Every Step Evolves: Scaling Reinforcement Learning for Trillion-Scale Thinking Model Paper • 2510.18855 • Published 8 days ago • 60
SpatialLadder: Progressive Training for Spatial Reasoning in Vision-Language Models Paper • 2510.08531 • Published 20 days ago • 11
Thinking-Free Policy Initialization Makes Distilled Reasoning Models More Effective and Efficient Reasoners Paper • 2509.26226 • Published 29 days ago • 32
GSM8K-V: Can Vision Language Models Solve Grade School Math Word Problems in Visual Contexts Paper • 2509.25160 • Published 30 days ago • 30
EasySteer: A Unified Framework for High-Performance and Extensible LLM Steering Paper • 2509.25175 • Published 30 days ago • 29
UI-S1: Advancing GUI Automation via Semi-online Reinforcement Learning Paper • 2509.11543 • Published Sep 15 • 47
LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning Paper • 2409.12929 • Published Sep 19, 2024 • 2
Time Is a Feature: Exploiting Temporal Dynamics in Diffusion Language Models Paper • 2508.09138 • Published Aug 12 • 36
Cooper: Co-Optimizing Policy and Reward Models in Reinforcement Learning for Large Language Models Paper • 2508.05613 • Published Aug 7 • 17
Test-Time Reinforcement Learning for GUI Grounding via Region Consistency Paper • 2508.05615 • Published Aug 7 • 22
MathFimer: Enhancing Mathematical Reasoning by Expanding Reasoning Steps through Fill-in-the-Middle Task Paper • 2502.11684 • Published Feb 17 • 2
Hierarchical Budget Policy Optimization for Adaptive Reasoning Paper • 2507.15844 • Published Jul 21 • 16
LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization Paper • 2507.15758 • Published Jul 21 • 35
TimeHC-RL: Temporal-aware Hierarchical Cognitive Reinforcement Learning for Enhancing LLMs' Social Intelligence Paper • 2505.24500 • Published May 30 • 12
S^3c-Math: Spontaneous Step-level Self-correction Makes Large Language Models Better Mathematical Reasoners Paper • 2409.01524 • Published Sep 3, 2024 • 1
SVGenius: Benchmarking LLMs in SVG Understanding, Editing and Generation Paper • 2506.03139 • Published Jun 3 • 17
Do Large Language Models Excel in Complex Logical Reasoning with Formal Language? Paper • 2505.16998 • Published May 22 • 2