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cs.AI2026
OSPD: On-Policy Self-Distillation for Persona-Consistent Dialogue
Rui Xu, Yikai Zhang, Aili Chen +3
Maintaining persona consistency across multi-turn dialogues remains a core challenge for role-playing language models. Off-policy distillation from external teachers incurs distrib…
cs.LG2026
HER: Human-like Reasoning and Reinforcement Learning for LLM Role-playing
Chengyu Du, Xintao Wang, Aili Chen +11
LLM role-playing, i.e., using LLMs to simulate specific personas, has emerged as a key capability in various applications, such as companionship, content creation and digital games…