Reasoning with Sampling: Your Base Model is Smarter Than You Think Paper • 2510.14901 • Published Oct 16, 2025 • 47
ACADREASON: Exploring the Limits of Reasoning Models with Academic Research Problems Paper • 2510.11652 • Published Oct 13, 2025 • 29
COIG-Writer: A High-Quality Dataset for Chinese Creative Writing with Thought Processes Paper • 2510.14763 • Published Oct 16, 2025 • 13
EditReward: A Human-Aligned Reward Model for Instruction-Guided Image Editing Paper • 2509.26346 • Published Sep 30, 2025 • 18
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search Paper • 2509.25454 • Published Sep 29, 2025 • 141
Inverse IFEval: Can LLMs Unlearn Stubborn Training Conventions to Follow Real Instructions? Paper • 2509.04292 • Published Sep 4, 2025 • 57
Reverse-Engineered Reasoning for Open-Ended Generation Paper • 2509.06160 • Published Sep 7, 2025 • 150
O-DisCo-Edit: Object Distortion Control for Unified Realistic Video Editing Paper • 2509.01596 • Published Sep 1, 2025 • 4
VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use Paper • 2509.01055 • Published Sep 1, 2025 • 76
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Paper • 2509.02544 • Published Sep 2, 2025 • 124
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Paper • 2509.02479 • Published Sep 2, 2025 • 83
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Paper • 2509.02547 • Published Sep 2, 2025 • 228
A.S.E: A Repository-Level Benchmark for Evaluating Security in AI-Generated Code Paper • 2508.18106 • Published Aug 25, 2025 • 347
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL Paper • 2508.13167 • Published Aug 6, 2025 • 129
GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models Paper • 2508.06471 • Published Aug 8, 2025 • 195
Efficient Agents: Building Effective Agents While Reducing Cost Paper • 2508.02694 • Published Jul 24, 2025 • 86
CriticLean: Critic-Guided Reinforcement Learning for Mathematical Formalization Paper • 2507.06181 • Published Jul 8, 2025 • 44