Think Longer to Explore Deeper: Learn to Explore In-Context via Length-Incentivized Reinforcement Learning Paper • 2602.11748 • Published Feb 12 • 31
P1-VL: Bridging Visual Perception and Scientific Reasoning in Physics Olympiads Paper • 2602.09443 • Published Feb 10 • 58
Improving Data and Reward Design for Scientific Reasoning in Large Language Models Paper • 2602.08321 • Published Feb 9 • 42
MSign: An Optimizer Preventing Training Instability in Large Language Models via Stable Rank Restoration Paper • 2602.01734 • Published Feb 2 • 32
LLaDA2.0: Scaling Up Diffusion Language Models to 100B Paper • 2512.15745 • Published Dec 10, 2025 • 88
Every Token Counts: Generalizing 16M Ultra-Long Context in Large Language Models Paper • 2511.23319 • Published Nov 28, 2025 • 24
MoBE: Mixture-of-Basis-Experts for Compressing MoE-based LLMs Paper • 2508.05257 • Published Aug 7, 2025 • 13
Grove MoE: Towards Efficient and Superior MoE LLMs with Adjugate Experts Paper • 2508.07785 • Published Aug 11, 2025 • 29