Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens Paper • 2508.01191 • Published Aug 2, 2025 • 238
A Survey of Context Engineering for Large Language Models Paper • 2507.13334 • Published Jul 17, 2025 • 259
Benchmarking Multimodal Mathematical Reasoning with Explicit Visual Dependency Paper • 2504.18589 • Published Apr 24, 2025 • 13
Time Blindness: Why Video-Language Models Can't See What Humans Can? Paper • 2505.24867 • Published May 30, 2025 • 80
Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Paper • 2506.08343 • Published Jun 10, 2025 • 54
MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention Paper • 2506.13585 • Published Jun 16, 2025 • 273
Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models Paper • 2506.06395 • Published Jun 5, 2025 • 133
Will It Still Be True Tomorrow? Multilingual Evergreen Question Classification to Improve Trustworthy QA Paper • 2505.21115 • Published May 27, 2025 • 140
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models Paper • 2505.24864 • Published May 30, 2025 • 143
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning Paper • 2506.01939 • Published Jun 2, 2025 • 187
Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Paper • 2505.24726 • Published May 30, 2025 • 277
Mutarjim: Advancing Bidirectional Arabic-English Translation with a Small Language Model Paper • 2505.17894 • Published May 23, 2025 • 220
Shifting AI Efficiency From Model-Centric to Data-Centric Compression Paper • 2505.19147 • Published May 25, 2025 • 144
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models Paper • 2503.06749 • Published Mar 9, 2025 • 31
Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Paper • 2505.04921 • Published May 8, 2025 • 185