Ring-Zero: Scaling Zero RL to a Trillion Parameters for Emergent Reasoning Paper • 2607.12395 • Published 17 days ago • 99
Milestone-Guided Policy Learning for Long-Horizon Language Agents Paper • 2605.06078 • Published May 7
Pause or Fabricate? Training Language Models for Grounded Reasoning Paper • 2604.19656 • Published Apr 21 • 10
KnowU-Bench: Towards Interactive, Proactive, and Personalized Mobile Agent Evaluation Paper • 2604.08455 • Published Apr 9 • 48
CoVerRL: Breaking the Consensus Trap in Label-Free Reasoning via Generator-Verifier Co-Evolution Paper • 2603.17775 • Published Mar 18 • 2
Code-A1: Adversarial Evolving of Code LLM and Test LLM via Reinforcement Learning Paper • 2603.15611 • Published Mar 16 • 10
InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning Paper • 2602.06960 • Published Feb 6 • 14
Every Step Evolves: Scaling Reinforcement Learning for Trillion-Scale Thinking Model Paper • 2510.18855 • Published Oct 21, 2025 • 73
SpatialLadder: Progressive Training for Spatial Reasoning in Vision-Language Models Paper • 2510.08531 • Published Oct 9, 2025 • 14
EasySteer: A Unified Framework for High-Performance and Extensible LLM Steering Paper • 2509.25175 • Published Sep 29, 2025 • 31
GSM8K-V: Can Vision Language Models Solve Grade School Math Word Problems in Visual Contexts Paper • 2509.25160 • Published Sep 29, 2025 • 32
Cooper: Co-Optimizing Policy and Reward Models in Reinforcement Learning for Large Language Models Paper • 2508.05613 • Published Aug 7, 2025 • 17
OmniEAR: Benchmarking Agent Reasoning in Embodied Tasks Paper • 2508.05614 • Published Aug 7, 2025 • 20
Test-Time Reinforcement Learning for GUI Grounding via Region Consistency Paper • 2508.05615 • Published Aug 7, 2025 • 22
LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization Paper • 2507.15758 • Published Jul 21, 2025 • 35
Hierarchical Budget Policy Optimization for Adaptive Reasoning Paper • 2507.15844 • Published Jul 21, 2025 • 17
Double-Checker: Enhancing Reasoning of Slow-Thinking LLMs via Self-Critical Fine-Tuning Paper • 2506.21285 • Published Jun 26, 2025
Teaching LLMs According to Their Aptitude: Adaptive Reasoning for Mathematical Problem Solving Paper • 2502.12022 • Published Feb 17, 2025
SVGenius: Benchmarking LLMs in SVG Understanding, Editing and Generation Paper • 2506.03139 • Published Jun 3, 2025 • 17
Do Large Language Models Excel in Complex Logical Reasoning with Formal Language? Paper • 2505.16998 • Published May 22, 2025 • 2