DeepAgent: A General Reasoning Agent with Scalable Toolsets Paper • 2510.21618 • Published Oct 24, 2025 • 103
Search-o1: Agentic Search-Enhanced Large Reasoning Models Paper • 2501.05366 • Published Jan 9, 2025 • 104
MemSifter: Offloading LLM Memory Retrieval via Outcome-Driven Proxy Reasoning Paper • 2603.03379 • Published Mar 3 • 32
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 • 37
Memory Matters More: Event-Centric Memory as a Logic Map for Agent Searching and Reasoning Paper • 2601.04726 • Published Jan 8 • 9
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 Jan 29 • 1
GISA: A Benchmark for General Information-Seeking Assistant Paper • 2602.08543 • Published Feb 9 • 26
GISA: A Benchmark for General Information-Seeking Assistant Paper • 2602.08543 • Published Feb 9 • 26
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