Let LLMs Break Free from Overthinking via Self-Braking Tuning Paper • 2505.14604 • Published May 20 • 23
AGENTIF: Benchmarking Instruction Following of Large Language Models in Agentic Scenarios Paper • 2505.16944 • Published May 22 • 8
Training Step-Level Reasoning Verifiers with Formal Verification Tools Paper • 2505.15960 • Published May 21 • 7
The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning Paper • 2505.15134 • Published May 21 • 6
General-Reasoner: Advancing LLM Reasoning Across All Domains Paper • 2505.14652 • Published May 20 • 22
Fine-tuning Quantized Neural Networks with Zeroth-order Optimization Paper • 2505.13430 • Published May 19 • 10
Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training Paper • 2505.14681 • Published May 20 • 9
TabSTAR: A Foundation Tabular Model With Semantically Target-Aware Representations Paper • 2505.18125 • Published May 23 • 111
QwenLong-CPRS: Towards infty-LLMs with Dynamic Context Optimization Paper • 2505.18092 • Published May 23 • 43
NOVER: Incentive Training for Language Models via Verifier-Free Reinforcement Learning Paper • 2505.16022 • Published May 21 • 3
Interleaved Reasoning for Large Language Models via Reinforcement Learning Paper • 2505.19640 • Published May 26 • 13
Rethinking the Sampling Criteria in Reinforcement Learning for LLM Reasoning: A Competence-Difficulty Alignment Perspective Paper • 2505.17652 • Published May 23 • 6
Universal Reasoner: A Single, Composable Plug-and-Play Reasoner for Frozen LLMs Paper • 2505.19075 • Published May 25 • 21
Reinforcing Multi-Turn Reasoning in LLM Agents via Turn-Level Credit Assignment Paper • 2505.11821 • Published May 17 • 13
Text2Grad: Reinforcement Learning from Natural Language Feedback Paper • 2505.22338 • Published May 28 • 7
The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models Paper • 2505.22617 • Published May 28 • 122
Unleashing the Reasoning Potential of Pre-trained LLMs by Critique Fine-Tuning on One Problem Paper • 2506.03295 • Published 25 days ago • 17
ExpertLongBench: Benchmarking Language Models on Expert-Level Long-Form Generation Tasks with Structured Checklists Paper • 2506.01241 • Published 27 days ago • 9
Prefix Grouper: Efficient GRPO Training through Shared-Prefix Forward Paper • 2506.05433 • Published 24 days ago • 4
RuleReasoner: Reinforced Rule-based Reasoning via Domain-aware Dynamic Sampling Paper • 2506.08672 • Published 19 days ago • 31
Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Paper • 2505.24726 • Published 29 days ago • 223
ShorterBetter: Guiding Reasoning Models to Find Optimal Inference Length for Efficient Reasoning Paper • 2504.21370 • Published Apr 30 • 1