papers
Publications (4)
cs.AI2026
QDA-SQL: Questions Enhanced Dialogue Augmentation for Multi-Turn Text-to-SQL
Yinggang Sun, Ziming Guo, Haining Yu +5
The paper introduces QDA-SQL, a data augmentation technique that uses large language models to generate and validate multi‑turn question‑answer pairs, improving fine‑tuned models'…
#text-to-sql#multi-turn dialogue#data augmentation#large language models
cs.CL2025
Evaluating and Enhancing LLMs for Multi-turn Text-to-SQL with Multiple Question Types
Ziming Guo, Chao Ma, Yinggang Sun +3
cs.LG2025
Breaking the Context Bottleneck on Long Time Series Forecasting
Chao Ma, Yikai Hou, Xiang Li +4
cs.LG2025
Long Input Sequence Network for Long Time Series Forecasting
Chao Ma, Yikai Hou, Xiang Li +2