adaptive-distillation

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RAFT: Data Refinement and Adaptive Distillation for Domain Fine-Tuning with Alleviated Forgetting

arXiv cs.LG · 2026-06-02 Cached

RAFT is a two-stage framework for domain-specific fine-tuning of LLMs that addresses catastrophic forgetting by refining supervision data and using on-policy distillation with adaptive loss balancing, achieving significant improvements on domain accuracy while recovering general capabilities.

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