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upvoted a paper 6 days ago

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

Paper • 2604.06628 • Published 11 days ago • 316

upvoted a paper 28 days ago

Can LLMs Guide Their Own Exploration? Gradient-Guided Reinforcement Learning for LLM Reasoning

Paper • 2512.15687 • Published Dec 17, 2025 • 22

upvoted a paper 2 months ago

Less is Enough: Synthesizing Diverse Data in Feature Space of LLMs

Paper • 2602.10388 • Published Feb 11 • 244

upvoted a paper about 1 year ago

Enhancing Cognition and Explainability of Multimodal Foundation Models with Self-Synthesized Data

Paper • 2502.14044 • Published Feb 19, 2025 • 8