Author

Jia-Shuai Liu

View on Semantic Scholar

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#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.

Yifei Li, Lingling Zhang, Muye 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