GSM8K-V: Can Vision Language Models Solve Grade School Math Word Problems in Visual Contexts Paper • 2509.25160 • Published Sep 29, 2025 • 30
LightMem: Lightweight and Efficient Memory-Augmented Generation Paper • 2510.18866 • Published Oct 21, 2025 • 111
SpatialLadder: Progressive Training for Spatial Reasoning in Vision-Language Models Paper • 2510.08531 • Published Oct 9, 2025 • 12
Cooper: Co-Optimizing Policy and Reward Models in Reinforcement Learning for Large Language Models Paper • 2508.05613 • Published Aug 7, 2025 • 17
Test-Time Reinforcement Learning for GUI Grounding via Region Consistency Paper • 2508.05615 • Published Aug 7, 2025 • 22
OmniEAR: Benchmarking Agent Reasoning in Embodied Tasks Paper • 2508.05614 • Published Aug 7, 2025 • 20
LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization Paper • 2507.15758 • Published Jul 21, 2025 • 35
GUI-G^2: Gaussian Reward Modeling for GUI Grounding Paper • 2507.15846 • Published Jul 21, 2025 • 133
SVGenius: Benchmarking LLMs in SVG Understanding, Editing and Generation Paper • 2506.03139 • Published Jun 3, 2025 • 17
TimeHC-RL: Temporal-aware Hierarchical Cognitive Reinforcement Learning for Enhancing LLMs' Social Intelligence Paper • 2505.24500 • Published May 30, 2025 • 12
The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models Paper • 2505.22617 • Published May 28, 2025 • 131
ViewSpatial-Bench: Evaluating Multi-perspective Spatial Localization in Vision-Language Models Paper • 2505.21500 • Published May 27, 2025 • 13
Let LLMs Break Free from Overthinking via Self-Braking Tuning Paper • 2505.14604 • Published May 20, 2025 • 23
Mind the Gap: Bridging Thought Leap for Improved Chain-of-Thought Tuning Paper • 2505.14684 • Published May 20, 2025 • 24
VerifyBench: Benchmarking Reference-based Reward Systems for Large Language Models Paper • 2505.15801 • Published May 21, 2025 • 17