Author

Jiayi Huang

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Preprint Oct 2026

DoubleFree:Exploiting Exploration History for Rollout-Free Multi-Task LLMs Training

Multi-task post-training can develop domain specialists through independent reinforcement learning (RL) and consolidate their capabilities through multi-teacher on-policy distillation (MOPD). However, standard MOPD generates on-policy student responses and keeps multiple teachers online throughout consolidation, introd...

Ying-Ping Wang, Min Cai, Chen-Yu Yuan et al. · 0 citations

#natural language process... May 2026

LaSR: Context-Aware Speech Recognition via Latent Reasoning

The proposed LaSR (Latent Speech Reasoning), a novel training paradigm featuring a context-aware reasoning trajectory that leverages the latent reasoning process, significantly improves terminology recognition without introducing additional latency and consistently outperforms standard supervised fine-tuning baselines.

He-Yang Liu, Zi-Yang Cheng, Jiayi Huang et al. · arXiv.org · 1 citation