Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It Paper • 2606.26027 • Published 14 days ago • 18
HarnessBridge: Learnable Bidirectional Controller for LLM Agent Harness Paper • 2606.12882 • Published 27 days ago • 13
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application Paper • 2606.12191 • Published 28 days ago • 70
DenoiseRL: Bootstrapping Reasoning Models to Recover from Noisy Prefixes Paper • 2605.28421 • Published May 27 • 48
Joint Training of Multi-Token Prediction in Reinforcement Learning via Optimal Coefficient Calibration Paper • 2605.28184 • Published May 27 • 6
DV-World: Benchmarking Data Visualization Agents in Real-World Scenarios Paper • 2604.25914 • Published Apr 28 • 42
MMR-Life: Piecing Together Real-life Scenes for Multimodal Multi-image Reasoning Paper • 2603.02024 • Published Mar 2 • 47
Dancing in Chains: Strategic Persuasion in Academic Rebuttal via Theory of Mind Paper • 2601.15715 • Published Jan 22 • 14
Bottom-up Policy Optimization: Your Language Model Policy Secretly Contains Internal Policies Paper • 2512.19673 • Published Dec 22, 2025 • 66
DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle Paper • 2512.04324 • Published Dec 3, 2025 • 160
Omni-Reward: Towards Generalist Omni-Modal Reward Modeling with Free-Form Preferences Paper • 2510.23451 • Published Oct 27, 2025 • 28
Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis Paper • 2506.04142 • Published Jun 4, 2025 • 28
MMR-V: What's Left Unsaid? A Benchmark for Multimodal Deep Reasoning in Videos Paper • 2506.04141 • Published Jun 4, 2025 • 31
RAG-RewardBench: Benchmarking Reward Models in Retrieval Augmented Generation for Preference Alignment Paper • 2412.13746 • Published Dec 18, 2024 • 9