MR$^2$-Bench: Going Beyond Matching to Reasoning in Multimodal Retrieval Paper • 2509.26378 • Published Sep 30, 2025
Laser: Governing Long-Horizon Agentic Search via Structured Protocol and Context Register Paper • 2512.20458 • Published Dec 23, 2025
e5-omni: Explicit Cross-modal Alignment for Omni-modal Embeddings Paper • 2601.03666 • Published Jan 7 • 4
EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis Paper • 2601.05808 • Published Jan 9 • 36
Memory Matters More: Event-Centric Memory as a Logic Map for Agent Searching and Reasoning Paper • 2601.04726 • Published Jan 8 • 7
ET-Agent: Incentivizing Effective Tool-Integrated Reasoning Agent via Behavior Calibration Paper • 2601.06860 • Published Jan 11 • 16
ProRAG: Process-Supervised Reinforcement Learning for Retrieval-Augmented Generation Paper • 2601.21912 • Published 14 days ago • 1
GISA: A Benchmark for General Information-Seeking Assistant Paper • 2602.08543 • Published 3 days ago • 22
GISA: A Benchmark for General Information-Seeking Assistant Paper • 2602.08543 • Published 3 days ago • 22
SmartSearch: Process Reward-Guided Query Refinement for Search Agents Paper • 2601.04888 • Published Jan 8 • 10
mmE5 Collection mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data • 5 items • Updated Feb 13, 2025 • 1
FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research Paper • 2405.13576 • Published May 22, 2024 • 2
Little Giants: Synthesizing High-Quality Embedding Data at Scale Paper • 2410.18634 • Published Oct 24, 2024
CORAL: Benchmarking Multi-turn Conversational Retrieval-Augmentation Generation Paper • 2410.23090 • Published Oct 30, 2024 • 55
HtmlRAG: HTML is Better Than Plain Text for Modeling Retrieved Knowledge in RAG Systems Paper • 2411.02959 • Published Nov 5, 2024 • 71
RichRAG: Crafting Rich Responses for Multi-faceted Queries in Retrieval-Augmented Generation Paper • 2406.12566 • Published Jun 18, 2024
Sliding Windows Are Not the End: Exploring Full Ranking with Long-Context Large Language Models Paper • 2412.14574 • Published Dec 19, 2024 • 2