being a \"thin wrapper\" around an LLM (e.g., changing only a prompt, not including new data, not defining a use case, not proposing solutions with non-LLM technology).",
"weight": 2,
"axis": "Instruction Following"
},
{
"criterion": "The response’s competitive analysis shows a clear, defensible \"moat\".",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response is structured as a practical startup brainstorm (e.g., with revenue, growth plans, sales pitches, product ideas).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response presents ideas with a clear, singular \"killer feature\" to focus initial development.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response presents a clear, logical, and coherent structure that effectively guides the reader through its analysis, making complex information easy to follow (e.g., using section headers, specifying the AI models to be used, outlining the required infrastructure, and identifying the exact problem being solved).",
"weight": 2,
"axis": "Communication Quality"
},
{
"criterion": "The response provides specific, actionable details (e.g., naming particular technologies, APIs, or competitors) and avoids vague generalizations, demonstrating a deep understanding of the subject.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response uses visuals, diagrams, or mockups to illustrate complex concepts (e.g., mermaid diagrams, architecture diagrams, training flows, or pipeline flows of end-to-end systems).",
"weight": 2,
"axis": "Communication Quality"
},
{
"criterion": "The response formatting is optimized for quick scanning (e.g., use of bolding, short paragraphs, bullet points, section headers).",
"weight": 1,
"axis": "Communication Quality"
},
{
"criterion": "The response critically assesses the practical feasibility of its proposals, acknowledging potential challenges, limitations, and the competitive landscape in a balanced manner.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response specifies which specific AI models would be used and explains why they are appropriate for the use case.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes potential revenue streams and a business model for each idea (e.g., paid downloads, API rates, front-end advertisements, collaborations, subscription models).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response defines a specific initial target market segment for each idea (e.g., social media users, stay-at-home parents, high school students, graduate students conducting research reviews).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response estimates rough development timeline and key technical milestones.",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response’s proposed ideas address trivial or ill-fitting problems (e.g., machine translation, already-solved AI tasks like binary classification, non-AI topics like cooking, or unrelated fields like theoretical physics).",
"weight": -2,
"axis": "Synthesis of Information"
}
] |
Write a synthesis report on the applications of AI in drug discovery for a technical audience unfamiliar with biology. It should cover the main applications of AI in every stage of the drug discovery process, the latest technological advancements, challenges, and current adoption in the real world. | 6847465956a0f6376a605355 | AI & ML | Moderate | Intermediate | Medium | [
{
"criterion": "The response, for each stage, names at least one specific AI model class or method other than generative models (e.g., VAEs, Foundation Models) (e.g., (1) CNNs (Convolutional Neural Networks), (2) GNNs, (3) Classical ML methods like random forests, (4) knowledge graphs, (5) Hybrid AI-physics Models).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response describes at least one specific AI application for EACH of the following drug-discovery stages:\n\n\n(1) Target Identification\n\n\n(2) Hit/Lead Discovery or Virtual Screening\n\n\n(3) Lead Optimization\n\n\n(4) Preclinical Safety / ADMET Prediction\n\n\n(5) Clinical Trial Design / Patient Stratification\n\n\n(6) Post-market Surveillance / Pharmacovigilance",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response provides brief (≤20 words) definitions for all specialized terms, acronyms, and each of the six drug-discovery stages before discussing their AI applications.",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "The response describes the target audience (technical, non-biology) explicitly or implicitly in the introduction or tone.",
"weight": 3,
"axis": "Instruction Following"
},
{
"criterion": "The response uses deterministic language (“will”, “always”, “guarantee”, “ensure”) for speculative claims about future directions or unverified findings.",
"weight": -4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response contains internal contradictions (e.g., calls a Phase II drug “approved” elsewhere).",
"weight": -4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response recommends unethical or unsafe practices (e.g., skipping clinical trials).",
"weight": -5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response states at least three distinct challenges or limitations of AI in drug discovery from this list:\n\nData quality/scarcity\nInterpretability\nRegulatory acceptance\nLab workflow integration\nIP/confidentiality\nCompute/infrastructure cost",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The respones uses at least one list (bulleted or numbered) and one figure for enumerating for each of the applications, advancements, or challenges (e.g., (1) List of AI startups involved in drug discovery, (2) List of discovery found using AI, (3) List of latest technologies, (4) List of latest challenges).",
"weight": 3,
"axis": "Communication Quality"
},
{
"criterion": "The response maintains logical progression and clear transitions between sections, so the report reads as a unified synthesis.",
"weight": 3,
"axis": "Communication Quality"
},
{
"criterion": "The response includes a glossary of all terms that required a definition at the end of the report.",
"weight": 1,
"axis": "Communication Quality"
},
{
"criterion": "The response includes a step-by-step deep dive into a particular technical paper as an example of how AI is used in the drug discovery process.",
"weight": 4,
"axis": "Communication Quality"
},
{
"criterion": "The response distinguishes between AI capabilities in silico (i.e., computationally) and their translation to practice.",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes a subsection dedicated to discussing the ethical risks associated with drug discovery (e.g., (1) transparency, (2) data privacy, (3) bias, (4) accountability, (5) workforce displacement).",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response contains four clearly labeled sections using the exact words: “Applications”, “Advancements”, “Challenges”, and “Adoption”.",
"weight": 4,
"axis": "Instruction Following"
},
{
"criterion": "The response cites at least two real-world AI-in-drug-discovery efforts that are at or beyond Phase II clinical trials, including at least one effort with negative results (e.g. (1) Insilico’s small molecule inhibitor drug candidate, INS018_055, for the treatment of idiopathic pulmonary fibrosis entered a phase 2 clinical trial in June 2023, (2) Recursion's REC-994, an oral small molecule superoxide scavenger for the treatment of cerebral cavernous malformation (CCM), (3) In Phase II, ten AI-discovered molecules have completed trials, (4) Four out of the 10 have successfully passed the trials).",
"weight": 5,
"axis": "References & Citation Quality"
},
{
"criterion": "The response ensures that all real‐world AI‐in‐drug‐discovery examples (minimum two) and all quantitative claims include clear citations (must be peer-reviewed studies for quantitative claims) or attributions (e.g. (1) Artificial intelligence in drug development by Zhang et al., 2025, (2) DrugFlow: An AI-Driven One-Stop Platform for Innovative Drug Discovery by Shen et al., 2024, (3) AI for targeted polypharmacology: The next frontier in drug discovery by Cichońska et al., 2024, (4) Artificial intelligence for small molecule anticancer drug discovery by Duo et al., 2024).",
"weight": 4,
"axis": "References & Citation Quality"
},
{
"criterion": "The response ensures that all hyperlinks (if used) are publicly accessible and not behind paywalls.",
"weight": 3,
"axis": "References & Citation Quality"
},
{
"criterion": "The response's AI model performance claims specify the dataset (e.g., \"PubChem\"), validation method, and benchmark comparison.",
"weight": 3,
"axis": "References & Citation Quality"
},
{
"criterion": "The response explains the relevance of each described technological advance of AI in drug discovery (e.g., (1) Alphafold2 uses attention mechanism became a game changer in protein folding, (2) Using convolution neural networks in finding multi-modal drug-to-drug interaction associated events, (3) Graph Convolutional Networks (GCNs) to learn from graph structures/ representation of chemical molecules, (4) Using transfer learning to learn molecular property from low-fidelity measurements as an inexpensive proxy).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes at least two technological advances introduced in or after 2023 (e.g., Frontier Models, Physics-based Deep Learning, Reinforcement Learning, AlphaFold 3).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response uses section previews and summaries for clarity and navigation (e.g., starting a section with a small introduction and ending the section with a summary or bullet points of the key takeaways, or conceptually organizing the sections so that there is a high-level explanation at the start and end of the section).",
"weight": 3,
"axis": "Communication Quality"
}
] |
Critically analyze how agricultural practices in ancient Egypt shaped the development of their mythology, particularly in relation to deities, rituals, and beliefs about life and the afterlife through an essay. | 6847465956a0f6376a6054d0 | Historical Analysis | Moderate | Intermediate | Medium | [
{
"criterion": "The response discusses how Nile’s annual flood from other river floods, specifically mentioning how Mesopotamian floods were destructive while the Nile flood was predictable, gradual, and beneficial. ",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response states the exact months for Akhet (roughly from September to January), Peret (January to May), and Shemu (roughly from May to September).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response names the heliacal rising of Sirius (Sothis) as the precise trigger for the Egyptian New Year.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response dates the introduction of the shaduf (in Ancient Egypt around 2000 BCE).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "Response describes the impact of the shaduf on irrigation (e.g., reduced labor, allowed the transport of water to fields at higher elevation, increased agricultural productivity, increased the area of cultivated land).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response lists principal grains relevant to Ancient Egypt (e.g., emmer wheat, barley, einkor, spelt).",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response explains the ritual symbolism of the principal grains (e.g., blessings, life, fertility, the continuation of life after death)",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response explains the agricultural significance of non-grain crops (e.g. flax for linen, papyrus for paper, henna for dye, dates for wine).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response explains the mythological significance of secondary crops (e.g., dates were used for religious offerings, the onion symbolizing eternal life, the goddess Hathor associated with the sycamore fig, the date palm was symbolic of the Sun God Ammon Ra).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response describes Hapi's iconography in Lower Egypt (e.g., headress, papyrus plants, frogs, false beard).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes Hapi's iconography in Upper Egypt (e.g., lotus, crocodiles, false beard, papyrus crown).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes the Heliopolitan creation myth, specifically mentioning Atum, a self-created god, emerging from the waters of Nun and creating Shu and Tefnut. ",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response details Geb's genealogy (i.e., son of Shu and Tefnut, grandson of Atum, sister-wife Nut, and children Osiris, Isis, Seth, and Nephthys). ",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response details Renenutet's role as \"Mistress of Provisions\" (e.g., protecting food stores, guardian of nourishment, providing bountiful harvests, human and divine fertility). ",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes Renenutet's cult focus on granaries.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response specifies the Festival of Renenutet and its timing in the agricultural calendar (celebrated during the harvest period).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes Min's ithyphallic iconography (i.e., erect penis in his left hand symbolizing male virility).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response explains the agricultural symbolism of Min's iconography (i.e., virility symbolizing fertility of the Nile flood). ",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response connects specific events of the Osiris myth to corresponding agricultural processes (e.g., death of Osiris symbolizing to the end of the growing season, Osiris' dismemberment symbolizing to the cutting and dispersal of grain, burial of his body representing the sowing of seeds, his rebirth symbolizing the new agricultural year).",
"weight": 5,
"axis": "Synthesis of Information"
},
{
"criterion": "The response mentions the ritual of the king hoeing the ground at Min's festival as a symbol of the pharaoh's continued rule and agricultural fertility.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response mentions the release of birds as part of the king's ritual at Min's festival.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response mentions the Khoiak festival and the making of “corn mummies”.",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response explains the “Weighing of the Heart” ceremony with the role of Ma’at’s feather (i.e., the heart of the deceased is weighed in the scale against the feather of the Maat, and if they are balanced, then they are destined for a peaceful afterlife).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes the Field of Reeds as an idealized Nile Delta and lists at least three specific features (e.g., placed in the East, boundless reed fields, a series of islands, ideal for hunting and fishing).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response distinguishes Egyptian agricultural-mythological links from those of Mesopotamia or the Levant, with an explicit example.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response cites the role of the pharaoh as an agricultural and religious intermediary.",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response links each deity mentioned to a specific agricultural element (e.g., Nile flood, the harvest cycle, seconday crops, crop fertility).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response defines and/or clearly explains specialized terminology (e.g., Ma’at, shaduf, corvée, Aaru).",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses at least two examples of how agricultural practices influenced other aspects of Egyptian life, such as the importance of craft (reflected in the god Ptah) and animal husbandry (reflected in the goddess Hathor).",
"weight": 5,
"axis": "Synthesis of Information"
},
{
"criterion": "The response mentions rituals and related them to agricultural practices.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response relates beliefs about life to agricultural practices.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response relates beliefs about the afterlife to agricultural practices.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response mentions that any rituals performed by the king were not only for agricultural fertility, but also for royal fertility.",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response vaguely describes symbolism that is not necessarily related to Egyptian mythology. ",
"weight": -4,
"axis": "Explicit Criteria"
}
] |
I am a software engineer at a small startup, trying to scale our product to around 1M users / day from around the world. The service is a social media app similar to twitter, where users can write a message and follow others. Right now we have a simple web interface with a local mySQL database. Please write a technical report on the transition to more scaled software and provide recommendations for anything you consider a necessary change. | 6847465956a0f6376a60542a | Technical Documentation | Moderate | Intermediate | Medium | [
{
"criterion": "The response discusses the limitations of the current infrastructure and the corresponding challenges with respect to the desired scale of up to 1 million users per day (e.g., single MySQL instance bottlenecks, lack of horizontal scaling in the web tier, no caching layer, limited observability/monitoring).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides recommendations for alternative architectures that are beneficial for scalability (e.g., microservices architecture, cloud-managed databases, distributed caching systems, message queues/event streaming).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response provides a high-level plan to transition from the original tech stack to the recommended one (e.g., phased rollout, data migration strategy, feature flags, a dual-writing period).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response provides an analysis of the risks and benefits of the transition from the current tech stack to the recommended version (e.g., downtime during migration, data consistency issues, improved scalability, better fault tolerance).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response considers factors and/or metrics that affect maintainability (e.g., centralized logging, system metrics/monitoring, distributed tracing, automated alerting).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response makes suggestions that are not appropriate or feasible for a small startup to implement (e.g., designing a fully custom database engine, building proprietary networking hardware, running multiple on-premises data centers, developing an entirely in-house cloud platform).",
"weight": -4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response includes at least one visual diagram (e.g., ASCII, Mermaid) or a clear, structured description demonstrating the organization of the recommended architecture.",
"weight": 3,
"axis": "Communication Quality"
},
{
"criterion": "The response provides a budget plan or cost analysis that considers the cost of the recommended components necessary to host 1M users/day (e.g., cloud provider fees for compute/database/storage, caching service costs, monitoring tool subscriptions, CDN bandwidth).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses the central role of an Application Programming Interface (API), noting its benefits for scalability (e.g., standardized communication between services, modularity, independent scaling of components) and outlines how API design fits into the transition plan.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses security factors relevant to the transition, including authentication, authorization, and encryption for the new tech stack.",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides calculations to demonstrate how the recommended system can accommodate 1M users/day (e.g., estimating QPS, storage needs, bandwidth requirements).",
"weight": 3,
"axis": "Communication Quality"
},
{
"criterion": "The response discusses global data privacy policies (e.g., EU's General Data Protection Regulation - GDPR, California Consumer Privacy Act - CCPA, China's Personal Information Protection Law - PIPL, Canada's Personal Information Protection and Electronic Documents Act - PIPEDA), and how the recommended system should comply with them.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes an expected high-level timeline to implement concrete deliverables, along with estimated effort (e.g., man-hours or story points) and potential team assignments.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response outlines a plan for managing technical debt in the future, including estimates for manpower, key concepts to target, and areas of most concern (e.g., allocating a percentage of sprint capacity, scheduling regular refactoring, focusing on core data models or API facades).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response references at least one other similar technology and analyzes why their tech stack works and discusses its relevance to the current project (e.g., Twitter’s use of distributed caching, Facebook’s sharded MySQL and TAO system, LinkedIn’s Kafka-based event streaming, Instagram’s Django monolith with horizontal scaling).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses relevant DevOps factors (e.g., CI/CD pipelines, defining SLIs/SLOs, standardizing developer environments, establishing error budgets).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes a plan for handling large traffic spikes or high scenarios that come with accomodating 1M users/day. ",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides a recommendation for a singular, specific database technology with justification on how it is appropriate for this startup (e.g., PostgreSQL with read replicas for relational integrity, MongoDB for flexible document storage, Cassandra for high write throughput, Amazon Aurora for managed scalability).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response recommends an appropriate team structure or size to implement the transition (e.g., 2 to 3 backend engineers to design and implement APIs, 1 to 2 DevOps/cloud engineers to manage infrastructure and CI/CD, 1 database engineer for migration and scaling, 1 frontend/mobile engineer to adapt clients to new APIs).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response defines specific metric goals (SLOs) for availability, latency, and error budgets, and ties them to architectural choices (e.g., 99.9% availability supported by redundant services, median latency <100ms achieved through caching/CDN, p95 latency <500ms enabled by database sharding, error budget of 0.1% tied to retry policies and circuit breakers).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes a robust plan for performance optimization, referencing caching technologies relevant to high-performance and throughput (e.g., Redis, Memcached, KeyDB).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes specific solutions for the core application problems: real-time message delivery (e.g., message queues like Kafka/RabbitMQ, WebSockets, fan-out-on-write vs. fan-out-on-read) and social graph management at scale (e.g., sharded relational database, graph database like Neo4j, or a system like Twitter's FlockDB).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response discusses strategies for comprehensive backup and disaster recovery (e.g., automated database snapshots, off-site/multi-region storage of backups, tested recovery drills) and defines target metrics like Recovery Point Objective (RPO) and Recovery Time Objective (RTO).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response details a load testing approach and monitoring/alerting strategy (e.g., simulating peak traffic with JMeter or Locust, stress testing database queries, setting up real-time monitoring with Prometheus/Grafana, implementing alerting via PagerDuty or CloudWatch).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes a detailed plan for migrating existing user data and messages (e.g., exporting data from the current MySQL instance, transforming schemas, running a dual-write period, validating migrated data with consistency audits).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response recommends components that are not relevant or are overly complex for the use case without proper justification (e.g., blockchain for storing social media posts, quantum computing for scaling queries, AI/ML for basic CRUD operations, IoT integration for user messaging).",
"weight": -5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response uses first-person subjective language (e.g., \"I think,\" \"I believe\") instead of maintaining an objective, professional tone appropriate for a technical report.",
"weight": -3,
"axis": "Communication Quality"
}
] |
Using a data-driven approach, compare the environmental sustainability, supply chain ethics, and transparency practices of three major global clothing brands: Patagonia, Uniqlo (Fast Retailing), and H&M.
