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upvoted 2 papers 2 months ago

Does On-Policy Distillation Really Distill? From Noisy Teacher to Self-Improvement

Paper • 2608.31046 • Published Aug 31 • 87

Best Practice Critic Optimization

Paper • 2608.23566 • Published Aug 25 • 15

upvoted a paper 4 months ago

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review

Paper • 2607.06065 • Published Jul 7 • 11

upvoted 4 papers 7 months ago

Rethinking Generalization in Reasoning SFT: A Conditional Analysis on Optimization, Data, and Model Capability

Paper • 2604.06628 • Published Apr 8 • 111

TriAttention: Efficient Long Reasoning with Trigonometric KV Compression

Paper • 2604.04921 • Published Apr 6 • 113

Self-Distilled RLVR

Paper • 2604.03128 • Published Apr 3 • 141

Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs?

Paper • 2603.24472 • Published Mar 25 • 57

upvoted 2 papers 8 months ago

Attention Residuals

Paper • 2603.15031 • Published Mar 16 • 197

Progressive Residual Warmup for Language Model Pretraining

Paper • 2603.05369 • Published Mar 5 • 20

upvoted a paper 9 months ago

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Paper • 2602.12036 • Published Feb 12 • 50