First Try Matters: Revisiting the Role of Reflection in Reasoning Models Paper • 2510.08308 • Published Oct 9 • 24
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Paper • 2509.02479 • Published Sep 2 • 83
Quantization Meets dLLMs: A Systematic Study of Post-training Quantization for Diffusion LLMs Paper • 2508.14896 • Published Aug 20 • 22
MiroMind-M1: An Open-Source Advancement in Mathematical Reasoning via Context-Aware Multi-Stage Policy Optimization Paper • 2507.14683 • Published Jul 19 • 132
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Paper • 2506.07044 • Published Jun 8 • 113
SeedVR2: One-Step Video Restoration via Diffusion Adversarial Post-Training Paper • 2506.05301 • Published Jun 5 • 56
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning Paper • 2506.01939 • Published Jun 2 • 185
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Paper • 2505.23604 • Published May 29 • 23