Publications

2025

  1. A Comparative Study of Specialized LLMs as Dense Retrievers
    Hengran Zhang, Keping Bi, Jiafeng Guo
    CCIR 25
  1. Utility-Focused LLM Annotation for Retrieval and Retrieval-Augmented Generation [PDF][Code]
    Hengran Zhang, Minghao Tang, Keping Bi, Jiafeng Guo, Shihao Liu, Daiting Shi, Dawei Yin, Xueqi Cheng
    Pre-print
  1. Unleashing the Power of LLMs in Dense Retrieval with Query Likelihood Modeling [PDF][Code]
    Hengran Zhang, Keping Bi, Jiafeng Guo, Xiaojie Sun, Shihao Liu, Daiting Shi, Dawei Yin, Xueqi Cheng
    Pre-print

2024

  1. Iterative Utility Judgment Framework via LLMs Inspired by Relevance in Philosophy [PDF][Code]
    Hengran Zhang,Keping Bi, Jiafeng Guo, Xueqi Cheng
    Pre-print
  1. Are Large Language Models Good at Utility Judgments? [PDF][Code]
    Hengran Zhang,Ruqing Zhang, Jiafeng Guo, Maarten de Rijke, Yixing Fan, Xueqi Cheng
    SIGIR 2024

2023

  1. From relevance to utility: evidence retrieval with feedback for fact verification [PDF][Code]
    Hengran Zhang,Ruqing Zhang, Jiafeng Guo, Maarten de Rijke, Yixing Fan, Xueqi Cheng
    Findings of EMNLP 2023

2022

  1. Cort: A new baseline for comparative opinion classification by dual prompts [PDF][Code]
    Yequan Wang, Hengran Zhang, Aixin Sun, Xuying Meng.
    Findings of EMNLP2022