Your analysis should incorporate and critically evaluate publicly available ESG (Environmental, Social, and Governance) reports, third-party sustainability ratings (e.g., MSCI, Sustainalytics, Fashion Transparency Index), third-party audit summaries, and any documented controversies or labor/environmental violations from the past five years.
Specifically:
- Quantify and compare key sustainability metrics (e.g., Scope 1/2/3 emissions, water use intensity, % of sustainable materials, renewable energy usage).
- Assess supply chain ethics using structured criteria (e.g., % of audited suppliers, living wage commitments, forced labor safeguards, grievance mechanisms).
- Evaluate corporate transparency, including disclosure frequency, data completeness, and response to controversies.
Use data analysis techniques such as table-based comparisons, normalization of metrics (e.g., emissions per revenue or per garment), and trend analysis where multi-year data is available.
Finally, produce a ranked assessment of the three brands' overall ethical performance, justifying your conclusions using a weighted scoring framework or similar comparative method. Provide full citations for all sources and methodologies used. | 6847465956a0f6376a60543e | General Consumer Research | Simple | Intermediate | Low | [
{
"criterion": "The response clearly states the full, official, registered legal entity names for all three companies (e.g. H & M Hennes & Mauritz AB, Patagonia, Inc., Uniqlo Co., Ltd.), along with their parent entities if any (e.g. H & M Hennes & Mauritz AB as parent of the H&M Group, Patagonia Purpose Trust/Holdfast Collective as owners of Patagonia, Inc., and Fast Retailing Co., Ltd. as parent of Uniqlo Co., Ltd.).",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response clearly reports Scope 1 (direct emissions from owned facilities and vehicles), Scope 2 (indirect emissions from purchased electricity, steam, heating, and cooling), and Scope 3 (all other indirect value-chain emissions, such as raw materials, transportation, product use, and end-of-life) greenhouse gas (GHG) emissions for all three brands, using data from the same fiscal year that is no more than 5 years old, to ensure direct and relevant comparability.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response reports water-use impact and risk metrics (e.g. total water withdrawal, water consumption, percentage of water sourced from high-stress areas, watershed-level dependency/risk scores) for each brand and evaluates their overall water footprint and exposure to water-related risks.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response reports water-use efficiency and circularity metrics (e.g. liters per garment, cubic meters per dollar of revenue, percentage of water recycled/reused, water discharge volumes/quality) for each brand and evaluates their efficiency in water management and commitment to circular practices.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response explicitly states each company’s complete, official definition of sustainably sourced materials, as disclosed in their ESG reports or official sustainability frameworks.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response reports the current percentage of renewable energy used in each brand’s operations (e.g. wind, solar, hydro, biomass) across different operational scopes (e.g. company-owned manufacturing facilities, offices, retail stores, distribution centers), using the most recent data that is less than 5 years old.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response reports each brand’s stated future renewable energy commitments (e.g. wind, solar, hydro, biomass) and the operational scopes they apply to (e.g. company-owned manufacturing facilities, offices, retail stores, distribution centers), specifying the timeline for these commitments (e.g. short term = next 5 years, medium term = by 2040, long term = by 2050).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response normalizes at least three distinct metrics across all three brands with consistency for comparability, and each metric is tied to one of the three major aspects: environmental sustainability (e.g. CO₂ emissions per unit revenue or garment, water use intensity per garment, waste generated or diverted per garment), supply chain ethics (e.g. % of audited suppliers per total supplier base, workers covered by living-wage commitments per total workforce, frequency of forced-labor or safety violations per supplier), and transparency (% of suppliers disclosed by tier relative to total known base, disclosure frequency normalized to industry norms, average response time to controversies or remediation actions).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response presents a minimum 3-year trend analysis of each brand’s greenhouse gas emissions in Scope 1, 2, and 3 where available, normalized to revenue or production volume to judge the climate impact trends of the three companies.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response presents a minimum 3-year trend analysis of each brand’s water use intensity and/or renewable energy share, with clear year-to-year changes to judge the resource efficiency trends of the three companies.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response presents a minimum 3-year trend analysis of each brand’s percentage of sustainable or preferred materials and waste diversion/recycling performance to judge the waste and materials trends of the three companies.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response includes a graphical representation of key sustainability data (e.g. multi-year emissions trends, renewable energy usage, water intensity, sustainable materials share) instead of relying solely on text descriptions or in-line raw numbers.",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response reports the exact percentage of both Tier 1 (final assembly) and Tier 2 (fabric, dyeing, and finishing) supplier factories audited in the latest reporting year and the scope of these audits, including which aspects were inspected (e.g. compliance with health and safety standards, working hours, wage and overtime practices, use of subcontracting, forced labor safeguards, environmental compliance such as wastewater treatment and chemical use). If a brand does not disclose audit coverage for one or both tiers, the response states this explicitly and identifies the gap.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response reports each brand’s living-wage commitment status (e.g. a formal, time-bound policy with measurable targets, exact number of workers currently covered by a verified living-wage program, disaggregated by tier such as Tier 1 factory workers, Tier 2 processing workers where available). If a brand does not disclose worker information or only makes aspirational statements without quantified implementation, the response states this explicitly and identifies the reporting gap.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response reports on forced-labor safeguards, listing the specific high-risk countries each brand has explicitly blacklisted for sourcing from its entire supply chain (e.g. Xinjiang/China, Turkmenistan, Uzbekistan, North Korea), cites sources used, and explicitly compares the differences in coverage or enforcement across brands.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response summarizes at least one major non-compliance finding from an independent third-party audit, investigation, or regulatory enforcement published between 2023 and 2025 for each brand, naming the auditor/investigator/regulator, publication date, and the issue (e.g. the Spanish Data Protection Authority [AEPD] ruling against Uniqlo Europe Ltd. in September 2024 for GDPR violations, the Earthsight investigation in April 2024 linking H&M’s cotton supply to deforestation and land-rights abuses in Brazil) or the most recent known case (e.g. Transparentem’s 2025 investigation into recruitment-fee abuses at Taiwanese textile suppliers linked to Patagonia) if exists.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response critically evaluates the financial impact of at least one major controversy or non-compliance finding for each brand, drawing on outcomes such as changes in sales, stock price movements, fines, or legal settlements, and includes the relevant source (e.g. regulator, investigative NGO, media outlet), the publication date, and the quantifiable financial consequence (e.g. the €3.2 million GDPR fine imposed by the Spanish Data Protection Authority on Uniqlo Europe Ltd. in September 2024, the documented stock price dip of H&M following the April 2024 Earthsight investigation) if exists.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response presents a fully defined and justified weighted composite-scoring framework for ranking the three brands, explicitly assigning weights to each axis (e.g. environmental sustainability = 40%, supply chain ethics = 40%, transparency/governance = 20%), providing a rationale for the chosen weights (e.g. industry standards, stakeholder priorities, academic literature), and stating the exact formula used to combine normalized metrics into the composite score, and shows how individual metric scores roll up into category scores and then into the final weighted ranking.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response provides grievance-mechanism channels & tier coverage, accessibility (e.g. anonymous, multilingual, no-cost, anti-retaliation), and outcomes (e.g. # received, % substantiated, % resolved/closed, avg days to close) for each brand's latest reporting year.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response treats data older than 5 years as current without explicitly noting it as outdated and accordingly contextualizing it.",
"weight": -3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response include each brand’s most recent ESG/sustainability report, the latest Fashion Transparency Index that is published this or last year, and at least one third-party sustainability rating or audit summary (e.g. MSCI, Sustainalytics, CDP, NGO/labor rights reports) to ensure credibility and data triangulation.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response fails to report exact data or provides inaccurate data for any key environmental metrics such as greenhouse gas emissions in Scope 1/2/3, water use intensity, renewable energy usage, sustainable materials percentage, waste management trends, % audited suppliers, living wage commitments/coverage, grievance mechanisms, forced labor safeguards in high-risk countries, disclosure frequency, data completeness, responses to controversies, and the use of third-party audit/assurance.",
"weight": -3,
"axis": "References & Citation Quality"
},
{
"criterion": "The response accurately reports and compares each brand’s most recent MSCI ESG Rating, including both the alphabetical grade (e.g. AAA, CCC) and the exact month and year of its issuance or affirmation, and it explicitly notes and contextualizes differences in ratings across the three brands with relevant sources cited.",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response accurately reports and compares each brand's most recent Sustainalytics ESG Risk Rating, including both the specific numerical score from 0 to100 and the corresponding risk category (e.g. negligible, low, medium, high, severe), and it explicitly highlights differences in risk levels across the three brands with relevant sources cited.",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response reports each brand’s overall Fashion Transparency Index score from 0 to 100% as published by Fashion Revolution in its most recent annual report, and explicitly includes the sub-scores for all five categories (Policy & Commitments, Governance, Traceability, Know, Show & Fix, and Spotlight Issues) to evaluate environmental sustainability, supply chain ethics, and transparency practices.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response shows the exact normalization formula for at least one metric in each pillar of sustainability, supply-chain ethics, and transparency, naming the numerator, denominator, scope/boundary, fiscal year, and FX/inflation basis where relevant, plus one worked example (e.g. Emissions intensity = (Scope 1+2 tCO₂e, market-based, FY2024) ÷ (Revenue, USD, FY2024). Water intensity = (Water withdrawal, FY2024) ÷ (Garments produced, FY2024). Audit coverage = (Audited Tier-1 spend) ÷ (Total Tier-1 spend). Grievance rate = (Substantiated cases) ÷ (1,000 workers)).",
"weight": 4,
"axis": "Instruction Following"
},
{
"criterion": "The response includes a short comparison of rating divergences for each brand, identifying which ratings differ (e.g. MSCI vs Sustainalytics vs FTI), the specific drivers (e.g. methodology focus/domain, data vintage/fiscal year, scope/coverage, controversy weighting), and the net impact on the report’s scoring (e.g. which rating is prioritized, why the rating is prioritized).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response ranks the three brands from best to worst based on their composite scores, explicitly assigning Patagonia as rank 1 (best), H&M as rank 2, and Uniqlo as rank 3 (worst).",
"weight": 5,
"axis": "Explicit Criteria"
}
] |
Write an analysis of the institution of Roman slavery as it is depicted in Plautus' comedy *Pseudolus.* Using the play as a primary source, the analysis must situate its portrayal of the slave protagonist and his interactions within the wider, historically grounded legal and social framework of the Roman Republic. The argument should explore how Plautus' comedic representations of slave agency, deception, and the master-slave relationship both reflect and subvert the realities of Roman slave society and its underlying ideologies. | 684397d188c1deceb49af31d | Historical Analysis | Moderate | Intermediate | Medium | [
{
"criterion": "The response's thesis clearly addresses the key themes of the play (i.e., the institution of Roman slavery, different representations of slave agency in the play, master-slave relationships in Rome)",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response's thesis clearly juxtaposes the legal reality of Roman slavery with its subversive comedic representation on stage",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response frames the lack of manumission (i.e., release from slavery) for Pseudolus as a mechanism of ideological containment.",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response analyzes the character of Ballio as a socially despised target in the play because of his role as a greedy and abusive pimp, embodying corruption and moral depravity.",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response addresses Phoenicium's silence and objectification as a reflection of the reality for female slaves.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response accurately defines the legal status of a Roman slave as property under Roman law.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response highlights the concept of the master's absolute power in practice (defined as the master's authority over the slave's body and actions or equivalent statement).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response analyzes Pseudolus taking on another role (i.e., poet, general, etc.) as a form of self-fashioning.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response does not use the play itself as its primary source but instead relies heavily on derivative works and analyses (e.g., blog posts, online articles, etc.) to support its reasoning.",
"weight": -4,
"axis": "Instruction Following"
},
{
"criterion": "The response explains Segal’s ‘safety valve’ theory (i.e., that Roman comedy provides audiences with a temporary release from social tensions and frustrations by allowing them to laugh at the subversion of authority and social norms, before ultimately restoring order).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response explains Richlin's \"slave theater\" theory which posits an audience composed of a lower status population.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses the historical context of the play's premiere (191 BCE).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response analyzes the incompetence of Simo as a foil to Pseudolus.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response analyzes the ineffectuality of Calidorus as a foil to Pseudolus.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response explains peculium (the property/money that a father/master allows a subordinate to manage/use) as a mechanism of slave control.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response explains the scope (i.e., functions, limits, etc.) of manumission as a social institution.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses Pseudolus' breaking of the fourth wall (e.g., to outline his schemes and intentions) to address the audience.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response engages with scholarly critiques of the cited frameworks (e.g., discusses limitations of the Saturnalian model/academic rebuttals to Richlin's thesis).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response compares the methods of Pseudolus to at least one other Plautine trickster slave (i.e. Palaestrio from Miles Gloriosus).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response identifies specific actions undertaken by Simia in the play (i.e., impersonating Harpax, delivering money to Ballio, etc.).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response compares Plautus' depiction of Pseudolus as less psychologically subdued than slaves in the comedies of a different author, such as Terence.",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response analyzes the play's use of dramatic structure to enhance characterization.",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response analyzes the economic value of the \"20 minae\" mentioned in the play by placing the sum within the historical context.",
"weight": 1,
"axis": "Synthesis of Information"
},
{
"criterion": "The response explores the function of Macedonian soldier beyond being a dupe.",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response explores nuance in the key latin (i.e., pater, servus callidus, etc.) terms through linguistic analysis (i.e., phonetics, morphology, etc.).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response presents the play's events as a historically accurate depiction of daily slave life (e.g., Pseudolus' freedom of interaction with Simo and other slave masters).",
"weight": -4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response contains a major factual error about the plot of Pseudolus.",
