Author

Zi-Han Ma

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#natural language process... Preprint Sep 2026

From Rollouts to Recipes: Self-Contained Post-Training for LLMs

Self-Routing is proposed, a behavior-conditioned post-training framework that uses rollout correctness and confidence to decide how each sample should be optimized, allowing training to adapt without external teachers, extra annotations, or additional sampling.

Yi-Fei Li, Lingling Zhang, Mu-Ye Huang et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Self-Specialized Teachers for Domain Post-Training

Self-specialized teacher distillation (SSTD), a two-stage procedure that first trains a copy of the base model into a domain teacher, then distills its token distribution to a student on prefixes sampled from the student itself, is proposed.

Yifei Li, Rong-Man Xu, Lingling Zhang et al. · 1 citation