作者位次 #6/6ACL 2026Poster· ACL Industry Track
Proximity-Based Multi-Turn Optimization: Practical Credit Assignment for LLM Agent Training
Yangyi Fang · Jiaye Lin · Xiaoliang Fu · Cong Qin · Haolin Shi · Chang Liu
摘要
Multi-turn LLM agents are becoming pivotal to production systems, spanning customer service automation, e-commerce assistance, and interactive task management, where accurately distinguishing high-value informative signals from stochastic noise is critical for sample-efficient training. In real-w...