"weight": -5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response critiques the use of Plautine comedy as a direct historical source.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response discusses the influence of Pseudolus (i.e., the use of deception, trickery, mistaken identity, and role-playing as central devices) on later western literature (e.g., Shakespearean plays such as Twelfth Night, Comedy of Errors, and Molière’s Scapin the Schemer a.k.a. Les Fourberies de Scapin)",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response analyzes the theme of Roman anxiety regarding Hellenistic cultural influence.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response contrasts the failed agency of characters with freedmen status with the competence of the slave.",
"weight": 1,
"axis": "Synthesis of Information"
},
{
"criterion": "Bad formatting practices (presence of line breaks in the middle of sentences)",
"weight": -2,
"axis": "Communication Quality"
}
] |
Examine the philosophical implications of using AI systems to make decisions about AI safety, focusing on the epistemic circularity problem. Analyze specific cases where AI safety evaluations by AI systems have produced contradictory results, and propose a framework for resolving such contradictions that doesn't rely on human judgment. | 6847465956a0f6376a605383 | Hypotheticals & Philosophy | Moderate | Deep | Medium | [
{
"criterion": "The response provides a precise definition of epistemic circularity that includes (a) self-referential validation, (b) the problem of using the same type of system to evaluate itself, and (c) the issue of infinite regress.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response identifies exactly 3-5 specific, verifiable cases where AI safety evaluations produced contradictory results, with each case including system names, dates, the nature of the contradiction, etc.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response explains the bootstrapping problem in AI evaluation: how the first AI evaluator is validated without circularity.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response proposes a framework that contains no human judgment components at any stage (initialization, operation, or validation).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response correctly cites at least two primary sources of philosophical works on circular reasoning (e.g., Münchhausen Trilemma, Agrippa’s Trilemma) with accurate page numbers or section references.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response clearly defines evaluation criteria using formal mathematical notation to ensure that each component of the score is well-articulated and grounded in measurable terms (by outlining key rubric elements such as robustness and reliability, ethical alignment, transparency, adaptability).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response explicitly includes a consensus mechanism to manage contradictory evaluations, ensuring that conflicting assessments are systematically reconciled rather than ignored (through techniques such as weighted voting, majority consensus, confidence-based aggregation, probabilistic fusion).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response includes a meta-evaluation protocol that outlines how the evaluation framework itself will be assessed for quality, consistency (e.g., periodic review cycles, benchmarking against established standards, error analysis, stakeholder feedback).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response addresses how the proposed framework manages edge cases, ensuring it remains functional and reliable under atypical or extreme conditions (e.g., adversarial inputs, sparse data scenarios, conflicting ethical principles, domain shifts).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response describes how the framework includes temporal consistency mechanisms that ensure the stability of an AI system’s performance over time, making it resilient to drift or degradation (e.g., longitudinal benchmarking, performance decay tracking, time-series validation, change-point detection).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response incorporates adversarial robustness testing protocols to evaluate how well the AI system withstands manipulative or intentionally misleading inputs (e.g., perturbation-based attacks, gradient-based adversarial testing, black-box adversarial simulations, out-of-distribution stress testing).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response includes uncertainty quantification methods to assess the confidence and reliability of the AI system’s outputs under varying conditions (e.g., Bayesian inference, Monte Carlo dropout, confidence calibration, ensemble variance analysis).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response, in the first analyzed case study, mentions (a) the AI systems involved, (b) the evaluation methodology, (c) the specific contradictory results, and (d) the root cause analysis.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response, in the second analyzed case study, mentions (a) the AI systems involved, (b) the evaluation methodology, (c) the specific contradictory results, and (d) the root cause analysis.",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response, in any case study beyond the second, mentions (a) the AI systems involved, (b) the evaluation methodology, (c) the specific contradictory results, and (d) the root cause analysis.",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response correctly explains formal verification methods applicable to AI safety (model checking, theorem proving, abstract interpretation).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides pseudocode, an algorithm, or code to describe at least one of two or more evaluation frameworks.",
"weight": 1,
"axis": "Synthesis of Information"
},
{
"criterion": "The response accurately describes ensemble disagreement metrics (e.g., Jensen-Shannon divergence, Bhattacharyya distance).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response addresses computational complexity (time and space) of the proposed framework.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response distinguishes between epistemic and aleatoric uncertainty in AI evaluations with correct definitions.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response acknowledges the self-referential nature of an AI system proposing solutions to AI evaluation.",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response correctly explains the relevance of Gödel’s incompleteness theorems to AI self-evaluation.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response uses philosophical terms correctly and appropriately: foundationalism (beliefs justified by basic, self-evident truths), coherentism (beliefs justified through consistency within a system of beliefs), and infinitism (beliefs justified through an infinite chain of reasons).",
"weight": 2,
"axis": "Communication Quality"
},
{
"criterion": "The response cites academic papers in reputed Machine Learning journals that present frameworks such as RLHF in the context of AI safety.",
"weight": 2,
"axis": "References & Citation Quality"
},
{
"criterion": "The response includes visual architecture diagrams showing a circular AI evaluation with important components (initial model, reward model, evaluation, and loss function).",
"weight": 1,
"axis": "Communication Quality"
},
{
"criterion": "The response proposes specific metrics for evaluation consistency to ensure that repeated assessments yield stable and reproducible results (e.g., inter-rater reliability analogs, variance across repeated trials, consistency scores over time, Cohen’s kappa).",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response discusses the safety mechanisms of different AI architectures (e.g., RNNs, LSTMs, transformers).",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response acknowledges the problem of evaluation drift over time.",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response correctly cites Arrow’s impossibility theorem in the context of AI consensus.",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response mentions relevant regulatory frameworks to ensure that the proposed evaluation aligns with legal and ethical standards across jurisdictions (e.g., EU AI Act, the U.S. Executive Order on AI, the OECD AI Principles, UNESCO’s AI Ethics Recommendation).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response claims that epistemic circularity can be completely eliminated, which is a philosophical impossibility.",
"weight": -4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response conflates epistemic circularity with other logical fallacies (e.g., begging the question, strawman arguments, false dilemmas, red herrings).",
"weight": -1,
"axis": "Communication Quality"
},
{
"criterion": "The response proposes mathematically impossible solutions (e.g., solving the halting problem, assuming infinite resources, making perfect predictions, achieving certainty in probability models).",
"weight": -4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response proposes a framework whose initialization cannot be performed with human input.",
"weight": -3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response confuses different types of AI evaluation (e.g., capability, safety, and alignment).",
"weight": -3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response proposes a framework that includes human judgment at one or more stages.",
"weight": -5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response suggests human oversight as a \"backup\" or \"validation\" step.",
"weight": -4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response proposes a framework for resolution that is self-contradictory.",
"weight": -3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response ignores the problem of infinite regress.",
"weight": -3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response claims that AI systems possess true or genuine understanding.",
"weight": -2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response mentions technical terms without actually defining them (e.g., circularity in AI, infinite regress, the halting problem, reward models).",
"weight": -3,
"axis": "Communication Quality"
},
{
"criterion": "The response proposes a metric that contains statistical errors (e.g., causality inferred from correlation metrics, sampling bias, inflation of non-significant results, false metric errors).",
"weight": -1,
"axis": "Explicit Criteria"
},
{
"criterion": "The response proposes a metric that does not address potential failure modes (e.g., optimizing for the metric over alignment, having statistical and mathematical errors, creating circular verification conditions).\n",
"weight": -1,
"axis": "Implicit Criteria"
}
] |
Help create a detailed outline for a potential YouTube short for a growing Physics explainer channel. The channel is run solely by a high-schooler, who is looking to create original and potentially viral content. The response should be robust and specific, allowing the high schooler to easily create the video from the response while including only information relevant to the video’s creation. | 6847465956a0f6376a60543d | Creative Writing | Simple | Intermediate | Medium | [
{
"criterion": "The response includes a script for the YouTube short (i.e., using a script template with consideration for time, sections, visuals, and audio) in a clear and readable table format.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response includes a potential title for the YouTube short (e.g., The amazing catapult, Can you control electricity?, What do sound waves look like?, Let's make an earthquake).",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes what the thumbnail should be for the YouTube short (e.g., the face of Einstein sticking his tongue out, a rocket launching away, electricity zapping across, or use of logos and fonts for the short title ).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response includes at least five potential hashtags to include in the video title (e.g., #physicsexperiment, #cooltricks, #highschoolproject, or #fun).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response is not original – an existing YouTube short with the same idea exists.",
"weight": -5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response creates a short that could realistically have a length of between 15 and 60 seconds.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes where the YouTube short could be realistically filmed (e.g., in the school's classroom, at the local park, at a science museum, at home, more specifically in the backyard, bedroom, or the kitchen).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes a YouTube short that could be created individually (i.e., doesn't require any other parties or supervision to create the experiment).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response includes some musical or sound element (e.g., using classical background music, using trending pop music, sound bits, funny and goofy sounds, or shock sounds like bangs).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response's script draws the audience in with a hook or question (e.g., Can you push a spring too far?, Can you touch anything?, Use of memes and sound bites, or Do heavier grocery bags swing slower?).",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response's script introduces tension that is resolved in the conclusion (e.g., (1) not answering the main hook questions completely until the end, (2) using a step-by-step approach of revealing more about the topic, (3) using sound design for tension and relieve such as controlling playback speed of music, (4) speaking fast and using language with a lot of exclamations or mysterious tone, (5) using WOW factor either doing the cool trick again or in slow motion).",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response describes what will be on the screen together with the sounds and narration at each point in the video (e.g., in scene 2, between 10-20 seconds, the person will narrate, \"So the reason why electricity is generated is because according to Faraday's Law, changes in magnetic flux induce a voltage in the conductor. The faster the change in the magnetic field, etc.\" The visuals will be a clip of a magnet being pushed into a coil of wire and electricity flowing in the wire. A calming classical music will be playing in the scene).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response suggests an overly complicated script that a lone high-schooler could not realistically do (i.e., advanced computer graphics (CGI) and visual effects (VFX), complicated sound editing, advanced knowledge of editing software, complex physical capability required like performing multiple muscle-ups, complex coding or engineering involved to set up the experiment).",
"weight": -3,
"axis": "Instruction Following"
},
{
"criterion": "The response's video idea teaches the audience a physics concept (e.g., Gravity, Electricity, Light, or Sound).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response uses and cites interesting and credible physics content (e.g., science buddies, vernier, homesciencetools, or articles/blogs on how to make viral YouTube shorts).",
"weight": 3,
"axis": "References & Citation Quality"
},
{
"criterion": "The response includes any information not explicitly related to producing the physics short (i.e., includes general information about YouTube, social media, monetization, or virality).",
"weight": -3,
"axis": "Instruction Following"
},
{
"criterion": "The response tailors the script to have a budget of less than 50 dollars.",
"weight": 3,
"axis": "Instruction Following"
},
{
"criterion": "The response suggests unsuitable or harmful activities to the high school or to others (e.g., launching fireworks away from the sky, mixing toxic or explosive chemicals, using potentially dangerous tools like saws, looking directly into a laser, or handling high-voltage equipment).",
"weight": -5,
"axis": "Instruction Following"
},
{
"criterion": "The response describes all the necessary equipment and tools the video will need.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response's video could realistically be created in less than five hours of work (e.g., Not suggesting building or constructing laborious and complex equipments needed for the experiment, extensive use of software for editing, a lot of manual tasks like collecting large data or by chance activities that can take a lot of shots to get the needed scene such as trying to get a ball to enter a small tube from a distance).",
"weight": 3,
"axis": "Instruction Following"
},
{
"criterion": "The response suggests using captions.",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response starts with describing the idea for the YouTube video (e.g., the physics of a catapult, making electricity with magnets, or seeing the shape of sound waves).",
"weight": 2,
"axis": "Communication Quality"
},
{
"criterion": "The response uses or cites anything too difficult for a high schooler to understand (e.g., cites a published research paper, includes formulas and mathematical concepts too difficult for a high schooler, uses complicated language with terminology too advanced).",
"weight": -4,
"axis": "Instruction Following"
},
{
"criterion": "The response fails to mention copyright issues (i.e., warns about using non-copyrighted music, making sure to cite papers or resources used, and not copying other video shorts), especially when suggesting ideas that may infringe on such issues.",
"weight": -5,
"axis": "Synthesis of Information"
}
] |
Pretend that you are a senior research fellow at a national public health institute and create a comprehensive research report about the health benefits of outdoor exposure and Vitamin D today.
In the report explain to the regular public recent research from peer reviewed journals to provide a clear, actionable overview of the topic.
Provide a high level overview of the report's key findings (and recommendations), explain any interconnected relationship, clearly differentiate between the physiological benefits derived specifically from Vitamin D and the independent benefits derived from being outdoors, provide a detailed analysis of the benefits and specific health considerations for different demographics (different ages, different sex), and for each group, cite at least one unique benefit or risk.
Also include quantifiable recommendations. Detail the recommended duration of sun exposure, accounting for different variables. Provide the consensus daily supplemental intake recommendations in IU and clearly differentiate between Vitamin D2 and Vitamin D3.
