Xinnan Guo

Researcher, Ant Group

Joined

October 2021

Names

Xinnan Guo (Preferred)

Emails

****@163.com (Confirmed)

****@antgroup.com (Confirmed)

Personal Links

Google Scholar

DBLP

Semantic Scholar

Career & Education History

Researcher

Ant Group (antgroup.com)

2023 – 2026

MS student

Southeast University (seu.edu.cn)

2020 – 2023

Advisors, Relations & Conflicts

PhD Advisor

Guilin Qi

2020 – 2023

Expertise

Attribute Value Extraction

2022 – 2024

Pre-training Model

2022 – 2024

Text-to-SQL

2020 – 2024

Publications

An Industrial-Scale Insurance LLM Achieving Verifiable Domain Mastery and Hallucination Control without Competence Trade-offs
Qian Zhu, Xinnan Guo, Jingjing Huo, Jun Li, Pan Liu, Wenyan Yang, Wanqing Xu, Xuan Lin
- ICLR 2026 Workshop Advances in Financial AI
- Readers: Everyone
CoMave: Contrastive Pre-training with Multi-scale Masking for Attribute Value Extraction
Xinnan Guo
- 30 Jan 2024
- OpenReview Archive Direct Upload
- Readers: Everyone
Parameterizing Context: Unleashing the Power of Parameter-Efficient Fine-Tuning and In-Context Tuning for Continual Table Semantic Parsing
Yongrui Chen, Shenyu Zhang, Guilin Qi, Xinnan Guo
- NeurIPS 2023 poster
- Readers: Everyone
Learn from Yesterday: A Semi-Supervised Continual Learning Method for Supervision-Limited Text-to-SQL Task Streams
Yongrui Chen, Xinnan Guo, Tongtong Wu, Guilin Qi, Yang Li, Yang Dong
- Published: 01 Jan 2022, Last Modified: 15 May 2023
- CoRR 2022
- Readers: Everyone
Improving Few-Shot Text-to-SQL with Meta Self-Training via Column Specificity
Xinnan Guo, Yongrui Chen, Guilin Qi, Tianxing Wu, Hao Xu
- Published: 01 Jan 2022, Last Modified: 15 May 2023
- IJCAI 2022
- Readers: Everyone
Leveraging Table Content for Zero-shot Text-to-SQL with Meta-Learning
Yongrui Chen, Xinnan Guo, Chaojie Wang, Jian Qiu, Guilin Qi, Meng Wang, Huiying Li
- 2021 (modified: 31 Mar 2022)
- AAAI 2021
- Readers: Everyone
Leveraging Table Content for Zero-shot Text-to-SQL with Meta-Learning
Yongrui Chen, Xinnan Guo, Chaojie Wang, Jian Qiu, Guilin Qi, Meng Wang, Huiying Li
- 2021 (modified: 31 Mar 2022)
- CoRR 2021
- Readers: Everyone

Xinnan Guo

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

An Industrial-Scale Insurance LLM Achieving Verifiable Domain Mastery and Hallucination Control without Competence Trade-offs

CoMave: Contrastive Pre-training with Multi-scale Masking for Attribute Value Extraction

Parameterizing Context: Unleashing the Power of Parameter-Efficient Fine-Tuning and In-Context Tuning for Continual Table Semantic Parsing

Learn from Yesterday: A Semi-Supervised Continual Learning Method for Supervision-Limited Text-to-SQL Task Streams

Improving Few-Shot Text-to-SQL with Meta Self-Training via Column Specificity

Leveraging Table Content for Zero-shot Text-to-SQL with Meta-Learning

Leveraging Table Content for Zero-shot Text-to-SQL with Meta-Learning

Co-Authors