作者位次 #4/7ACL 2026Findings· Findings of ACL
LL a T i SA : Towards Difficulty-Stratified Time Series Reasoning from Visual Perception to Semantics
Yueyang Ding · HaoPeng Zhang · Rui Dai · Yi Wang · Tianyu Zong · Kaikui Liu · Xiangxiang Chu
摘要
Comprehensive understanding of time series remains a significant challenge for Large Language Models (LLMs). Current research is hindered by fragmented task definitions and benchmarks with inherent ambiguities, precluding rigorous evaluation and the development of unified Time Series Reasoning Mo...