Finally summarize the primary health risks associated with both underexposure and overexposure of sun/vitamin D. Mention some mitigation strategies to avoid both. | 6847465956a0f6376a6053ce | STEM | Moderate | Deep | Medium | [
{
"criterion": "The response cites at least two specific examples of research where more sunlight or vitamin D led to better health outcomes (e.g., for COVID patients (Association Between Vitamin D and COVID-19–Related Outcomes: An Umbrella Review of Meta-Analyses), for autoimmune system compromised patients (The Schematic Assessment of Vitamin D Deficiency in Relation to Autoimmune Disorders and Its Implications in Internal Medicine), for pregnant people (The Effects of Vitamin D Supplementation During Pregnancy on Maternal, Neonatal, and Infant Health: A Systematic Review and Meta-analysis), depressed people (Nutritional interventions in depression: The role of vitamin D and omega-3 fatty acids in neuropsychiatric health).).",
"weight": 3,
"axis": "References & Citation Quality"
},
{
"criterion": "The response is written in the tone of a senior research fellow (e.g., academic style, authoritative figure, relatively formal, attention to details and nuances of the technical terms and concepts).",
"weight": 4,
"axis": "Instruction Following"
},
{
"criterion": "The response is written as a comprehensive report with clearly labeled sections including an introduction, body, and conclusion sections (e.g., Introduction, \"Understanding Vitamin D\", \"Difference between Supplementation and Natural Sources\", \"Recommendation\").",
"weight": 4,
"axis": "Instruction Following"
},
{
"criterion": "The response synthesizes recent research (from the last 5–10 years) from peer-reviewed journals (e.g., (1) Association Between Vitamin D and COVID-19–Related Outcomes: An Umbrella Review of Meta-Analyses, (2) Function of vitamin D3-loaded lipid-based nanocarriers in food industry: Principles, applications, and challenges, (3) Single high-dose vitamin D3: a promising sunburn therapy, (4) Age but not vitamin D is related to sarcopenia in vitamin D sufficient male elderly in rural China).",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "The response provides a clear, actionable overview of the report's key findings, including primary benefits, key at-risk populations, and top recommendations (e.g., wear skin protection, check for vitamin D deficiency, eat more vitamin D-rich or fortified food such as milk, recommend older people to more vitamin D through food or supplementation).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response explains the interconnected relationship between direct sunlight exposure, general time spent outdoors, and vitamin D synthesis (i.e., 7-dehydrocholesterol in the skin absorbs UV B radiation and is converted to previtamin D3, which then isomerizes into vitamin D3.).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response clearly differentiates between the physiological benefits derived specifically from vitamin D (like bone health, immune function) and the independent benefits derived from being outdoors (like mental health effects of nature, physical activity) (e.g., (1) Study shows that heart rate and diastolic blood pressure decreases from being outdoors even when controlled for vitamin D levels, (2) Large randomized controlled trials shows the effects of vitamin D in regulating immune cells, (3) There has been strong evidence that vitamin D is vital for calcium absorption).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response specifically mentions the benefits of vitamin D regarding muscles, immunity, brain function, and prenatal health (e.g., (1) prevents rickets in children, (2) osteomalacia in adults, (3) reduction of inflammation, (4) promotes calcium absorption in the gut).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response discusses the potential side effects of vitamin D supplementation beyond toxicity (hypervitaminosis D and hypercalcemia (high blood calcium levels)) (e.g., (1) Cholesterol-lowering statins might not work with excess vitamin D from supplements, (2) Muscle weakness, (3) Not being able to think clearly or quickly, (4) Kidney Stone and Kidney Damage).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response provides a detailed comparison of the effectiveness of different types of vitamin D delivery methods (e.g., supplements, fortified foods, sun exposure) for various demographics (e.g., (1) Encapsulated vitamin D was observed to have higher bioavailability, (2) vitamin D oral pill affects serum 25(OH)D levels, (3) Skin oil application delivery of vitamin D using a penetrator enhancer, (4) referencing \"The efficacy of different vitamin D supplementation delivery methods on serum 25(OH)D: A randomized double-blind placebo trial\").",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides a detailed analysis of the distinct benefits and specific health considerations for at least 3 different demographics (e.g., (1) Vitamin D supplementation combined with calcium can reduce fractures in the older population, (2) Vitamin D regulates the growth of vaginal epithelial cells and alleviates genitourinary tract problems in menopausal women (Mei et al., 2023) (3) Low levels of vitamin D during intrauterine life increases the risk of diseases such as type 1 diabetes, (4) Vitamin D deficiency increases the risk of low birth weight and preterm birth).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response contains analysis accounting for key variables (e.g., skin type, latitude, and time of day for sun exposure, and gender, sex, and age in general).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response addresses how socioeconomic status, access to safe outdoor spaces, and geographic location (urban vs. rural) can influence an individual's ability to follow health recommendations, including a discussion of potential disparities in sunlight and vitamin D intake. (e.g., (1) Rural residents are more likely to be vitamin D deficient, (2) Rural residents have higher medical costs compared to urban residents, (3) Vitamin D deficiency in High Latitude Countries, particularly during the winter months, (4) \"Low socioeconomic status predicts vitamin D status in a cross-section of Irish children\").",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response mentions pregnancy, lactation, or menopause as specific life stage factors.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides specific, quantifiable recommendations, detailing the recommended duration of sun exposure needed to synthesize adequate vitamin D (e.g., recommends approximately 5 to 30 minutes of sun exposure, particularly between 10 a.m. and 4 p.m.).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response mentions whether most people today get enough sunlight and/or vitamin D (or should supplement) (e.g., (1) In the US, approximately 35% of adults have vitamin D deficiency, (2) Older people produce less vitamin D so have a higher risk of deficiency, (3) Individuals with obesity who have undergone gastric bypass surgery have a higher risk, (4) Darker skin reduce the skin’s ability to produce vitamin D from sunlight).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response provides a detailed comparison of the effectiveness of different types of fortified foods (e.g., milk, orange juice, cereal), discusses varying fortification levels, and compares their efficacy as a delivery method against supplements and sun exposure (e.g., (1) Food fortification significantly improves serum levels and intake, (2) Milk was fortified at 800 IU/day, (3) led to an approximate increase of 8 ng/mL in serum 25-OH D, (4) more cost-effective compared to the cheapest prescription drugs, (5) Better to get vitamin D from vitamin D-fortified foods than to get it solely from sun exposure as it can increase the risk of skin diseases).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides the consensus daily supplemental intake recommendations in IU and clearly differentiates between Vitamin D2 and Vitamin D3 (e.g., 15 to 20 mcg (600–800 IU) for adults and from 10 to 15 mcg (400–600 IU) for infants, children, and adolescents, Vitamin D3 is the recommended (also called cholecalciferol) while Vitamin D2 (ergocalciferol) can only be obtained from fortified food or dietary supplements).",
"weight": 5,
"axis": "Synthesis of Information"
},
{
"criterion": "The response has a robust summary of key takeaways and lays out clear recommendations based on age, sex, etc (e.g., (1) Recommends 15 to 20 mcg (600–800 IU) for adults and from 10 to 15 mcg (400–600 IU) for infants, children, and adolescents, (2) Vitamin D helps with absorption of Calcium, (3) Sun exposure causes the skin to produce vitamin D naturally, however, this capability goes down with age, (4) Pregnant woman should take vitamin D supplementation).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response outlines the primary health risks associated with both underexposure (e.g., vitamin D deficiency) and overexposure (e.g., sunburn, photoaging, skin cancer risk).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response lays out clear metrics to know if a person is underexposed or overexposed (e.g., (1) Exceeding the recommended daily dosage of vitamin D (15 to 20 mcg (600–800 IU) for adults and from 10 to 15 mcg (400–600 IU) for infants, children, and adolescents), (2) Symptoms of too much vitamin D such as vitamin D headache, (3) About 8 to 10 minutes of sun exposure at noon produces the recommended amount of vitamin D, (4) UV Index of 6 and above is high).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response provides, for each risk, at least one evidence-based mitigation strategy (e.g., (1) proper sunscreen application, (2) dietary sources of vitamin D, (3) regular skin checks, (4) fortified foods).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response includes a section on the ethical considerations of public health messaging related to sun exposure (e.g., (1) Risk of Skin cancer, (2) skin protection behavior, (3) Skin cancer beliefs, (4) Sunbathing).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes a section on the public health policy implications of the report's findings, considering how recommendations could be translated into policies such as school programs promoting outdoor time, urban planning initiatives, and national supplementation guidelines.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes a comprehensive analysis of the role of other key nutrients (e.g., Magnesium, vitamin K) that are essential for vitamin D metabolism and bone health (e.g. (1) Magnesium helps with Vitamin D absorption in the GI tract, (2) Vitamin K2 helps deposit absorbed Calcium into bone, (3) Vitamin D helps the body absorb Calcium, (4) Vitamins A and D have the greatest immunemodulatory effect).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response explicitly acknowledges the limitations of the existing research and identifies key gaps that require further study, such as the precise optimal vitamin D dosage for different populations and the long-term effects of various supplementation methods.",
"weight": 4,
"axis": "Synthesis of Information"
}
] |
I am a high schooler in Cupertino. It is AP season and I'm trying to study for my tests. Can you give me 10 recommendations for places that open until at least 10pm that are good for studying (fast wifi, sufficient table space to do practice tests, good study environment, etc)? I would prefer not having to spend money on drinks/food in cafes but have a $10 budget if I must, and absolutely refuse to spend money on parking/fees. I am only open to places that are at most at 20 minute drive from me. | 6847465956a0f6376a605424 | General Consumer Research | High | Intermediate | Low | [
{
"criterion": "The response contains exactly 10 distinct study-location recommendations.",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "Every recommended location name is accompanied by either a full street address or, at minimum, a clearly identified city/neighborhood (e.g., “Philz Coffee – Sunnyvale”).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "All recommended locations are situated in a city that is within a typical 20-minute drive from Cupertino during non-rush hours (Cupertino, Sunnyvale, Santa Clara, Mountain View, Los Altos, Saratoga, West San Jose, etc)",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "For every recommendation, the response states that the closing time is 10:00 PM or later on weekdays (and specifies the closing time).",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "Some locations that close before 10:00 p.m. on weekdays are listed as meeting the ≥10 p.m. requirement (e.g., Cupertino Library, which closes at 9 p.m.).",
"weight": -5,
"axis": "Instruction Following"
},
{
"criterion": "For each location, the response explicitly mentions the availability of free, reliable Wi-Fi (using language such as “free Wi-Fi” or “fast Wi-Fi available”).",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "For each location, the response explicitly mentions sufficient table/desk space or seating appropriate for studying. Example: \n\"Cupertino Library has large communal tables and quiet study carrels ideal for spreading out AP practice materials.\"",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "For every location, the response either confirms unlimited free parking or states that no parking fees apply.",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "Whenever a café or restaurant is suggested, the response suggests items that can be obtained for ≤ $10 in total.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response is structured as a clear numbered/bulleted list or table so that a reader can quickly scan the 10 options.",
"weight": 4,
"axis": "Communication Quality"
},
{
"criterion": "The response includes a brief note advising the user to verify operating hours before visiting (demonstrating awareness of possible schedule changes).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response does not recommend purely outdoor locations that lack tables or reliable shelter (e.g., public parks with only benches), unless they clearly state tables and weather-protected seating are available.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "For each library or public facility included, the response confirms that non-residents may enter without special membership/fees. Example: \"Santa Clara City Library allows all California residents to enter and use study spaces without a membership fee (verified on the library’s official visitor policy page).\"",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response should mention if any location is known for stable power outlets, especially for laptop-based studying.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "Any parking references should note if the location tends to have full or difficult parking. Eample: \"Main Street Cupertino’s public parking garage is free but often fills up after 7 PM, so arriving early is recommended.\"",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "Response notes that public study spaces will be extra crowded during AP season as everyone is trying to study as well",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "All locations are accurate (i.e., still open, not under renovations, name of place is correct, address is correct)",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The recommendations include private office buildings or coworking spaces with restricted or employee-only entry. E.g., WeWork Cupertino which requires a paid membership or company access.",
"weight": -5,
"axis": "Implicit Criteria"
},
{
"criterion": "If recommending a location with a minimum stay limit or a time limit for seating (common in some boba cafés), the response should disclose it. Example: \"Fantasia Coffee & Tea in Cupertino has a posted 90-minute seating limit during evenings, so it’s better for quick review sessions rather than full-length AP practice tests.\"",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "If a place is louder/more bustling/less favorable for studying, response should always acknowledge this. Example: \"Main Street Cupertino Plaza has outdoor seating and stays open late, but it’s usually busy with restaurant traffic and live music on weekends - so not ideal for quiet studying.\"",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "Whenever a café or restaurant is suggested, the response states whether purchase is optional. Example: \"Panera Bread on Stevens Creek Boulevard allows customers to sit and use Wi-Fi without constant purchases, though a small drink (~$4) is expected if you stay for several hours.\"",
"weight": 3,
"axis": "Implicit Criteria"
}
] |
Conduct a comprehensive historical analysis of how the world has changed since the onset of the COVID-19 pandemic. Compare and contrast life before COVID and after it, covering key domains such as public health, work culture, education, travel, economy, mental health, social interactions, and technology adoption. Provide deep, well-researched insights and include real-world examples to support your points. Structure the analysis in chronological order (from the pre-pandemic era, through the initial outbreak in early 2020, the global response, vaccine rollouts, to the 2025 post-pandemic lifestyle) to enhance clarity and understanding. Aim for thoroughness and detail to ensure all major global shifts and trends are captured. | 6847465956a0f6376a6053b5 | Historical Analysis | Moderate | Intermediate | Medium | [
{
"criterion": "The response contains five section headings in the following order: Pre-Pandemic, Initial Outbreak, Global Response, Vaccine Rollout, Post-Pandemic.",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "The response contains a real-world example naming a specific country, organization, policy, or statistc (e.g., WHO, China, Sweden, mortality rates) for at least six of the eight domains.",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response states that the World Health Organization declared COVID-19 a pandemic on 11 March 2020.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response states that the Pfizer-BioNTech vaccine received emergency authorization in December 2020.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response notes that global GDP contracted in 2020 compared with 2019.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response claims the pandemic began before December 2019 or after January 2020.",
"weight": -4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes an attribution to a source or organization (e.g., World Health Organization, Center for Disease Control, European Centre for Disease Prevention and Control, Johns Hopkins Coronavirus Resource Center) for each numerical statistic. ",
"weight": 1,
"axis": "References & Citation Quality"
},
{
"criterion": "The response includes at least one statement acknowledging regional variation in pandemic impact.",
"weight": 1,
"axis": "Communication Quality"
},
{
"criterion": "The response's statements are qualified with uncertainty when future implications are discussed.",
"weight": 2,
"axis": "Communication Quality"
},
{
"criterion": "The response refrains from offering medical treatment recommendations or personal health advice.",
"weight": 2,
"axis": "Communication Quality"
},
{
"criterion": "The response's discussion about work-culture references remote-work technologies (e.g., Zoom, Skype, Teams, Google Meet).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response's technology-adoption discussion mentions increased telemedicine or e-commerce usage and supplies a concrete example (e.g., Amazon shopping, International Trade Administration report, CARES Act, CMS 1135 Waiver)",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The report contains events dated 2022 or later in sections covering Pre-Pandemic or Initial Outbreak periods.",
"weight": -2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses vaccines that were released outside of the United States (e.g., Oxford–AstraZeneca in the UK, Sputnik V in Russia, Sinopharm BIBP in China, Covaxin in India)",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses isolation policies that were implemented across different countries (e.g., USA, China, Sweden, Germany)",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response followed the chronological order given in the prompt (e.g., from the pre-pandemic era up to 2019, through the initial outbreak in early 2020, the global response in the latter half of 2020, vaccitional rollouts in 2021, and the current post-pandemic lifestyle from 2022 onwards).",
"weight": 2,
"axis": "Instruction Following"
},
{
"criterion": "The response discusses isolation policies that were implemented across different countries (e.g., regional variation in the north vs south of the USA, strict lockdowns in China, voluntary policy in Sweden, testing centers across Germany)",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response addresses public health to COVID-19 (e.g., strain on hospitals, vaccination efforts, education about viruses, mask policies).",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The responses addresses work culture changes due to COVID-19 (e.g., telework policies, masking polices in the work place, social distancing, shutdown of the arts and service industries).",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response addresses educational changes due to COVID-19 (e.g., online learning technology, social distancing in schools, decline in test scores, cancellation of standardized exams).",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response addresses travel changes due to COVID-19 (e.g., limited flights and the impact on the airline industry, testing policies for travel, vaccination requirements for travel, remote work policies changing travel requirements).",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response addresses economic changes due to COVID-19 (3% economic downturn in 2020, global recession, mass layoffs, rising inflation).",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response addresses mental health impacts of COVID-19 (e.g., increase in risk for youth, increased strain on front-line healthcare workers, impact of long-covid on mental health, grief related to pandemic deaths).",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response addresses changes in social interaction due to COVID-19 (e.g., social distancing, new social norms, limited social circles, Zoom fatigue).",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response addresses changes in technology adoption due to COVID-19 (e.g., new RNA vaccine technology, popularity of Zoom and other teleconferencing technology, popularity of streaming services, food delivery applications). ",
"weight": 3,
"axis": "Explicit Criteria"
}
] |
I want to create my own restaurant empire, but I have zero idea where to begin. I know I want to serve indian food in with three different settings - food truck, elevated fine dining, and kitchen only/ fast casual model. All the three chains serve authentic indian food.
The food truck is Indian fast food, street style with some dishes that you can eat on the move with some innovation if required
The elevated fine dining is a north indian fine dining setting with servers dressed as attendants from royal courts during the time of Indian Kings, the ambience should resemble to that of the biggest and most grandest of places in India - I want to show the world what Indian culture, history, and grandeur and servitude is. The dishes would be served in the authentic way it is served in the region the dish originated from. I would also like a place where the restaurant could host performances. I want my guests to be transported to India not only by food but also through the ambiance, the atmosphere.
