📝 Publications

  1. ICML 2026
    BizFinBench.v2: A Unified Dual-Mode Bilingual Benchmark for Expert-Level Financial Capability Alignment
    Xin Guo, Rongjunchen Zhang, Guilong Lu, Xuntao Guo, Jia Shuai, Zhi Yang, Liwen Zhang
    This work was conducted during my internship at HiThink Research. International Conference on Machine Learning (CCF-A)

  2. arXiv
    BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs
    Guilong Lu, Xuntao Guo, Rongjunchen Zhang, Wenqiao Zhu, Ji Liu
    This work was conducted during my internship at HiThink Research.

  3. ASEJ 2025
    SIFT: Improving the performance of vulnerability detection by incorporating structural knowledge and multi-task learning
    Liping Wang, Guilong Lu (co-first author), Xiang Chen*, Jianlin Qiu, Xiaofeng Dai
    Automated Software Engineering (CCF-B)

  4. JSS 2024
    GRACE: Empowering LLM-based Software Vulnerability Detection with Graph Structure and In-context Learning
    Guilong Lu, Xiaolin Ju, Xiang Chen, Wenlong Pei, Zhilong Cai
    Journal of Systems and Software (CCF-B) 🏆 ESI Highly Cited Paper.

  5. APSEC 2023
    Assessing the Effectiveness of Vulnerability Detection via Prompt Tuning: An Empirical Study
    Guilong Lu, Xiaolin Ju, Xiang Chen, Shaoyu Yang, Liang Chen, Hao Shen
    Asia-Pacific Software Engineering Conference (CCF-C)

  6. ASEJ 2025
    Semi-Supervised Software Vulnerability Assessment via Code Lexical and Structural Information Fusion
    Wenlong Pei, Yilin Huang, Xiang Chen*, Guilong Lu, Chao Ni, Yong Liu
    Automated Software Engineering (CCF-B)

  7. JSS 2024
    CSVD-TF: Cross-project Software Vulnerability Detection with TrAdaBoost by Fusing Expert Metrics and Semantic Metrics
    Zhilong Cai, Yongwei Cai, Xiang Chen*, Guilong Lu, Wenlong Pei, Junjie Zhao
    Journal of Systems and Software (CCF-B)

  8. QRS 2022
    SemirFL: Boosting Fault Localization via Combining Semantic Information and Information Retrieval
    Xiangyu Shi, Xiaolin Ju*, Xiang Chen, Guilong Lu, Mengqi Xu
    IEEE Conference on Software Quality, Reliability, and Security Companion (CCF-C)

  9. DSA 2022
    Blocking Bugs Identification via Binary Relevance and Logistic Regression Analysis
    Zhihua Chen, Xiaolin Ju*, Guilong Lu, Xiang Chen
    International Conference on Dependable Systems and Their Applications