Nan Huo

Joined

May 2023

Names

Nan Huo (Preferred)

Emails

****@connect.hku.hk (Confirmed)

Personal Links

Homepage

Career & Education History

PhD student

the University of Hong Kong, University of Hong Kong (cs.hku.hk)

2021 – 2025

MS student

Department of Computer Science, Whiting School of Engineering (cs.jhu.edu)

2019 – 2020

Undergrad student

Nanjing University of Posts and Telecommunications (njupt.edu.cn)

2015 – 2019

Advisors, Relations & Conflicts

PhD Advisor

Reynold C.K. Cheng

2021 – 2025

Expertise

LLM Agent

2023 – 2025

Data Science Code Generation

2023 – 2025

Text-to-SQL

2022 – 2025

Knowledge graph

2021 – 2023

Publications

BIRD-INTERACT: Re-imagining Text-to-SQL Evaluation via Lens of Dynamic Interactions
Nan Huo, Xiaohan Xu, Jinyang Li, Per Jacobsson, Shipei Lin, Bowen Qin, Binyuan Hui, Xiaolong Li, Ge Qu, Shuzheng Si, Linheng Han, Edward Alexander, Xintong Zhu, Rui Qin, Ruihan Yu, Yiyao Jin, Feige Zhou, Weihao Zhong, Yun Chen, Hongyu Liu et al. (4 additional authors not shown)
- ICLR 2026 Oral
- Readers: Everyone
SWE-SQL: Illuminating LLM Pathways to Solve User SQL Issues in Real-World Applications
Jinyang Li, Xiaolong Li, Ge Qu, Per Jacobsson, Bowen Qin, Binyuan Hui, Shuzheng Si, Nan Huo, Xiaohan Xu, Yue Zhang, Ziwei Tang, Yuanshuai Li, Florensia Widjaja, Xintong Zhu, Feige Zhou, Yongfeng Huang, Yannis Papakonstantinou, Fatma Ozcan, Chenhao Ma, Reynold Cheng
- NeurIPS 2025 poster
- Readers: Everyone
Are Large Language Models Ready for Multi-Turn Tabular Data Analysis?
Jinyang Li, Nan Huo, Yan Gao, Jiayi Shi, Yingxiu Zhao, Ge Qu, Bowen Qin, Yurong Wu, Xiaodong Li, Chenhao Ma, Jian-Guang Lou, Reynold Cheng
- ICML 2025 poster
- Readers: Everyone
Before Generation, Align it! A Novel and Effective Strategy for Mitigating Hallucinations in Text-to-SQL Generation
Ge Qu, Jinyang Li, Bowen Li, Bowen Qin, Nan Huo, Chenhao Ma, Reynold Cheng
- ACL 2024
- Readers: Everyone
Graphix-T5: mixing pre-trained transformers with graph-aware layers for text-to-SQL parsing
Jinyang Li, Binyuan Hui, Reynold Cheng, Bowen Qin, Chenhao Ma, Nan Huo, Fei Huang, Wenyu Du, Luo Si, Yongbin Li
- AAAI 2023
- Readers: Everyone
Benchmarking Intelligent LLM Agents for Conversational Data Analysis
Jinyang Li, Nan Huo, Yan Gao, Jiayi Shi, Yingxiu Zhao, Ge Qu, Bowen Qin, Xiaodong Li, Chenhao Ma, Jian-Guang Lou, Reynold Cheng
- Submitted to ICLR 2025
- Readers: Everyone
Debiasing Recommendation with Personal Popularity
Wentao Ning, Reynold Cheng, Xiao Yan, Ben Kao, Nan Huo, Nur Al Hasan Haldar, Bo Tang
- TheWebConf24 Oral
- Readers: Everyone
Can LLM Already Serve as A Database Interface? A BIg Bench for Large-Scale Database Grounded Text-to-SQLs
Jinyang Li, Binyuan Hui, GE QU, Jiaxi Yang, Binhua Li, Bowen Li, Bailin Wang, Bowen Qin, Ruiying Geng, Nan Huo, Xuanhe Zhou, Chenhao Ma, Guoliang Li, Kevin Chang, Fei Huang, Reynold Cheng, Yongbin Li
- NeurIPS 2023 Datasets and Benchmarks Spotlight
- Readers: Everyone

Co-Authors

View all 52 co-authors