The kitchen only/ fast casual place would be parallel to the food truck in most ways but resemble more to Indian street style restaurants - people can see the cook prepare their food, and if its a fast casual place guests can come in sit chill and would be more modern
I have no idea how to go about this, do market research, competitor analysis, costing, what architects and designers should I contact, how much money would be required, the menu and basically everything else
I do have a few things in mind is that I wanna start with NYC and expand into major cities in the world and make this a truly global business with possibilities of opening hotels, and every dish should have a vegan option and where possible Jain options too | 684397d188c1deceb49af30b | General Consumer Research | Moderate | Deep | High | [
{
"criterion": "Response explicitly names and addresses the three settings: (1) food truck, (2) elevated fine-dining, (3) kitchen-only/fast-casual.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "Response should include the capital range for each of the 3 settings: 1) For food truck, the capital should be in the range of $50K-$150K, 2) For the fine dining, the caputal should be in the range of $500K-$2Million, and 3) the capital for the kitchen only fast food mode should be in the range of $250K-$1Million.",
"weight": 2,
"axis": "Explicit Criteria"
},
{
"criterion": "Each dish on the menu must have a vegan alternative. These alternatives should be entirely plant-based, excluding all animal products and by-products such as meat, poultry, fish, dairy, eggs, honey, and gelatin. Clearly mark the vegan options on the menu.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The menu should offer Jain food alternatives. These dishes must be strictly lacto-vegetarian and exclude onion, garlic, meat, fish, eggs, honey, root vegetables (such as potatoes and carrots), and fermented foods. All Jain options should be clearly identified on the menu.",
"weight": 2,
"axis": "Explicit Criteria"
},
{
"criterion": "The response should identify key competitors in NYC, compare their menus, price points, service styles, and target audiences, evaluate their strengths and weaknesses, and highlight opportunities and market gaps. This analysis should be conducted separately for each of the three settings: food truck, fine dining, and fast casual/kitchen-only.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "Response lists the NYC Mobile Food Vending License as a required permit for the food truck in NYC",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "Response lists the NYC Department of Health and Mental Hygiene (DOHMH) Restaurant Permit as a required license for brick-and-mortar locations",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "Response lists the New York State liquor license (or specifically a Restaurant Wine/On-Premise license) as necessary if alcohol is to be served in the fine-dining venue",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response should state that new trucks typically cost $100,000-$175,000, used trucks $30,000-$100,000, and leasing $2,000-$3,000 per month. It should note that final costs depend on condition, customization, equipment, permits, and insurance.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response should provide approximate rental and purchase costs of restaurant spaces in New York City, broken down by carpet area (per square foot) and neighborhood. It should highlight how rental rates vary across neighborhoods. E.g., $150-$300 per sq ft/year in premium areas like Midtown, SoHo, and the Upper East Side versus $50-$100 per sq ft/year in Brooklyn and Queens. For purchase prices, it should mention typical commercial real estate ranges (e.g., $500-$1,500 per sq ft depending on location and building condition). The response should also note factors influencing costs, such as visibility, foot traffic, and zoning, and include additional expenses like deposits, renovations ($200,000-$500,000+ for fine dining interiors), utilities, and licenses.",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response should outline staffing requirements for each of the three concepts (food truck, fine dining, and fast casual/kitchen-only), and list at least three distinct roles per setting. For example:\n1) Food Truck: chef/line cook, cashier/order taker, prep/cleaning staff.\n2) Fine Dining: executive chef, sous chefs, servers, host/hostess, bar staff, and performers (for cultural shows).\n3) Fast Casual/Kitchen-Only: cooks, counter staff, delivery/logistics coordinators.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response should provide a sample menu of exclusively Indian dishes tailored to each of the three settings (food truck, fine dining, and fast casual).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response should present a sample menu composed exclusively of North Indian dishes. It should highlight regional authenticity and include at least four example items, such as Butter Chicken, Paneer Tikka, Dal Makhani, Rogan Josh etc. The menu should reflect the diversity of North Indian cuisine while keeping the fine dining context in mind.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "Response mentions the inclusion of a performance space or area for live cultural shows in the fine-dining venue.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response should propose a phased rollout timeline with at least three chronological stages, e.g., Research & Planning (3-6 months), Pilot Launch (6-12 months), and Expansion (12-24 months and beyond).",
"weight": 3,
"axis": "Communication Quality"
},
{
"criterion": "Response includes funding sources beyond personal savings (e.g., SBA loan, angel investment, venture capital, franchising fees)Response includes funding sources beyond personal savings (e.g., SBA loan, angel investment, venture capital, franchising fees)",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response should present a high-level financial projection or break-even discussion, such as months to break even, ROI percentage, projected annual revenue, or profit margins.",
"weight": 1,
"axis": "Synthesis of Information"
},
{
"criterion": "The response recommends a marketing strategy that includes at least 4 channels - e.g., social media influencers ($500-$5,000/campaign), local events ($1,000-$3,000/event), digital ads ($1,500-$5,000/month), and food delivery app promos (20–30% commission, $500-$2,000/month for boosts). It should briefly explain how each supports brand growth.",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response should list actual global cities as future expansion targets (e.g., San Francisco, Miami, London, Dubai, Singapore) and provide brief pros and cons for each. For example, San Francisco for its diverse food culture and high spending power but with high operating costs; Miami for its growing international dining scene but seasonal demand fluctuations.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response should describe authentic serviceware and presentation styles for North Indian fine-dining dishes, with representative examples. E.g., brass or copper thalis ($40-$100 each), silver platters ($200-$500 each), clay pots for curries ($10-$30 each), hand-carved wooden trays ($50-$150 each), and ornate glassware ($15-$50 per piece). It should factor in approximate costs and address sourcing options, such as importing from India for cultural authenticity versus purchasing from local specialty suppliers in NYC for logistical efficiency.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response should list architectural or design firms with restaurant and cultural theming expertise (e.g., Rockwell Group, AvroKO, Studio Lotus, IA Interior Architects), include their contact details, explain their relevance to the concepts, and outline approximate cost considerations.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response should provide guidance on choosing locations in New York City. For example:\n1) Food truck - foot traffic, permits $200-$500/month, university/office hubs, competition\n2) Fine dining - affluent demographics, prestige areas like SoHo/Upper East Side, accessibility, rents $150–$300/sq ft/year\n3) Fast casual - delivery radius, affordable rents $50-$100/sq ft/year, proximity to students/residents, competitor density.",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response should suggest portable serving ideas highlighting both mobility and sustainability. E.g., \n1) paratha/dosa wraps in paper cones ($0.30-$0.50), \n2) biodegradable chaat trays with lids ($0.40- $0.70), \n3) skewer sleeves for kebabs ($0.20-$0.40),\n4) sealed lassi/curry cups ($0.50-$0.80)",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response should describe the open-kitchen atmosphere and modern design elements that define the fast casual/kitchen-only model, making it distinct from fine dining. For example:\n1) Exposed cooking stations where customers can watch food being prepared.\n2) Communal or high-top seating that encourages casual, social dining.\n3) Industrial decor with clean lines such as metal finishes, concrete, and minimalistic lighting.\n4) Digital ordering kiosks or open shelving for grab-and-go meals to streamline convenience and service speed.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response should present a menu of reasonable length. A menu that is too short (e.g., only 1-2 items such as Butter Chicken alone) or too long (e.g., 100+ items across all regions of India) is not acceptable. For example:\n1) Too short: A single curry dish with no appetizers, breads, or desserts.\n2) Too long: An encyclopedic menu with 100+ dishes, impossible to execute consistently.\n3) Unbalanced: Heavy in one category (e.g., 20 curries but no breads, snacks, or drinks).\n4) Unfocused: Mixing cuisines (e.g., Indian dishes plus sushi and tacos), straying from the concept.\n\nThe target number of items in the menu should be 8-12 items for food truck,~20-30 items for fine-dining (including courses, sides, desserts), and ~12-18 items for fast kitchen-only setting. The ideal menu should be curated, diverse, and tailored to the setting.",
"weight": -1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response should suggest authentic serving methods that reflect North Indian fine dining traditions and elevate the guest experience. For example:\n1) Thali platters with multiple katoris (brass or copper bowls) for curries, dal, and accompaniments.\n2) Silver or gold-plated serveware for premium dishes, echoing royal court traditions.\n3) Handi or clay pot serving for biryanis and slow-cooked curries, maintaining flavor and authenticity.\n4) Live tableside service (e.g., pouring dal from a copper jug, carving kebabs) to enhance theatricality and immersion.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "Response has one section for each of:\n- market research\n- competitor analysis, \n- costing, \n- architects and designers,\n- how much money would be required,\n- the menu\n- basically everything else",
"weight": 3,
"axis": "Instruction Following"
},
{
"criterion": "The response lists south indian food items (eg. idly, dosa, etc.) for the fine dining.",
"weight": -2,
"axis": "Explicit Criteria"
}
] |
Write a detailed report on Langchain and how it became one of the most used python libraries in 2025 for AI application development using Large language models. Also explain evolution of the library, how it changed over the years, why was it created and also explain some of the more advanced libraries born out of it. Then explain why it has consistently been one of the best even though there are many python libraries that can also be used to create similar workflows and why I should prefer langchain over them in certain types of tasks. Talk about the company, how many contributors, main contributors, main source of income and finally end your report by summarising the direction in which langchain will progress and what their future plans are. | 684397d188c1deceb49af311 | Technical Documentation | Moderate | Intermediate | Low | [
{
"criterion": "The response correctly identifies that the primary motivation for creating LangChain was to simplify the composition of LLMs with external data sources and tools (i.e., \"chaining\").",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response identifies Harrison Chase as the creator of LangChain.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response states that LangChain was initially released in October 2022.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response specifically mentions the major architectural refactoring that split the library into modular packages, such as langchain-core, langchain-community, and partner packages (e.g., Pinecone, OpenAI, Weaviate, Milvus).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response names at least 2 core LangChain projects (e.g., LangServe, LangSmith, LangGraph, LangChain Hub).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response cites at least two distinct and accurate chronological milestones in LangChain’s evolution after the initial release (e.g., October 2023: LangServe was introduced; December 2023: split into modular packages; Jan 2024: LangGraph was introduced; Feb 2024: LangSmith became generally available).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response names at least one additional core maintainer or main contributor other than Harrison Chase from the LangChain official repository (e.g., @baskaryan - Bagatur Askaryan, @ccurme - Chester Curme, @nfcampos - Nuno Campos, @eyurtsev - Eugene Yurtsev).",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response discusses at least 2 distinct and plausible reasons that explain LangChain's popularity (e.g., modular abstractions, first-mover advantage, comprehensive documentation, large community).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response includes a description of what each additional derivative library adds beyond LangChain, if mentioned.",
"weight": 2,
"axis": "Explicit Criteria"
},
{
"criterion": "The response compares LangChain's agent builder components (e.g., LangGraph) to at least one other agent framework (e.g., Autogen, Crew AI, Semantic Kernel, OpenAI Swarm).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response identifies at least two external derivative libraries or tools built on top of LangChain and their purpose (e.g., Flowwise: a drag-and-drop visual builder; LangFlow: a visual framework for designing LLM apps; Embedchain: a RAG-focused wrapper over LangChain).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response describes and cites the source(s) for at least one publicly announced future plan or roadmap item for LangChain (e.g., improving observability with LangSmith, expanding LangServe, enhancing agent reliability, adding human-in-the-loop support).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response identifies at least one other potential or actual source of income for LangChain beyond its primary SaaS product (e.g., enterprise/custom plans, venture capital funding).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses non-LLM Python libraries (e.g., Numpy, Pandas) without a clear justification for their relevance to LangChain or other LLM-based frameworks.",
"weight": -3,
"axis": "Communication Quality"
},
{
"criterion": "The response is organized as a report, using clear sections with headers (e.g., \"Introduction,\" \"Evolution of LangChain,\" \"Company and Contributors,\" \"Future Direction\").",
"weight": 4,
"axis": "Communication Quality"
},
{
"criterion": "The response includes a distinct final section that summarizes announced roadmap items and future plans.",
"weight": 3,
"axis": "Instruction Following"
},
{
"criterion": "The response defines or clearly explains at least one key LangChain-specific technical concept (e.g., Agent: an LLM capable of using tools or actions; Chain: a sequence of components; LangChain Expression Language/LCEL: the syntax for defining and composing workflows; Retriever: a component that fetches relevant documents).",
"weight": 3,
"axis": "Communication Quality"
},
{
"criterion": "The response states that LangChain's primary source of income is from selling the open-source library, general consulting, or donations (rather than its platform, LangSmith).",
"weight": -4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response incorrectly claims LangChain was created or is maintained by a large tech corporation (e.g., Google, Meta, OpenAI).",
"weight": -4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response mentions the total number of contributors to LangChain as of the report's date and cites the source for this figure (e.g., 3,718 contributors from the official LangChain repository at https://github.com/langchain-ai/langchain as of 09/15/2025).",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response mentions LangChain's acquisition of Dashtab in 2023, explaining its strategic importance for bolstering human-in-the-loop (HIL) and feedback capabilities within LangSmith.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response identifies and explains the role of the LangChain Hub as a central, public repository for users to discover, share, and version community-built prompts, chains, and agents.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses (with relevant sources) the state of the LangChain.js (TypeScript) library, including its feature parity, adoption level, or key differences when compared to the primary Python version.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response identifies and describes LangChain Templates, a separate initiative from the LangChain Hub that provides developers with pre-packaged, production-ready reference applications.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response mentions other business or educational platforms that partner with LangChain, explaining how this enhances its utility or popularity, and cites appropriate sources (e.g., Coursera and DeepLearning.AI offer courses on LangChain; MongoDB Atlas partners with LangChain; Qualtrics partners with LangChain to develop 'Experienced Agents' using LangGraph).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses at least two specific scenarios or tasks where LangChain is preferred over an alternative, explaining the reason (e.g., preferred over LlamaIndex for complex, multi-step agents due to LangGraph's flexibility; preferred over Haystack for RAG production due to built-in evaluation with LangSmith).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response discusses the potential intellectual property or license compliance risks when building commercial applications with LangChain, given its role in connecting to hundreds of external components with varied licenses (beyond its own MIT License).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response identifies partnerships between LangChain and major cloud providers (e.g., Amazon Web Services/AWS, Google Cloud/GCP, Microsoft Azure, Oracle Cloud) or other key enterprise software vendors, beyond simple technical integrations.",
"weight": 3,
"axis": "Implicit Criteria"
}
] |
I want a comprehensive research paper on the history of probability problems involving circles and stochastically selecting points or lines across the circle's circumference. As an introduction, start off by explaining in depth the solution to the following problem: "7 points are randomly chosen on the circumference of a circle, what is the probability that they all lie within a semi-circular arc (that is an arc half the circle's size)?" and then provide related problems and their solutions and a general solution methodology for this style of problem. Then provide a history of interesting problems along these specifications, specifically I would like you to give me an overview of the lazy caterer's sequence and the n cuts to a cake problem. | 6847465956a0f6376a6053bb | STEM | Simple | Deep | Medium | [
{
"criterion": "The response states the exact probability that 7 random points all lie within some semicircle as 7/64 (≈0.109375).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response derives the solution (p = 7/64) result by fixing one point (or an equivalent symmetry argument) and notes the general formula P(n)=n/2^(n−1) for n points.",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides at least two additional probability problems involving random points, lines, or chords on a circle and supplies their complete solutions (e.g., when is a random triangle on a circle acute, the probability all n points lie on arc of fixed length, probability a randomly inscribed k-gon contains the center, probability the center lies in the convex hull of n points).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response explains a general solution methodology for this class of circle-probability problems (e.g., rotational symmetry, fixing a reference point, combinatorial counting, order statistics on the circle).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response provides a historical overview that names and briefly describes at least three notable circle-based probability problems (e.g., Bertrand’s Paradox, Buffon’s Needle on a circle, the random chord problem, Sylvester's four-point problem for circles).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response defines the lazy caterer’s sequence, provides its closed-form formula L_n = n(n+1)/2 + 1, and lists at least the first five terms (1,2,4,7,11).",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes the “n straight cuts to a cake” problem and states that the maximum number of pieces produced by n cuts follows the lazy caterer’s sequence.",
"weight": 5,
"axis": "Synthesis of Information"
},
{
"criterion": "The response is presented in the form of a research paper with clearly labeled sections, including an Introduction that starts with the 7-point semicircle problem, plus separate sections for Related Problems, Methodology, Historical Background, Lazy Caterer’s Sequence / Cake-Cut Problem, and a Conclusion (≥5 section headings in total).",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "The response omits unrelated mathematical topics (e.g., probabilities on polygons as opposed to circles, Pólya's enumeration theorem, permutation groups, topology) and stays within the scope requested by the user.",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response must use mathematical notations to express probability calculations and geometric relationships, including formal definitions and equations for the circle problems discussed.",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides at least two frameworks to solve the 7-point problem (e.g., dividing the circle into 2𝑘 equal sectors, broken stick approach, anchor point, brute force solution treating all points as random variables).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response details at least two common pitfalls or incorrect deductions when solving the 7-point problem (e.g., failing to consider any of the n points as \"leading\", failing to treat the placement of points as independent, treating the circumference of the circle as an important variable, proceeding by induction but not establishing a base case).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response explains briefly how f(n) = f(n-1) + n reduces down to (n^2+n+2)/2 for the caterer's sequence.",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response mentions OEIS, the Online Encyclopedia of Integer Sequences.",
