Prompt Engineering

  • [preprint] Format-Adapter: Improving Reasoning Capability of LLMs by Adapting Suitable Format
    • Dingzirui Wang, Xuanliang Zhang, Rongyu Cao, Longxu Dou, Xianzhen Luo, Yingwei Ma, Qingfu Zhu, Wanxiang Che, Binhua Li, Fei Huang, Yongbin Li
    • Paper

In-Context Learning

  • [preprint] Multi-Layer Attention is the Amplifier of Demonstration Effectiveness

    • Dingzirui Wang, Xuangliang Zhang, Keyan Xu, Qingfu Zhu, Wanxiang Che, Yang Deng
    • Paper

  • [preprint] V-SYNTHESIS: Task-Agnostic Synthesis of Consistent and Diverse In-Context Demonstrations from Scratch via V-Entropy

    • Dingzirui Wang, Xuanliang Zhang, Keyan Xu, Qingfu Zhu, Wanxiang Che, Yang Deng
    • Paper

  • [preprint] Learning-to-Context Slope: Evaluating In-Context Learning Effectiveness Beyond Performance Illusions

    • Dingzirui Wang, Xuanliang Zhang, Keyan Xu, Qingfu Zhu, Wanxiang Che, Yang Deng
    • Paper

  • [preprint] In-Context Transfer Learning: Demonstration Synthesis by Transferring Similar Tasks

    • Dingzirui Wang, Xuanliang Zhang, Qiguang Chen, Longxu Dou, Xiao Xu, Rongyu Cao, Yingwei Ma, Qingfu Zhu, Wanxiang Che, Binhua Li, Fei Huang, Yongbin Li
    • Paper | Code

Table Reasoning

  • [EMNLP2025] RoT: Enhancing Table Reasoning with Iterative Row-Wise Traversals

    • Xuanliang Zhang, Dingzirui Wang, Keyan Xu, Qingfu Zhu, Wanxiang Che
    • Paper

  • [EMNLP2025 Findings] MULTITAT: Benchmarking Multilingual Table-and-Text Question Answering

    • Xuanliang Zhang, Dingzirui Wang, Keyan Xu, Qingfu Zhu, Wanxiang Che
    • Paper

  • [ACL2025 Findings] SCITAT: A Question Answering Benchmark for Scientific Tables and Text Covering Diverse Reasoning Types

    • Xuanliang Zhang, Dingzirui Wang, Baoxin Wang, Longxu Dou, Xinyuan Lu, Keyan Xu, Dayong Wu, Qingfu Zhu
    • Paper | Code

  • [preprint] FLEXTAF: Enhancing Table Reasoning with Flexible Tabular Formats

    • Xuanliang Zhang, Dingzirui Wang, Longxu Dou, Baoxin Wang, Dayong Wu, Qingfu Zhu, Wanxiang Che
    • Paper | Code

  • [FCS] A Survey of Table Reasoning with Large Language Models

    • Xuanliang Zhang, Dingzirui Wang, Longxu Dou, Qingfu Zhu, Wanxiang Che
    • Paper | Project

  • [prepint] A Survey on Table-and-Text HybridQA: Concepts, Methods, Challenges and Future Directions

Text-to-SQL

  • [EMNLP2025 Findings] DAC: Decomposed Automation Correction for Text-to-SQL

    • Dingzirui Wang, Longxu Dou, Xuanliang Zhang, Qingfu Zhu, Wanxiang Che
    • Paper | Code

  • [COLING2025] Multi-Hop Table Retrieval for Open-Domain Text-to-SQL

    • Xuanliang Zhang, Dingzirui Wang, Longxu Dou, Qingfu Zhu, Wanxiang Che
    • Paper | Code

  • [EMNLP2024 Findings] Improving Demonstration Diversity by Human-Free Fusing for Text-to-SQL

  • [JMLC] ConDA: State-Based Data Augmentation for Context-Dependent Text-to-SQL

    • Dingzirui Wang, Longxu Dou, Wanxiang Che, Jiaqi Wang, Jinbo Liu, Lixin Li, Jingan Shang, Lei Tao, Jie Zhang, Cong Fu, Xuri Song
    • Paper

  • [JMLC] UniSAr: a Unified Structure-Aware Autoregressive Language Model for Text-to-SQL Semantic Parsing

    • Longxu Dou, Yan Gao, Mingyang Pan, Dingzirui Wang, Wanxiang Che, Jian-Guang Lou, Dechen Zhan
    • Paper | Code

  • [AAAI2023] MultiSpider: Towards Benchmarking Multilingual Text-to-SQL Semantic Parsing

    • Longxu Dou, Yan Gao, Mingyang Pan, Dingzirui Wang, Wanxiang Che, Dechen Zhan, Jian-Guang Lou
    • Paper | Code

  • [EMNLP2023] Towards Knowledge-Intensive Text-to-SQL Semantic Parsing with Formulaic Knowledge

    • Longxu Dou, Yan Gao, Xuqi Liu, Mingyang Pan, Dingzirui Wang, Wanxiang Che, Dechen Zhan, Min-Yen Kan, Jian-Guang Lou
    • Paper | Code

Math Reasoning

  • [ACL2024] Enhancing Numerical Reasoning with the Guidance of Reliable Reasoning Processes

  • [AAAI2024] Exploring Equation as a Better Intermediate Meaning Representation for Numerical Reasoning of Large Language Models