Publications

You can also find my articles on Google Scholar and Semantic Scholar.

2025

R-WoM: Retrieval-augmented World Model For Computer-use Agents [PDF]
Kai Mei, Jiang Guo, Shuaichen Chang, Mingwen Dong, Dongkyu Lee, Xing Niu, Jiarong Jiang
Preprint 2025

Automated Composition of Agents: A Knapsack Approach for Agentic Component Selection [PDF]
Michelle Yuan, Khushbu Pahwa, Shuaichen Chang, Mustafa Kaba, Jiarong Jiang, Xiaofei Ma, Yi Zhang, Monica Sunkarag
NeurIPS 2025

Towards Better Understanding Table Instruction Tuning: Decoupling the Effects from Data versus Models [PDF]
Naihao Deng, Sheng Zhang, Henghui Zhu, Shuaichen Chang, Jiani Zhang, Alexander Hanbo Li, Chung-Wei Hang, Hideo Kobayashi, Yiqun Hu, Patrick Ng
Preprint 2025

PRACTIQ: A Practical Conversational text-to-SQL dataset with Ambiguous and Unanswerable Queries [PDF]
Mingwen Dong, Nischal Ashok Kumar, Yiqun Hu, Anuj Chauhan, Chung-Wei Hang, Shuaichen Chang, Lin Pan, Wuwei Lan, Henghui Zhu, Jiarong Jiang, Patrick Ng, Zhiguo Wang
NAACL 2025

You Only Read Once (YORO): Learning to Internalize Database Knowledge for Text-to-SQL [PDF]
Hideo Kobayashi, Wuwei Lan, Peng Shi, Shuaichen Chang, Jiang Guo, Henghui Zhu, Zhiguo Wang, Patrick Ng
NAACL 2025

2024

RAGChecker: A Fine-grained Framework for Diagnosing Retrieval-Augmented Generation [PDF] [Code] [LlamaIndex]
Dongyu Ru*, Lin Qiu*, Xiangkun Hu*, Tianhang Zhang*, Peng Shi*, Shuaichen Chang*, Cheng Jiayang, Cunxiang Wang, Shichao Sun, Huanyu Li, Zizhao Zhang, Binjie Wang, Jiarong Jiang, Tong He, Zhiguo Wang, Pengfei Liu, Yue Zhang, Zheng Zhang (* shared first author)
NeurIPS 2024

2023

Selective Demonstrations for Cross-domain Text-to-SQL [PDF] [Code] [Video]
Shuaichen Chang, Eric Fosler-Lussier
EMNLP Findings 2023

How to Prompt LLMs for Text-to-SQL: A Study in Zero-shot, Single-domain, and Cross-domain Settings [PDF] [Code]
Shuaichen Chang, Eric Fosler-Lussier
NeurIPS TRL Workshop 2023

Dr.Spider: A Diagnostic Evaluation Benchmark towards Text-to-SQL Robustness (Top 5% Accepted Paper, Oral) [PDF] [Data] [Blog] [Slides] [Video]
Shuaichen Chang, Jun Wang, Mingwen Dong, Lin Pan, Henghui Zhu, Alexander Hanbo Li, Wuwei Lan, Sheng Zhang, Jiarong Jiang, Joseph Lilien, Steve Ash, William Yang Wang, Zhiguo Wang, Vittorio Castelli, Patrick Ng, Bing Xiang
ICLR 2023

2022

MapQA: A Dataset for Question Answering on Chorpleth Maps [PDF] [Data]
Shuaichen Chang*, David Palzer*, Jialin Li, Eric Fosler-Lussier, Ningchuan Xiao (* equal contribution)
NeurIPS TRL Workshop 2022

2021

Explainaboard: An Explainable Leaderboard for NLP (Best Demo Paper) [PDF] [Demo]
Pengfei Liu, Jinlan Fu, Yang Xiao, Weizhe Yuan, Shuaichen Chang, Junqi Dai, Yixin Liu, Zihuiwen Ye, Zi-Yi Dou, Graham Neubig
ACL 2021

Prefix-to-SQL: Text-to-SQL Generation from Incomplete User Questions [PDF]
Naihao Deng, Shuaichen Chang, Peng Shi, Tao Yu, Rui Zhang
ACL NLP4Prog Workshop 2021

2020

Did You Ask a Good Question? A Cross-Domain Question Intention Classification Benchmark for Text-to-SQL [PDF]
Yusen Zhang, Xiangyu Dong, Shuaichen Chang, Tao Yu, Peng Shi, Rui Zhang
EMNLP IntEx-SemPar Workshop 2020

Zero-shot Text-to-SQL Learning with Auxiliary Task [PDF] [Code]
Shuaichen Chang, Pengfei Liu, Yun Tang, Jing Huang, Xiaodong He, Bowen Zhou
AAAI 2020

2019

Contextualized Non-local Neural Networks for Sequence Learning [PDF]
Pengfei Liu, Shuaichen Chang, Xuanjing Huang, Jian Tang, Jackie Chi Kit Cheung
AAAI 2019