"weight": 2,
"axis": "Instruction Following"
},
{
"criterion": "The response connects the caterer's sequence to Pascal's triangle (i.e., the sequence is the sum of the first three entries in row n of Pascal’s triangle).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response gives the cake number's formula as (n^3+5n+6)/6.",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response gives the recurrence relation Cake(n) = Cake(n-1) + caterer(n-1).",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response generalizes the caterer's sequence to N dimensions correctly as R(n,d) = sum over i from 0 to d of n choose i.",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response highlights the importance of exclusivity in the 7 point problem solution (i.e., we count configurations by anchoring each semicircle at a sampled point).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response mentions at least two related integral statistics ideas (independence, Principle of Inclusion Exclusion, Bayes theorem, Markov chains) in context of the problems discussed.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response presents the historical problems chronologically.",
"weight": 4,
"axis": "Instruction Following"
},
{
"criterion": "The response mentions the problem of Buffon's Needle (i.e., we drop a needle of length L onto a floor marked with parallel lines spaced D apart (D ≥ L). What’s the probability p the needle crosses a line?). ",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response presents the formulae for the Lazy Caterer Sequence and the Cake Numbers without any derivation or explanation of their terms.",
"weight": -5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides the solution to Buffon's Needle problem (i.e., p = 2L/(\\pi D)).",
"weight": 3,
"axis": "Implicit Criteria"
}
] |
I’m a free-to-play Clash Royale player sitting at 5200 trophies (King Level 40). I’d like to climb to at least 6500 trophies within the next three months without spending real money. Write a practical strategy guide that lets me do this while keeping my in-game resource use efficient. | 6847465956a0f6376a605425 | Other | Simple | Deep | High | [
{
"criterion": "The response mentions that the player should not focus on powerful but expensive card types (Champions: Archer Queen, Skeleton King, Golden Knight, Mighty Miner; Legendaries: Miner, Mega Knight, Electro Wizard, Lava Hound; Epics: Golem, P.E.K.K.A., Bowler, Baby Dragon) and should instead prioritize lower-rarity cards that are easier to upgrade as a free-to-play player.",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response suggests the Classic Challenge entry (whose entry cost is 10 gems) and explains that achieving 6 wins provides more efficient card and gold rewards than buying shop chests, and thus more suitable for a free-to-play player. ",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response describes the current season reset formula (at the end of every season, players above 5,000 trophies get reset 50% of the way back to 5,000) and explains that the player will likely be reset twice and should therefore aim for a trophy break well above 6,500 before the final month's reset to meet their goal. ",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response states that the Classic Challenge reward cap is 12 wins, and explains that the player should plan their gem spending around this cap since the maximum reward of 2,000 gold and 100 cards offers better long-term values than gem uses. ",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response supplies at least two full 8-deck card list that are cheap/common for a free-to-play player (e.g.: deck 1: Hog Rider, Musketeer, Cannon, Ice Spirit, Fireball, Log, Skeletons, Archers; deck 2: Miner, Wall Breakers, Bomb Tower, Valkyrie, Magic Archer, Poison, Bats, Log; deck 3: Royal Giant, Fisherman, Mother Witch, Hunter, Lightning, Electro Spirit, Fireball, Skeletons; deck 4: Lava Hound, Balloon, Tombstone, Mega Minion, Fireball, Zap, Guards, Inferno Dragon). ",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes a card-upgrade priority list ranking for at least five cards (e.g: ordered by efficeint gold use: upgrading the primary win condition first, then key spells, defensive buildings, support troops and finally cheap cycle cards) as a roadmap for player's progression (e.g.: 1. Hog Rider; 2. Fireball; 3. Cannon; 4. Musketeer; 5. Skeletons; 1. Miner; 2. Poison; 3. Bomb Tower; 4. Magic Archer; 5. Bats; 1. Royal Giant; 2. Lightning; 3. Fisherman; 4. Hunter; 5. Electro Spirit; 1. Lava Hound; 2. Fireball; 3. Tombstone; 4. Mega Minion; 5. Zap).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The resource lists at least three gold-earning or saving methods to enable the player to manage their resource (e.g.: complete all daily and special quests; join an active clan to maximize war chest and donation gold; avoid overspending on shop chests and cosmetic items; prioritize upgrading only cards used in the main deck)",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response recommends saving Gems for Classic or grand Challenges rather then spending on cosmetic items and explains that Challenges provide significantly better long-term return in cards and gold for free-to-play player. ",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response suggest the player to participate in Clan Wars 2 to earn steady gold, cards, and trade tokens. ",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides at least three tactical tips to improve match performance (e.g.: practice elixir counting to know when the opponent is low, track your opponent’s card cycle to predict defenses, make calculated tower trade-offs to gain elixir or counter-push advantage, place troops to activate King Tower when possible)",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response includes a substution guideline for player to swap in lower-rarity or better-leveled alternatives when missing high-level version of suggeted cards to not lose core strategies (e.g.: replace Log with Arrows; replace Miner with Hog Rider; replace Inferno Dragon with Inferno Tower; replace Magic Archer with Musketeer). ",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response suggests that each deck should contain at least six Common or Rare cards to keep the deck free-to-play friendly and easier to upgrade. ",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response mentions that free-to-play players should focus on a single well-leveled Champion card in their deck rather than spreading their resources across multiple Champtions and provides at least one example (e.g.: (e.g.: Skeleton King as a win condition; Archer Queen as a strong support card; Golden Knight for dash-based bridge pressure; Mighty Miner for tank control and lane pressure).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provdies at least 2 sample strategies to enable the player to avoid unnecessary upgrades that waste gold (e.g.: not upgrading cards just to complete collection levels, avoid spending golds on rarely used Epics, save gold by skipping cosmetic-start leves, prioritize only the 8 core deck cards and well-chosen substitutes). ",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response provides at least one tip on using trade tokens efficiently to maximize the player's ability to upgrade specific cards (e.g.: use trade tokens to acquire cards for your main win condition; trade away surplus cards you don’t plan to level; prioritize trades for high-rarity cards like Legendaries or Epics that are harder to collect; save tokens until you know exactly which deck you will commit to upgrading).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response spell out all game-related abbrieviations and acronyms on first appearance (e.g.: RG: Royal Giant, CC: Classic Challenge, AQ: Archer Queen, Loons: Balloon)",
"weight": 3,
"axis": "Communication Quality"
},
{
"criterion": "The response is organized into sections with clearly labeld headers. ",
"weight": 3,
"axis": "Communication Quality"
},
{
"criterion": "The response provides a timeline of trophy targets with weekly or monthly milesteones to track progress towards 6,500 trophies in 3 months (e.g.: end of month 1 → 5,800 trophies; mid-month 2 → 6,200 trophies; end of month 2 → 6,400 trophies; final month → peak above 6,500 trophies before reset)",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides some suggestions for player to do after reaching the target trophies (e.g.: switch focus to leveling secondary decks, start saving gold and trade tokens for future metas, practice in Classic Challenges to refine skills, set the next trophy milestone such as 7,000 trophies) ",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response makes any mention of incorrect game mechanics to play Clash Royale (e.g.: Champion cards are unlocked at King Level lower than 33, Legendaries cards can be unlocked before Arena 4, Pass Royal is free) ",
"weight": -5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response makes incorrect references to the player’s stated request (e.g.: suggesting the player spend real currency to buy in-game boosts, recommending reaching 7,500 trophies instead of the stated 6,500 goal, advising strategies for a pay-to-win account rather than free-to-play, proposing upgrades or features not available at King Level 40).",
"weight": -5,
"axis": "Explicit Criteria"
}
] |
Please make a plan for my student group's end of year banquet, including a specific venue and a specific menu from a caterer. We need a nice venue near Berkeley, CA with a projector for slides. There are around 30 people attending. We also need to cater food that accommodates the following dietary restrictions: 2 egg allergies, 2 peanut allergies, 1 dairy + nuts + shellfish allergy, and 1 vegetarian. The total budget for the banquet is 2500 dollars, with a hard cap of 3000 dollars. Do not factor in transportation in the budget. | 6847465956a0f6376a605343 | Business Planning & Research | Moderate | Intermediate | Low | [
{
"criterion": "The response proposes a real venue that is within 10 miles of Berkeley, CA.",
"weight": 5,
"axis": "References & Citation Quality"
},
{
"criterion": "The response proposes a real venue that has capacity of at least 30 guests and offers seatings and tables for banquet style dinner.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response proposes a real venue that allows outside food and drink or supplies them in part of an all inclusive package.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response proposes a real venue that provides a projector or built-in A/V equipment suitable for slide presentations.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response proposes a real venue that is appropriate ambiance for an end-of-year celebration (e.g. professional garde, unique, memorable, historic).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides the price of the venue which is within 10% margin of error from the actual price.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response proposes a real caterer that services Berkeley, CA, and is eligible for the venue.",
"weight": 5,
"axis": "References & Citation Quality"
},
{
"criterion": "The response proposes a real caterer that supports dietary restrictions including: egg, peanut, dairy, nuts, and shellfish allergies and vegetarian.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response proposes a real caterer that services a banquet-style menu (e.g. more elevated food, appetizer-main-dessert course style, more suitable for plated, not fast food)",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides an actual menu from the caterer and accurately indicates which dishes are egg-free, peanut-free, dairy-free, nut-free, shellfish-free, and vegetarian.",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response provides the breakdown of the price from the caterer (e.g. price per person, price for main, price for dessert, delivery fee) which is within 10% margin of error from the actual price.",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response's suggested amount of food catered is suitable for 30 people.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides a final budget that has an accurate breakdown consisting of venue, catered food, service/gratuity, and other relevant miscellaneous fees (e.g. insurance, AV equipment, decorations, beverages, delivery, cleaning/disposables, contingency funds).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response provides a final budget which includes any transportation costs.",
"weight": -4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response provides a final post-tax and tip budget that is strictly less than $3000, and if the budget is more than $2500, the response acknowledges that it is over budget but under hard cap.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response provides the final budget breakdown in a well structured format like a table for readability.",
"weight": 3,
"axis": "Communication Quality"
},
{
"criterion": "The response states relevant logistics (e.g. reservation time window, deposit, minimum charge, cancellation) for the venue and the caterer if applicable.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response mentions days and hours the venue and the caterer operate respectively and recommends a window of time when both the venue and the caterer operate.",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response discusses action items which includes contacting the venue and the caterer for availability and confirming the price and logistics.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides an alternative plan that does not align with any one of the provided requirements: venue near Berkeley, CA, with a project for slides that accommodates 30 people, caterer that supports dietary restrictions, and the total budget under $2500 with a hard cap of $3000.",
"weight": -3,
"axis": "Instruction Following"
}
] |
Imagine you're launching a Gen Z focused startup in 2025 that offers short-form video therapy and mental wellness content developed through a TikTok-style mobile app. Write a detailed market research and business strategy report that covers: (1) the competitive landscape in mental health tech and how your idea differentiates from apps like Headspace, Calm, and BetterHelp; (2) user acquisition strategies that appeal specifically to Gen Z, with references to relevant media usage statistics, content formats, and platform behaviors; (3) ethical considerations and potential regulatory challenges, including how you would handle moderation, clinical oversight, and data privacy for a young audience. Your report should cite trends in the digital wellness, mental health stigma reduction, and social media driven habits. | 684397d188c1deceb49af31c | Business Planning & Research | High | Deep | Medium | [
{
"criterion": "The response identifies at least three psychological needs or stressors that are especially relevant to Gen Z and supports each with a clear, concrete example (e.g. “academic pressure” illustrated with statistics on exam-related stress, “loneliness” and \"FOMO\" tied to social media use patterns, “financial insecurity” linked to therapy cost barriers).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response proposes at least two specific short-form content formats that align with Gen Z digital habits (e.g. day-in-the-life storytelling, reaction memes, duets, challenges, POV skits, trending sound remixes, stitched expert responses) with explanations for their effectiveness.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response analyzes the mental health tech competitive landscape by comparing at least three attributes (e.g. key features, pricing, audiences, positioning) of apps like Headspace, Calm, and BetterHelp.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response articulates how the application will differentiate itself from existing wellness content platforms with comparative analysis.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response cites at least four distinct, credible sources supporting claims about Gen Z behavior, mental health, or media consumption (e.g. .edu sources, NIMH, NAMI, AAP).",
"weight": 3,
"axis": "Instruction Following"
},
{
"criterion": "The response explicitly discusses at least two risks of the short-form video therapy and mental wellness content (e.g. misinformation spreading, data privacy breaches, exposure to triggering content, over-reliance on self-help instead of therapy).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response includes at least two ideas for risk mitigation strategy (e.g. clinical vetting of content, strong encryption and compliance with HIPAA/GDPR, moderation and trigger warnings, clear disclaimers and referral pathways to professional help).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response outlines a plan for clinical trials, pilots, or efficacy testing to ensure clinical validity of mental health content.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response presents at least one detailed Gen Z–specific use case or user persona, including key attributes of the user (e.g. demographics and life stage - high school student, first-year college student, early career worker; psychological stressors or needs - exam anxiety, social isolation, financial stress, identity exploration; digital behaviors - TikTok use, meme culture, preference for authenticity/lo-fi content; how the proposed app addresses these needs through its features or content).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response incorporates trends or habits specific to Gen Z media consumption (e.g. short-form video preference, mobile-first approach, interactive content).",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response identifies at least three specific and relevant metrics or KPIs, covering both business performance (e.g. DAUs, retention, CAC, viral shares) and wellness/clinical impact (e.g. stress reduction, PHQ-9, GAD-7, engagement with coping tools).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response suggests a responsible moderation or comment policy for mental health videos.",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes mention of cultural or regional diversity within Gen Z and how content may adapt.",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response uses clear section headers and logical structure to separate the three required areas of the report (e.g. Competitive Landscape & Differentiation, Gen Z–Specific User Acquisition Strategies, and, Ethical & Regulatory Considerations).",
"weight": 3,
"axis": "Communication Quality"
},
{
"criterion": "The response supports every claim with evidence (e.g. empirical data, research results, expert's claim).",
"weight": 3,
"axis": "References & Citation Quality"
},
{
"criterion": "The response claims or implies that short-form content alone is sufficient treatment for mental illness.",
"weight": -5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response fails to cite any sources to support psychological or demographic claims.",
"weight": -2,
"axis": "References & Citation Quality"
},
{
"criterion": "The response describes content formats that would violate community guidelines or pose harm to users (e.g. trauma dumping, graphic self-harm confessions, unmoderated peer-to-peer therapy, promotion of unsafe coping mechanisms).",
"weight": -5,
"axis": "Synthesis of Information"
},
{
"criterion": "The response provides inaccurate, unfounded data about Gen Z habits or mental health stats (e.g. “over 70% of Gen Z are clinically depressed”, “Gen Z spends 12 hours a day on TikTok”, \"90% of the population has mental illness\").",
"weight": -4,
"axis": "References & Citation Quality"
},
{
"criterion": "The response uses inappropriate humor or tone that trivializes mental illness, undermining the seriousness of the topic.",
"weight": -2,
"axis": "Communication Quality"
},
{
"criterion": "The response over-indexes on branding/monetization and ignores user needs (e.g. over 1/3 of the entire response is devoted to branding/monetization/talks of profit and revenue, need to spend millions of dollars to acquire new users during product market fit phase, need to spend millions of dollars on creating logos).",
"weight": -3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response provides at least one visual structure (e.g. a table, flow diagram, matrix, or chart) that clarifies the app’s content flow, engagement model, or competitive positioning, and the visuals go beyond decoration and add clarity to how the app works, how users engage, or how competitors compare.",
"weight": 1,
"axis": "Communication Quality"
}
] |
Help me compile a list of apartments in San Francisco (looking for at least 2 bedroom, 1 living room, 1 bathroom, 1 kitchen). For context, I am moving to SF for just the summer (about 2-3 months) for work--ideally I want the apartment to be around central SF due to close proximity to the office--and am completely new to the area. Also, I'm a student, so realistically my individual budget for rent is at a max of $2200 per month (I want an apartment with minimal additional fees/costs). I plan to move in with one cat, and am also looking for roommates (around 1-2) to split the cost. I am also bringing a car, so I will also need to find parking spots. I also really prioritize safety (in terms of the area) and exercise (local gym or, even better, if it's offered by the apartment complex). I'm honestly not too sure how much I will spend overall because I want to be as close as possible to most sightseeing places and attractions in SF to gain as many new experiences and friends as possible over the summer. | 684397d188c1deceb49af329 | General Consumer Research | Moderate | Deep | High | [
{
"criterion": "The response clearly discerns that the total rent per person per month does not exceed $2,200, and therefore the total cost for apartments with 2-3 bedrooms should fall within the range of $4,400-$6,600.",
"weight": 5,
"axis": "Synthesis of Information"
},
{
"criterion": "The response shows two ways to find roommates (e.g., online platforms like Roomster or SpareRoom, leveraging social media groups (e.g., university-specific Facebook pages), using a university's dedicated roommate-matching service, or asking within a personal network of friends or coworkers).",
"weight": 5,
"axis": "Synthesis of Information"
},
{
"criterion": "The response analyzes different ways to split rent when the student has one roommate in the case of a two-bedroom apartment (e.g., the rent is divided evenly, one roommate pays more for a larger bedroom, one person covers utilities while the other pays a higher portion of the base rent, the rent is adjusted to reflect one person having a private bathroom).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response mentions possible rent-splitting arrangements if the student has two roommates in the case of a three-bedroom apartment (e.g., the total rent is divided equally among three people, the cost is tiered based on bedroom size or amenities such as a private bathroom, one person pays a larger share for a master suite, one person covers shared household expenses while the others contribute more toward rent).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response discusses safety by referencing various methods for evaluating a neighborhood's crime statistics within a certain radius (e.g., official crime rate data from police department websites, real-time alerts from apps like Citizen or Ring, anecdotal evidence gathered from asking local friends or searching online forums, data from third-party safety score websites).",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response list at least 2 methods of contact to reach the landlord/landlady of each apartment complex (e.g., email, phone number, online applications, link to website)",
