Bottom-up Policy Optimization: Your Language Model Policy Secretly Contains Internal Policies Paper • 2512.19673 • Published 10 days ago • 60
Stabilizing Reinforcement Learning with LLMs: Formulation and Practices Paper • 2512.01374 • Published Dec 1, 2025 • 93
On the Interplay of Pre-Training, Mid-Training, and RL on Reasoning Language Models Paper • 2512.07783 • Published 24 days ago • 36
DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle Paper • 2512.04324 • Published 29 days ago • 149
The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution Paper • 2510.25726 • Published Oct 29, 2025 • 45
Omni-Reward: Towards Generalist Omni-Modal Reward Modeling with Free-Form Preferences Paper • 2510.23451 • Published Oct 27, 2025 • 26
MMR-V: What's Left Unsaid? A Benchmark for Multimodal Deep Reasoning in Videos Paper • 2506.04141 • Published Jun 4, 2025 • 29
Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis Paper • 2506.04142 • Published Jun 4, 2025 • 27
view article Article DeepSeek-R1 Dissection: Understanding PPO & GRPO Without Any Prior Reinforcement Learning Knowledge Feb 7, 2025 • 266