ToolScope: An Agentic Framework for Vision-Guided and Long-Horizon Tool Use Paper • 2510.27363 • Published Oct 31, 2025 • 23
SmartSearch: Process Reward-Guided Query Refinement for Search Agents Paper • 2601.04888 • Published Jan 8 • 10
ET-Agent: Incentivizing Effective Tool-Integrated Reasoning Agent via Behavior Calibration Paper • 2601.06860 • Published Jan 11 • 16
EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis Paper • 2601.05808 • Published Jan 9 • 36
DeepAgent: A General Reasoning Agent with Scalable Toolsets Paper • 2510.21618 • Published Oct 24, 2025 • 101
Towards Mixed-Modal Retrieval for Universal Retrieval-Augmented Generation Paper • 2510.17354 • Published Oct 20, 2025 • 35
Toward Effective Tool-Integrated Reasoning via Self-Evolved Preference Learning Paper • 2509.23285 • Published Sep 27, 2025 • 14
We-Math 2.0: A Versatile MathBook System for Incentivizing Visual Mathematical Reasoning Paper • 2508.10433 • Published Aug 14, 2025 • 144
Klear-Reasoner: Advancing Reasoning Capability via Gradient-Preserving Clipping Policy Optimization Paper • 2508.07629 • Published Aug 11, 2025 • 43
Hierarchical Document Refinement for Long-context Retrieval-augmented Generation Paper • 2505.10413 • Published May 15, 2025
Leveraging LLM-Assisted Query Understanding for Live Retrieval-Augmented Generation Paper • 2506.21384 • Published Jun 26, 2025 • 1
Decoupled Planning and Execution: A Hierarchical Reasoning Framework for Deep Search Paper • 2507.02652 • Published Jul 3, 2025 • 26
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Paper • 2505.16410 • Published May 22, 2025 • 58
WebThinker: Empowering Large Reasoning Models with Deep Research Capability Paper • 2504.21776 • Published Apr 30, 2025 • 59
Search-o1: Agentic Search-Enhanced Large Reasoning Models Paper • 2501.05366 • Published Jan 9, 2025 • 102
Progressive Multimodal Reasoning via Active Retrieval Paper • 2412.14835 • Published Dec 19, 2024 • 73