SWE-Universe: Scale Real-World Verifiable Environments to Millions Paper • 2602.02361 • Published 7 days ago • 59
The Flexibility Trap: Why Arbitrary Order Limits Reasoning Potential in Diffusion Language Models Paper • 2601.15165 • Published 19 days ago • 71
IMG: Calibrating Diffusion Models via Implicit Multimodal Guidance Paper • 2509.26231 • Published Sep 30, 2025 • 18
T2R-bench: A Benchmark for Generating Article-Level Reports from Real World Industrial Tables Paper • 2508.19813 • Published Aug 27, 2025 • 28
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning Paper • 2506.01939 • Published Jun 2, 2025 • 188
Seek in the Dark: Reasoning via Test-Time Instance-Level Policy Gradient in Latent Space Paper • 2505.13308 • Published May 19, 2025 • 27
Absolute Zero: Reinforced Self-play Reasoning with Zero Data Paper • 2505.03335 • Published May 6, 2025 • 189
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? Paper • 2504.13837 • Published Apr 18, 2025 • 139
COIG-P: A High-Quality and Large-Scale Chinese Preference Dataset for Alignment with Human Values Paper • 2504.05535 • Published Apr 7, 2025 • 44
4D LangSplat: 4D Language Gaussian Splatting via Multimodal Large Language Models Paper • 2503.10437 • Published Mar 13, 2025 • 34
ART: Anonymous Region Transformer for Variable Multi-Layer Transparent Image Generation Paper • 2502.18364 • Published Feb 25, 2025 • 36
DeeR-VLA: Dynamic Inference of Multimodal Large Language Models for Efficient Robot Execution Paper • 2411.02359 • Published Nov 4, 2024 • 14