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upvoted 2 papers about 2 hours ago

LSRIF: Logic-Structured Reinforcement Learning for Instruction Following

Paper • 2601.06431 • Published 14 days ago • 12

Beyond Static Tools: Test-Time Tool Evolution for Scientific Reasoning

Paper • 2601.07641 • Published 12 days ago • 45

upvoted a paper about 9 hours ago

Entropy Sentinel: Continuous LLM Accuracy Monitoring from Decoding Entropy Traces in STEM

Paper • 2601.09001 • Published 10 days ago • 17

upvoted 4 papers about 10 hours ago

When Personalization Misleads: Understanding and Mitigating Hallucinations in Personalized LLMs

Paper • 2601.11000 • Published 8 days ago • 26

Multiplex Thinking: Reasoning via Token-wise Branch-and-Merge

Paper • 2601.08808 • Published 10 days ago • 36

Stable-DiffCoder: Pushing the Frontier of Code Diffusion Large Language Model

Paper • 2601.15892 • Published 1 day ago • 41

RubricHub: A Comprehensive and Highly Discriminative Rubric Dataset via Automated Coarse-to-Fine Generation

Paper • 2601.08430 • Published 11 days ago • 54

upvoted 2 papers 1 day ago

Distribution-Aligned Sequence Distillation for Superior Long-CoT Reasoning

Paper • 2601.09088 • Published 10 days ago • 57

Where Did This Sentence Come From? Tracing Provenance in LLM Reasoning Distillation

Paper • 2512.20908 • Published Dec 24, 2025 • 25

upvoted a paper 3 days ago

ProFit: Leveraging High-Value Signals in SFT via Probability-Guided Token Selection

Paper • 2601.09195 • Published 10 days ago • 15

upvoted 3 papers 16 days ago

Enhancing Linguistic Competence of Language Models through Pre-training with Language Learning Tasks

Paper • 2601.03448 • Published 17 days ago • 12

Falcon-H1R: Pushing the Reasoning Frontiers with a Hybrid Model for Efficient Test-Time Scaling

Paper • 2601.02346 • Published 18 days ago • 26

Can LLMs Predict Their Own Failures? Self-Awareness via Internal Circuits

Paper • 2512.20578 • Published Dec 23, 2025 • 82

upvoted 3 papers 20 days ago

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 53

TimeBill: Time-Budgeted Inference for Large Language Models

Paper • 2512.21859 • Published 29 days ago • 25

Evaluating Parameter Efficient Methods for RLVR

Paper • 2512.23165 • Published 26 days ago • 26

upvoted a paper about 1 month ago

Better & Faster Large Language Models via Multi-token Prediction

Paper • 2404.19737 • Published Apr 30, 2024 • 81

upvoted a collection about 1 month ago

ETHICALLY-DECENT & LEGALLY-ADJACENT

Collection

Depending on your definitions, these models may not be strictly "ethical" or "legal", yet they are 100% more ethical and legal than GPT or Claude. • 13 items • Updated Dec 19, 2025 • 1

upvoted a paper about 1 month ago

Frankentext: Stitching random text fragments into long-form narratives

Paper • 2505.18128 • Published May 23, 2025 • 4

upvoted a collection about 1 month ago

HUMAN-WRITTEN & LEGALLY-SOURCED

Collection

Datasets written by humans and/or reverse-engineered from text with deterministic algorithms. No illegal scraping or unethical synthesis. • 100 items • Updated 29 days ago • 1