作者位次 #10/11ACL 2026Poster· Natural Language Processing
PACE : Predictive Adaptive Context Extraction for Long-Horizon LLM Agents
Lei Wei · Xiao Peng · TT · Guannan Zhang · Chenhao Jiang · Hongyu Li · Lanbo Lin · Yuanwu Xu · Jiayao Liu · Kesu Wang · Bin Wang
摘要
Large Language Model (LLM) agents struggle with ultra-long-horizon tasks requiring hundreds or thousands of interaction steps. Traditional context management approaches face a fundamental dilemma: preserving complete histories rapidly exhausts context windows and forces crude truncation, while ag...