作者位次 #4/6ACL 2026Poster· Natural Language Processing
D arwin TOD : LLM -Driven Lifelong Self-evolution for Task-oriented Dialog Systems
Shuyu Zhang · Yujie Liu · Xinru Wang · Cheng Zhang · Yanmin Zhu · Bin Li
摘要
Traditional task-oriented dialog systems are unable to evolve from ongoing interactions or adapt to new domains after deployment, that is a critical limitation in real-world dynamic environments. Continual learning approaches depend on episodic retraining with human-curated data, failing to achie...