notesum.ai
Published at December 4ChatTS: Aligning Time Series with LLMs via Synthetic Data for Enhanced Understanding and Reasoning
cs.AI
Released Date: December 4, 2024
Authors: Zhe Xie1, Zeyan Li2, Xiao He2, Longlong Xu1, Xidao Wen3, Tieying Zhang4, Jianjun Chen4, Rui Shi2, Dan Pei1
Aff.: 1Tsinghua University, China; 2ByteDance, China; 3BizSeer, China; 4ByteDance, USA

| Dataset | Tasks | # Questions |
|---|---|---|
| A | Alignment (Trend, Season, Noise, Local, Correlation, Cluster), Reasoning (Inductive, Deductive, Causal) | 525 |
| B | Alignment (Trend, Season, Noise, Local, Correlation, Cluster), Reasoning (Inductive) | 1,616 |
| MCQ2 | Reasoning (Comparison - MCQ2) | 100 |