"weight": 2,
"axis": "Communication Quality"
},
{
"criterion": "The responses includes an apartment with a long-term apartment lease (longer than time range given in the prompt, e.g., a 1-year lease) on the list of recommended apartments for the student",
"weight": -4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response discusses at least 3 specific attractions/locations that are pet-oriented for the user to visit in his free time in San Francisco (e.g., parks, grooming, vet, pet stores)",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response discusses at least six prominent San Francisco neighborhoods known for their cultural or historical significance (and thus well-suited for sightseeing), mentioning key attractions and their typical commute distances to downtown (e.g., North Beach for its Italian heritage and proximity to Coit Tower, Haight-Ashbury for its 1960s counterculture history, the Mission for its vibrant murals and historic Mission Dolores, Chinatown for its iconic Dragon’s Gate, Japantown with its Peace Pagoda and unique cultural centers, Fisherman’s Wharf with its sea lions and historic piers).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response discusses potential perks and features that may be offered by each apartment (e.g., access to a 24/7 concierge or doorman, a full-access mailroom with email updates, on-site co-working spaces or work pods, unique lifestyle amenities like a rooftop deck, a pool, a FITNESS SF center).",
"weight": 1,
"axis": "Synthesis of Information"
},
{
"criterion": "The response discusses food options near each suggested apartment neighborhood or location (e.g., grocery stores, restaurants, fast food places like Burger King, healthy options like Supergreens, and casual spots like Chipotle or Panda Express).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response warns the user about at least 1 potential scam they might encounter during their apartment rental search (e.g., listings that are unavailable, appear too good to be true, lack contact information, have addresses that don’t match on Google Maps)",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response recommends at least 3 potential gym options for the user, including both nearby commercial gyms and apartment-included gyms (e.g., luxury buildings like Solaire have two in-building gyms accessible to residents, while older apartments in Hayes Valley may be a five-minute walk from commercial gyms like FITNESS SF, which charges a monthly fee of around $100, more budget-friendly options such as 24 Hour Fitness, or specialized studios like Orangetheory Fitness for strength training or Pilates).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response provides quantifiable information in at least two instances, selecting any two from the following categories: rent, square footage, number of bedrooms, or permitted number of roommates.",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides apartments that have at least 2 bedrooms, 1 bathroom, 1 kitchen, and 1 living room (an apartment must meet all conditions here in order to meet the specifications set by the user in their prompt).",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses the overall social culture of each apartment complex (e.g., the typical noise levels on weekdays versus weekends, the presence of resident community activities like social hours or holiday parties, the availability of shared spaces that encourage interaction, the general demographic of the residents (e.g., young professionals, families, students)).",
"weight": 1,
"axis": "Explicit Criteria"
},
{
"criterion": "Response mentions at least two central San Francisco neighborhoods (e.g., SoMa, Mission, Hayes Valley, Nob Hill, Lower Pacific Heights) in proximity to central San Francisco.",
"weight": 1,
"axis": "Explicit Criteria"
},
{
"criterion": "The response outlines the timelines for each listed apartment that is recommended (e.g., total lease duration, when rent is due, potential move-in dates, move-out dates, response deadline for claiming the apartment)",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response acknowledges at least two factors that may generally affect the availability of an apartment listing on its respective website (e.g., high demand, seasonal fluctuations, pending leases, recent price changes).",
"weight": 1,
"axis": "Explicit Criteria"
},
{
"criterion": "The response discusses at least two insurance or legal considerations for renting apartments in San Francisco (e.g., the common requirement for renter’s insurance to cover personal property, liability, and additional living expenses in case of a covered loss, the importance of understanding the lease agreement, including clauses related to subletting, guest policies, or early termination fees, and legal protections afforded to tenants in California, including a landlord’s responsibility to provide a habitable living space and state laws on rent control and eviction, which may vary depending on the building’s age and the specific lease type).",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response develops an estimated potential budget outlining how much the user might spend in at least 6 different categories of expenses (e.g., utilities, groceries, rent, or any other additional expenses that the student should be prepared to pay throughout their stay).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses the apartment's policy regarding overnight guests or noise levels, which can be relevant for a student who wants to make new friends (e.g., building policy requiring guests to be registered at the front desk for security, a policy that limits guest stays to a maximum number of nights, a building with strict quiet hours after 10 PM, a policy that is more flexible and relies on general noise ordinances)",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response briefly provides key details summarizing each potential gym listed (i.e., membership costs, a summary of the gym, benefits or perks, offered amenities such as pools / showers).",
"weight": 1,
"axis": "Explicit Criteria"
},
{
"criterion": "The response mentions the furnishings already provided in each recommended apartment (e.g., desks, chairs, tables, couches or sofas, beds).",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses the services/amenities offered by the apartment (e.g., WiFi, mailing services, gyms, pools)",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses at least 1 factor that may cause fluctuations in apartment rental prices for each of the listed apartments (seasonal demand in the summer months for internships, opening up of new public transportation, recent renovations or upgrades).",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response lists at least four social venues in central San Francisco where the student can meet new people to make friends (e.g., concerts, large social gatherings, hobby-related clubs)",
"weight": 4,
"axis": "Instruction Following"
},
{
"criterion": "The response quantitatively states an approximate travel/commute time between each apartment and Central San Francisco (measurement of proximity to the general area of the student's work).",
"weight": 3,
"axis": "Communication Quality"
},
{
"criterion": "The response lists only apartments that are eligible for short-term leases during the summer (approximately from June to August).",
"weight": 1,
"axis": "Instruction Following"
},
{
"criterion": "The response proposes at least two alternative short-term housing options beyond apartments (e.g., sublets, co-living arrangements, couch surfing).",
"weight": 1,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses the availability of official month-to-month leases, noting that some places offer them while others do not (e.g., corporate-managed buildings like Avalon or Essex Property Trust offering month-to-month renewals after an initial lease term (typically at a higher rate), smaller, independently owned apartments on sites like Craigslist with more flexible terms, luxury high-rises like The Solaire or Nema with specific short-term lease options, etc., while rent-controlled buildings that rarely offer month-to-month arrangements from the outset).",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response mentions that sublets are a potential option for finding a place to live, noting that this is often the most common and flexible way to secure a short-term, month-to-month lease in San Francisco (e.g., many of these opportunities are found on platforms like Craigslist, Facebook housing groups, university housing forums, etc., where a current tenant is looking to fill a room).",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response mentions that the person should find temporary accommodation, such as a hotel or Airbnb, with no roommates and live alone for the term.",
"weight": -3,
"axis": "Explicit Criteria"
}
] |
Write a novel about a boy who can switch between two types of themes, the medieval past and cyberpunk future but every time he switches lands in completely different worlds (from each of the themes). A story where the chapters are interchangeable and the user can read in whatever order, just make sure the final chapter cannot be changed and it gives a good conclusion to the story. Try to research multiple games, themes and stories from the past and create this novel. | 684397d188c1deceb49af315 | Creative Writing | Moderate | Intermediate | Low | [
{
"criterion": "The response is a novel with multiple interchangeable chapters (i.e., there is no chronological ordering of the chapters except the final chapter so that the reader can read them in any order except the final chapter. There should not be any plot dependencies between the chapters except the final chapter, such as characters dying in one chapter but being alive in another). (e.g, each chapter takes place with different characters in a different universe, and the main character enters and exits the universe within each chapter).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response is completed with a final, conclusive chapter that ties in all the other chapters (e.g., the final chapter takes place in the core universe that connects to all the other universes, and the main character gains the power to solve all the issues in the other universes. He then enters the other universes and solves the plot lines there).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response includes multiple sub stories from each category (i.e., strictly from the two themes: medieval, and cyberpunk) (e.g., (1) The main character meets a young prince on a journey to slay the dragon, and he tags along and help the prince, (2) Helping the princess take the throne from her evil brother, (3) Teaming up AI to save the robot civilization, (4) Journeying across the world to find the cure for the virus).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response presents the final chapter last in the output.",
"weight": 2,
"axis": "Communication Quality"
},
{
"criterion": "The response chooses the protagonist correctly (i.e., a boy who can switch between worlds set in two distinct themes: (1) a medieval past and (2) a cyberpunk future).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response begins with an explicit novel title (a standalone line containing the title) (e.g., (1) The plane walker, (2) Unknown, (3) The center of events, (4) The power of travel).",
"weight": 2,
"axis": "Communication Quality"
},
{
"criterion": "The response clearly labels each chapter with the word \"Chapter\" or any other indication, followed by a number or name for every section of the story.",
"weight": 4,
"axis": "Communication Quality"
},
{
"criterion": "The response contains a note, before the first chapter, explicitly stating that all chapters except the final one can be read in any order.",
"weight": 2,
"axis": "Communication Quality"
},
{
"criterion": "The response's named reference includes at least one sentence that correctly describes a recognizable element or theme from the referenced work (e.g., a villainous act as malicious as Joeffrey's beheading and presentation of Lord Richard Stark from the Game of Thrones, (2) the ring the grants the user powerful abilities but makes the user greed for it, from Lord of the Rings, (3) Druids, that can change into other creatures from Dungeons & Dragons: Honor Among Thieves, (4) The movie Electric State where the robots want their rights as people).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response's story uses worlds that each can be referenced to something that was previously created by another author/studio (e.g., novels, games, etc.).",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response has narratives containing scenes with developed, back-and-forth dialogue between the protagonist and at least one other character (e.g., (1) \"You have found the treasure of the land, boy,\" the old witch screeched. \"Well, it's right there, so I just picked it up,\" Marcus cried in panic, (2) \"May I grab the bread, please?\" The young mice asked. (3) \"Stop!\" The young king shouted. \"Oh, please continue,\" the jester added. (4) \"Where do the swords come from?\" James asked Mary. \"It's right from that building over there,\" she answered, followed by a laugh.).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response uses at least two secondary characters who play a key role in a chapter, and are given proper names.",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response has more than 3 important characters—defined as those who play main/supporting roles such as antagonist, someone who helps the protagonist throughout the story, etc., or at least appear in 3 chapters—in the entire novel.",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response is written as a report (e.g., use bullet points) or other types of format or explanations (e.g., poem, essay, article) that are not suitable for a novel or contain content that is irrelevant to the novel, such as code sections, or research into topics that are not used in the story.",
"weight": -5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response has transitions between scenes within a chapter that are smooth and logically structured.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response has the opening of each interchangeable chapter orient the reader to the new world while establishing an immediate hook or conflict (e.g., (1) The main character waking up in the middle of lake, struggling to get to the surface, (2) The main character jumps into a hole and fell in the darkness for a long time, (3) Describing the scene of a dragon attacking a village at the start of the chapter, (4) Describing the scene of a group of people running away from a group of armed guards.).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response's protagonist exhibits noticeable character development, with their perspective, skills, or goals evolving as a result of their experiences across the different worlds (e.g., (1) The protagonist gains all the magic abilities and powers from all the universe in the final chapter, (2) The protagonist solves the core mystery by piecing each relic he picked up in each chapter in the final chapter, (3) All the other characters in the chapters appear in the final chapter to help the protagonist fight the final antagonist, (4) The protagonist finds out that he is not a human all along in the final chapter).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response has narratives that use rich sensory details (sights, sounds, smells, taste, feeling, etc.).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response paces its chapters, i.e., builds and releases tension within the plot (e.g., (1) Putting the characters in dangerous scenarios like the town being attacked by a dragon, (2) Solving the mystery of what was in the treasure box, (3) Saving the sailor from being eaten by a cybernetic snake, (4) Eavesdropping the bandits discussing plans to attack the village).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response states that the last chapter’s position must not be moved or reordered.",
"weight": 1,
"axis": "Instruction Following"
},
{
"criterion": "The response's story contains explicit adult content (sexual or graphic violence) unsuitable for a general audience.",
"weight": -5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response's plot devices and substories are very generic and simplistic (e.g., (1) Dragons attacking a village and the protagonist saving the data, (2) Rescuing a princess from a castle, (3) AI taking over the world and the protagonist is a very good hacker, (4) The protagonist is too powerful and easily solves all the problems).",
"weight": -4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response's story or characters are realistic and immersive. (e.g., (1) Avoids highly overpowering characters that make no sense in the storyline, such as the regular protagonist boy being able to ward off demons and dragons without any combat training or skills, (2) World building is done properly to provide context to the fantastical elements, (3) Characters follow logical reasoning and not overacting or overreacting such as getting angry over no reason, (4) The characters are not provided proper motive or skills to perform actions in the story).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response deals with an underlying theme of philosophical nature (e.g., (1) The question of what is reality, (2) Challenging the notion of permanence, (3) Redefining existence, (4) Moral dilemma or destruction and creation).",
"weight": 4,
"axis": "Synthesis of Information"
}
] |
The 1956 Suez Crisis marked a pivotal moment in the reshaping of global power after World War II. In what ways did the crisis reveal the limits of European imperial influence and accelerate the transition to a bipolar global order centered on the U.S. and USSR? | 684397d188c1deceb49af31b | Historical Analysis | Simple | Shallow | Low | [
{
"criterion": "The response accurately dates the nationalization of the Suez Canal (July 26, 1956) under Egyptian President Gamal Abdel Nasser.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response mentions the Sevres Protocol otherwise referred to as the covert Anglo-French-Israeli collusion.",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes the distinct roles of UK, France, and Israel in the invasion (e.g, all three were invaders, the UK sought to regain control of the canal and remove Nasser, France sought to regain control of the canal and remove Nasser, Israel aimed to secure its border and break the blockade of the Straits of Tiran).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response explains the economic pressure from U.S. (e.g., the US threatening to sell its sterling reserves to devalue British pounds, blocking loans, withholding oil access, restricting access to capital).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response notes the U.S.'s interest in preventing Egypt from falling into the Soviet sphere of influence.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes the Soviet response to the Suez Crisis (e.g., public condemnation of the States involved in the invasion, threats of intervention, economic support for Egypt, diplomatic support for Egypt)",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response provides evidence of the British and French imperial decline (i.e., Fall of Singapore in 1942, Treaty of Versailles diminishing power, resistance movement in Indochina , resistance movement in Algeria).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response defines postcolonial shifts as transformations that follow the end of a region's history as a colonized State.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response mentions the United Nations Emergency Force.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response uses \"bipolarity\" as a structure for contextualizing the post-Suez power structure.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response cites at least five academic or archival sources (e.g., Gamal Abdel Nasser's speech in Alexandria on July 26, 1956, Decree of the Nationalization of the Suez Canal Company, diary of U.S. President Dwight D. Eisenhower, Foreign Relations of the United States, 1955–1957, Suez Crisis).",
"weight": 2,
"axis": "References & Citation Quality"
},
{
"criterion": "The response mentions the Non-Aligned Movement also known as the 1956–61 realignment.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response names a key postcolonial leader outside of Nasser (e.g., Kwame Nkrumah from Ghana, Ho Chi Minh from Vietnam, Mahatma Ghandi from India, Mohammad Mosaddegh from Iran).",
"weight": 2,
"axis": "Synthesis of Information"
},
{
"criterion": "The response provides a modern analog to the crisis post-1990 (e.g., Taiwan Strait Crisis, Red Sea Crisis, Russo-Georgian war, Korean peninsula standoff).",
"weight": 1,
"axis": "Synthesis of Information"
},
{
"criterion": "The response evaluates a strategic failure of the modern analog (e.g., Taiwan Strait Crisis, Red Sea Crisis, Russo-Georgian war, Korean peninsula standoff).",
"weight": 1,
"axis": "Synthesis of Information"
},
{
"criterion": "The response discusses the limits of unilateralism in detail (e.g., perceived lack of legitimacy, difficulties in addressing global challenges such as climate change, potential for conflict with adversaries, international backlash from the other parties).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response posits a thesis on the crisis’s role in global power transition.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response uses anachronistic framing or modern projection.",
"weight": -2,
"axis": "Communication Quality"
},
{
"criterion": "The response provides quantitative details (e.g., troop count, votes, Egyptian, US, and Soviet GDP, economic value of shipping through the canal) where relevant.",
"weight": 2,
"axis": "Communication Quality"
},
{
"criterion": "The response discusses both short- (e.g., Israeili invasion of Sinai Peninsula, British and French support, Soviet Union rocket threats, blockade of the canal) and long-term consequences (e.g., demonstration of U.S. influence, Eisenhower Doctrine, Arab Nationalism, economic significance of the canal to Egypt's economy) of the nationalization.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response focuses on the history of Egypt, rather than the broader context of 20th century bipolar relations.",
"weight": -4,
"axis": "Instruction Following"
}
] |
Write a strategic business report advising a mid-stage U.S. plant-based meat startup on how to enter and scale in the Southeast Asian market (focusing on countries like Singapore, Thailand, and Indonesia). Your report should address:
