li sheng

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upvoted a paper 3 days ago

Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe

Paper • 2604.13016 • Published 4 days ago • 76

upvoted a paper 19 days ago

Think-at-Hard: Selective Latent Iterations to Improve Reasoning Language Models

Paper • 2511.08577 • Published Nov 11, 2025 • 110

upvoted a paper about 1 month ago

How Far Can Unsupervised RLVR Scale LLM Training?

Paper • 2603.08660 • Published Mar 9 • 58

upvoted a paper 6 months ago

Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 229

upvoted a paper 7 months ago

rStar2-Agent: Agentic Reasoning Technical Report

Paper • 2508.20722 • Published Aug 28, 2025 • 118

upvoted a paper 8 months ago

SSRL: Self-Search Reinforcement Learning

Paper • 2508.10874 • Published Aug 14, 2025 • 97

upvoted a paper 11 months ago

The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

Paper • 2505.22617 • Published May 28, 2025 • 132

upvoted a paper 12 months ago

TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122

upvoted 2 papers about 1 year ago

Technologies on Effectiveness and Efficiency: A Survey of State Spaces Models

Paper • 2503.11224 • Published Mar 14, 2025 • 28

UltraIF: Advancing Instruction Following from the Wild

Paper • 2502.04153 • Published Feb 6, 2025 • 24