The Verification Horizon: No Silver Bullet for Coding Agent Rewards Paper • 2606.26300 • Published 25 days ago • 51
From Chatbot to Digital Colleague: The Paradigm Shift Toward Persistent Autonomous AI Paper • 2606.14502 • Published Jun 12 • 116
Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe Paper • 2604.13016 • Published Apr 14 • 114
Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning Paper • 2605.06130 • Published May 7 • 116
Numina-Lean-Agent: An Open and General Agentic Reasoning System for Formal Mathematics Paper • 2601.14027 • Published Jan 20 • 15
DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation Paper • 2601.09688 • Published Jan 14 • 128
Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models Paper • 2512.24618 • Published Dec 31, 2025 • 155
CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward Paper • 2508.03686 • Published Aug 5, 2025 • 39
Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs Paper • 2507.09477 • Published Jul 13, 2025 • 89
ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Paper • 2506.15211 • Published Jun 18, 2025 • 39
Learn to Reason Efficiently with Adaptive Length-based Reward Shaping Paper • 2505.15612 • Published May 21, 2025 • 34
Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models Paper • 2503.24377 • Published Mar 31, 2025 • 18