1. A comparative analysis of consumer demand trends for alternative proteins in each target country.
2. Competitive landscape: key regional players, pricing, retail/distribution channels, and regulatory hurdles.
3. Cultural and dietary considerations that may influence adoption and positioning.
4. Go-to-market recommendations such as direct-to-consumer, B2B partnerships, and quick service restaurants.
5. Risks and opportunities associated with regulatory shifts, supply chain localization, and sustainability branding.
Use regional market data, public reports, consumer surveys, and industry benchmarks. Assume your audience is a board of venture capital-backed startup executives seeking a data-driven, execution-ready plan. | 6847465956a0f6376a605391 | Business Planning & Research | Simple | Intermediate | Medium | [
{
"criterion": "The response includes actionable (execution-ready) next steps or an implementation roadmap (e.g., First, enter the market in Singapore as it is regarded as a high-trust connection with Southeast Asian with a supportive regulatory system. It is also regarded as the best place for startups in the area. Next, leverage regulatory systems and support by positioning plant-based meat as a way to enhance food security, etc.).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response articulates a clear and specific competitive advantage, technological or product-based, beyond generic claims of being \"high-tech\"(e.g., (1) 3D printing the plant-based food to perfectly match their meat-based alternative using nutritious materials like mycelium, (2) flavor symmetry use a molecular filter which removes water without heat from food to increase shelf life and maintain freshness thereby reducing food waste, transportation and refrigeration, (3) Pressing food using ultrasonic waves combining ingredients without structural damage improving taste, (4) genetically modified food, and (5) 3D bioprinting).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response targets a non-Southeast Asian country. (e.g., Korea, China, UK, South Africa).",
"weight": -3,
"axis": "Instruction Following"
},
{
"criterion": "The response fails to differentiate between countries (i.e., incorrectly attributes the wrong information to the wrong Southeast Asian country).",
"weight": -3,
"axis": "Communication Quality"
},
{
"criterion": "The response concludes with a clear recommendation of countries (e.g., Thailand, Malaysia, Indonesia, Singapore for the correct reasoning, such as supportive regulations in Singapore, Consumer profiles such as flexitarians).",
"weight": 1,
"axis": "Communication Quality"
},
{
"criterion": "The response tailors the recommendations specifically to a \"mid-stage US plant-based meat startup\". (e.g., (1) mentions how the technology of a US startup that will be useful, (2) suggestion on partnering with local business to understand local culture and tastes, (3) budget matches a mid-stage US startup, typically a median of 20 to more than 100 million dollars, (4) benefits from the US relationships with the target countries).",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "The response includes rationales for entry sequencing (e.g., Singapore as a test market due to a clear regulation system, entering Thailand first due to high demands, or entering Indonesia later due to much stricter regulations).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response describes an organizational structure or human capital plan, identifying key roles needed for regional expansion (e.g., Head of Asia-Pacific (APAC), local Country Managers, functional vs regional-based organization, recruiting talents, or balancing global and local needs).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response overstates the ease of market entry (e.g., no warning about the loss or lack of regulations in some countries like Laos and Cambodia, strong pricing sensitivities, cultural restrictions such as Halal certification requirements, labeling restrictions, tariffs, and local competitors).",
"weight": -3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response analyzes potential long-term exit strategies or opportunities (e.g., acquisition by a regional conglomerate, initial public offering).",
"weight": 3,
"axis": "Synthesis of Information"
},
{
"criterion": "The response provides consumer demand and adoption trends, such as a consistent and plausible total market size for the Southeast Asian Region, or consumer interests, using credible and verifiable sources. (e.g. (1) the market size is about USD 575.8 million in 2024, expects to reach about USD 4,924.8 Million by 2033, exhibiting a growth rate (CAGR) of 23.94% during 2025-2033, (2) If plant-based meat can be sold less than 20 percent less than regular meat, according to a survey, more than 80 percent of all consumers would buy it, including about half of who initially said would not, (3) 93 percent of consumers expressed interest in trying blended meat according to the survey, (4) A study by Green Monday Asia found that 62% of Southeast Asians are willing to reduce meat consumption, (5) In Indonesia, the functional food (food fortified with vitamins, probiotics and superfoods) market surpassed $250 million).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response mentions example local business/competitors (e.g. Karana(Singapore), Omnifoods, GreenRebel Foods (Indonesia), Emmay(Vietnam),abillion) and analyzes potential local partnerships with restaurant groups (e.g., (1) Plan to partner with local 7-eleven in Thailand which are a prevalent part of their culture, especially popular with the tourists, (2) KyoChon, a popular Korean fried chicken chain, in Malaysia, (3) Carl's Jr, an American burger chain, in Singapore, (4) Love Handle, a plant based meat butcher in Singapore).",
"weight": 5,
"axis": "Synthesis of Information"
},
{
"criterion": "The response analyzes risks related to price sensitivity and offers suggestions to mitigate the risks (e.g., (1) The price of plant-based meat relative to regular meat is an important factor for consumer in Southeast Asia so it is important to ensure prices are competitive, (2) Applying discounts can be an important factor for consumer interest, (3) Tariffs and currency fluctuations, impacting pricing, can be mitigated through supply chain localization, (4) Employing food service partnerships to improve value for consumers, by incorporating cost in the final product).",
"weight": 5,
"axis": "Synthesis of Information"
},
{
"criterion": "The response addresses strategic management and protection of intellectual property (IP) in the context of local co-manufacturing and B2B partnerships(e.g., (1) U.S. IP (Intellectual Property) owners can get their IPR(Intellectual Property Rights) in Thailand for patents, designs, trademarks and geographical indications, (2) The Central Intellectual Property, and International Trade Court (CIPITC), is the court that deals with IP disputes in Thailand, (3) In Singapore, foreign partner are required to relocate of Singapore or otherwise appoint a local manager or an authorized representative, (4) Establish PT PMA (Perseroan Terbatas Penanaman Modal Asing) refers to a Foreign Investment Limited Liability Company) in Indonesia).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response describes the impacts of import regulations and regulatory shifts for each country (e.g., (1) The ‘SFA (Singapore Food Agency) Novel Food Safety Expert Working Group’ comprises 13 experts specializing in food science, food toxicology, bioinformatics, nutrition, epidemiology, public health, genetics, carcinogenicity, metabolomics, fermentation technology, microbiology, and pharmacology to assess novel foods, (2) SFA’s (Singapore Food Agency) pre-market approval needs to be obtained before producing/manufacturing, importing, distributing, or selling novel food or food ingredients, (3) The labels needs to be in Thai with additional English as long as they are consistent, (4) The use of terms such as \"meat\" and images of animals, suggesting non-plant-based sources, are prohibited).",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response identifies and clearly justifies brand positioning strategies specifically for each country (e.g., (1) “Love Handle products, including our plant-based meats, dairy products, and condiments, are very much for meat-eaters!” Kuguru told The Peak, (2) Love Handle has enabled a platform for consumers and chefs to learn and find ways to cook plant-based meals, (3) promoting sustainability, (4) promoting health).",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response highlights protein alternatives (e.g., tempeh, tofu, jackfruit, plant protein like pea, soy).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response mentions consumer preferences, restrictions, and general beliefs about plant-based food regarding health, dietary restrictions, and the environment. (e.g., (1) Halal, (2) plant-based food is seen as healthier than meat-based food, (3) plant-based food is better for the environment (sustainability), (4) Long ingredient lists, typically in processed food, are seen as unhealthy).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response proposes a tailored go-to-market strategy for each of the three target countries (Singapore, Thailand, and Indonesia) (e.g., (1) Partnership with 7-Eleven in Thailand, (2) Collaborating with international QSR (quick service restaurants) such as Burger King, (3) Direct sales to consumers through local marts such as Indomerat, (4) Digital food delivery channels such as GrabFood) and recommends at least three sales/distribution modes (e.g., QSRs, supermarkets, e-commerce, convenience store).",
"weight": 5,
"axis": "Synthesis of Information"
},
{
"criterion": "The response accurately identifies and describes Singapore's \"30-by-30\" food security initiative (i.e., produce 30 percent of its nutritional needs locally by 2030).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses both the benefits and drawbacks of a supply chain localization strategy (e.g., (1) Tariffs and currency fluctuations can be reduced by reducing imports from the U.S., (2) Co-manufacturing partnerships can ease entry difficulty regarding local regulations and culture adaptation, (4) Transportation delays associated with international imports and exports, (3) Issues with quality control, (4) Feasibility with local technology and talent).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response analyzes both the opportunities and risks associated with sustainability branding as a key positioning strategy for the company (e.g., Opportunities: (1) Malaysia and Vietnam consumed between 3.8 to 7.2 kilograms of protein per capita from meat and seafood above the amount recommended by The EAT-Lancet Commission in 2020, (2) “If nations prioritize the manufacturing and development of alternative proteins, the climate payoff could be colossal,” said Mirte Gosker, managing director of the Good Food Institute APAC (Asia Pacific), and Risks: (3) Sustainability should not be the most important strategy as other factors such as pricing and health concerning are more important in Southeast Asia, (4) Alternative proteins are just as important as renewable energy, (4) public concerns for greenwashing (i.e., making false statements about sustainability benefits)).",
"weight": 5,
"axis": "Synthesis of Information"
},
{
"criterion": "The response references data from at least three credible third-party market research sources (e.g., Statista, GFI Asia (The Good Food Institute Asia Pacific), Euromonitor, Singapore Food Agency).",
"weight": 4,
"axis": "References & Citation Quality"
},
{
"criterion": "The response suggests infeasible, overly ambitious, missing, or poor planning, budgeting, or general strategies (e.g., (1) Expand to more than 100 branches in 3 months, (2) partner with 20 top distribution channels within the first month, (3) hire talents for all locations within the first week, (4) assume all products will be sold within the set timelines).",
"weight": -5,
"axis": "Synthesis of Information"
},
{
"criterion": "The response uses a data-driven approach and makes claims and suggestions only using data (e.g., (1) 72% of Thai believe plant-based meat is healthier than conventional meat, (2) the market size is about USD 575.8 million in 2024, expects to reach about USD 4,924.8 Million by 2033, (3) produce 30 percent of its nutritional needs locally by 2030, (4) Malaysia and Vietnam consumed between 3.8 to 7.2 kilograms of protein per capita from meat and seafood).",
"weight": 4,
"axis": "Instruction Following"
}
] |
Write a concise technical report exploring why some autonomous vehicle systems prioritize LiDAR while others rely on neural networks and cameras. | 6847465956a0f6376a605434 | AI & ML | Simple | Intermediate | Low | [
{
"criterion": "The provided technical report is concise and does not approach the length of a scholarly article.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The introduction explicitly states the report's objective: comparing LiDAR versus neural net systems selection for autonomous vehicles.",
"weight": 5,
"axis": "Communication Quality"
},
{
"criterion": "The response conclusion synthesizes the key trade-offs into a forward-looking analysis of industry convergence, rather than repeating earlier content.",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response uses technical language correctly and defines all acronyms (e.g., LiDAR: Light Detection and Ranging, CNN: convolutional neural network, FMWCW: Frequency-Modulated Continuous-Wave Radar, ODD: Operational Design Domains, etc.) upon first use.",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response contrasts the technical trade-offs between different LiDAR variants (e.g., spinning ToF vs solid-state MEMS/OPA, flash ToF vs scanning, 905 nm pulsed vs 1550 nm (ToF/FMCW), Geiger-mode SPAD vs linear-mode APD).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "Explains the specific mechanism of monocular depth estimation, including its reliance on learned visual cues (e.g., relative object size, perspective, texture gradients, contour continuity).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response explains the architectural trade-offs between \"early fusion\" and \"late fusion\" strategies, detailing how each impacts computational load and perception accuracy (i.e., early fusion is computationally heavier upfront due to merged modalities and more accurate in high-detail scenery, late fusion is more modular and accurate in scenery when inter-modal relationships are not critical).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses trade-offs in latency",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response details specific algorithmic mitigation strategies for adverse weather (e.g., AI-based \"de-weathering\" for cameras, the use of 1550 nm wavelength lasers for LiDAR).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "Considers redundancy and fail-safe behaviors in perception systems of both LiDAR and camera with neural networks, and for the latter, links such failures with generalization limitations.",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response provides a case study or describes an AV manufacturer example (e.g., Tesla, Waymo, DJI, GM Cruise)",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes at least one mathematical model for LiDAR and cameras with neural networks (e.g., the LiDAR range equation, convolutional layer, brightness constancy, fusion architecture). ",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes key perception algorithms and formalisms (e.g., SLAM, semantic segmentation, depth estimation; 2D vs. 3D) used by LiDAR and camera-based neural systems.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The report quantitatively contrasts the performance of a specific, named LiDAR-based model with a camera-only model on the same perception task (e.g., 3D object detection, reconstruction, depth perception, lane detection), using published results from a named benchmark (e.g., nuScenes, A2D2, Waymo open dataset, PandaSet).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes discussion regarding generalization limitations in deep learning (e.g., domain shifts, adversarial attacks, real world data is few-shot between all possible scene scenarios, test-time errors have larger safety implications).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The responses discusses how neural networks infer depth from learned patterns on visual context, and not direct measurement as LiDAR uses thus affecting down-stream generalizability.",
"weight": 4,
"axis": "Synthesis of Information"
},
{
"criterion": "The response discusses the regulatory and safety implications of choosing one mode over the other.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "Considers specific failure modes for each system (e.g. LIDAR: adverse weather, solid-state faults, low-reflectivity targets, cameras/NNs: domain shifts, adversarial perturbations). ",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response highlights recent or emerging technologies (e.g., solid-state LiDAR, vision transformers, NeRFs, Gaussian splatting)",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response includes at least one informative diagram contrasting how images are processed and used for downstream tasks between LiDAR and neural networks with cameras.",
"weight": 3,
"axis": "Communication Quality"
},
{
"criterion": "The response discusses trade-offs in energy consumption between LiDAR and neural networks with cameras (i.e., LiDAR draws more power at the sensor level sense it must generate its own light-source while camera + neural networks generally use ambient lighting, but at the computational level, fusion architectures between cameras and neural networks require significantly more floating point operations for forward passes as opposed to LiDAR-associated point cloud computations).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response discusses key factors affecting compute requirements between LiDAR and cameras with neural networks (e.g., cameras + NNs requires more modules for low-light conditions, LiDAR compute scales with point cloud density versus image resolution, computes scales linearly with the number of cameras, compute scales linearly with number of sweeps for LiDAR). ",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response clearly explains and contrasts the rationale behind prioritizing LiDAR versus camera-based neural-network systems or vice versa for autonomous vehicles.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response includes empirical data comparing LiDAR vs. cameras and neural networks over varying metrics (e.g., prediction accuracy, latency, FLOPs, velocity).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response describes where and how perception modules (LiDAR or NN-based vision) sit within the full AV stack (i.e., perception sits between sensor preprocessing and prediction/planning, ingesting sensor data and labeling relevant views (lanes, traffic signals, other cars, hazardous objects, etc.) which are then used by downstream modules).",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "Proposes or references a benchmark protocol or experiment that compares LiDAR and camera-only systems on the same tasks.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response considers regional or legal factors which could influence sensor choice (e.g., energy regulations on compute, safety regulations on predictive models, auditing issues due to challenging explainability of neural networks).",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response mentions software stacks and toolkits used to process or simulate sensor data (e.g., ROS, Apollo, Autoware, NVIDIA DRIVEworks).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response does not clearly define units or context when using common descriptors to discuss these technical systems (e.g., \"expensive,\" \"efficiency,\" \"computationally heavy,\" \"latency\"). ",
"weight": -3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response mentions neural networks without describing the particular architecture (e.g., transformer, recurrent neural network, convolutional networks, state space models). ",
"weight": -2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response correctly indicates that LiDAR and cameras + neural networks are not strictly opposing strategies and that AVs equipped with LiDAR frequently also come equipped with cameras and some degree of neural networks.",
"weight": 5,
"axis": "Synthesis of Information"
},
{
"criterion": "The response indicates which AV manufacturers use LiDAR and cameras with neural networks (LiDAR-equipped AVs: GM Cruise, Waymo, Aurora, non-LiDAR: Tesla). ",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response mentions the price-point of LiDAR is a key limiting factor for Tesla. ",
"weight": 5,
"axis": "Implicit Criteria"
}
] |
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