作者位次 #6/7ACL 2026Findings· Findings of ACL
Temporal Token Matters: Investigating and Interpreting the Consistency of Temporal Ordering in Large Language Models
Zhen Yang · Xinyue Zhang · Ping Jian · Chengzhi Li · Zhongbin Guo · Jiaping Feng · Wenpeng Lu (Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences)
摘要
Despite the remarkable performance across numerous tasks, Large Language Models (LLMs) still exhibit notable deficiencies in temporal reasoning, even in simple event ordering tasks. For instance, a slight alteration in the temporal phrasing of the question (e.g., changing "Is event A before B?” t...