On the Generalization of SFT: A Reinforcement Learning Perspective with Reward Rectification
Paper • 2508.05629 • Published • 190
SFT
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Training language models to follow instructions with human feedback
Paper • 2203.02155 • Published • 24 -
LIMA: Less Is More for Alignment
Paper • 2305.11206 • Published • 27 -
Preserving Diversity in Supervised Fine-Tuning of Large Language Models
Paper • 2408.16673 • Published -
SED-SFT: Selectively Encouraging Diversity in Supervised Fine-Tuning
Paper • 2602.07464 • Published • 1 -
Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity
Paper • 2510.01171 • Published • 19 -
SFT Doesn't Always Hurt General Capabilities: Revisiting Domain-Specific Fine-Tuning in LLMs
Paper • 2509.20758 • Published • 2