RLVER: Reinforcement Learning with Verifiable Emotion Rewards for Empathetic Agents Paper • 2507.03112 • Published Jul 3, 2025 • 32
ChARM: Character-based Act-adaptive Reward Modeling for Advanced Role-Playing Language Agents Paper • 2505.23923 • Published May 29, 2025 • 8
Don't Overthink it. Preferring Shorter Thinking Chains for Improved LLM Reasoning Paper • 2505.17813 • Published May 23, 2025 • 58
AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning Paper • 2505.11896 • Published May 17, 2025 • 58
WebThinker: Empowering Large Reasoning Models with Deep Research Capability Paper • 2504.21776 • Published Apr 30, 2025 • 59
Scaling Reasoning, Losing Control: Evaluating Instruction Following in Large Reasoning Models Paper • 2505.14810 • Published May 20, 2025 • 62
ZeroSearch: Incentivize the Search Capability of LLMs without Searching Paper • 2505.04588 • Published May 7, 2025 • 65
SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and Beyond Paper • 2505.19641 • Published May 26, 2025 • 68
MiMo: Unlocking the Reasoning Potential of Language Model -- From Pretraining to Posttraining Paper • 2505.07608 • Published May 12, 2025 • 82
AdaptThink: Reasoning Models Can Learn When to Think Paper • 2505.13417 • Published May 19, 2025 • 83
Distilling LLM Agent into Small Models with Retrieval and Code Tools Paper • 2505.17612 • Published May 23, 2025 • 81
MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs Paper • 2505.21327 • Published May 27, 2025 • 83
SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents Paper • 2505.20411 • Published May 26, 2025 • 92
Web-Shepherd: Advancing PRMs for Reinforcing Web Agents Paper • 2505.15277 • Published May 21, 2025 • 104
The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models Paper • 2505.22617 • Published May 28, 2025 • 131
Absolute Zero: Reinforced Self-play Reasoning with Zero Data Paper • 2505.03335 • Published May 6, 2025 • 188