ReDraft, Don't Just Distill: Reference-Driven Revision for Continual VLLM Post-Training
ReDraft (Reference-Driven Revision and Fine-Tuning) shows that revising the model's own rollout rather than directly imitating an expert trajectory can reconcile cold-start acquisition with prior-capability retention.
Zhi-Hao Zhang, Ming-Qi Wu, Qiaole Dong et al.
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