THUIR at the NTCIR-16 WWW-4 Task. - Shenghao Yang 004; Haitao Li 006; Zhumin Chu; Jingtao Zhan; Yiqun Liu 001; Min Zhang 006; Shaoping Ma (NTCIR, 2022)

I3 Retriever: Incorporating Implicit Interaction in Pre-trained Language Models for Passage Retrieval. - Qian Dong; Yiding Liu; Qingyao Ai; Haitao Li 006; Shuaiqiang Wang; Yiqun Liu 001; Dawei Yin; Shaoping Ma (CIKM, 2023)

Overview of the NTCIR-17 Session Search (SS-2) Task. - Haitao Li 006; Jia Chen 003; Jiannan Wang; Weihang Su; Qingyao Ai; Xinyan Han; Beining Wang; Yiqun Liu 001 (NTCIR, 2023)

THUIR_SS at the NTCIR-17 Session Search (SS) Task. - Xinyan Han; Yiteng Tu; Haitao Li 006; Qingyao Ai; Yiqun Liu 001 (NTCIR, 2023)

THUIR at the NTCIR-17 FairWeb-1 Task: An Initial Exploration of the Relationship Between Relevance and Fairness. - Yiteng Tu; Haitao Li 006; Zhumin Chu; Qingyao Ai; Yiqun Liu 001 (NTCIR, 2023)

SAILER: Structure-aware Pre-trained Language Model for Legal Case Retrieval. - Haitao Li 006; Qingyao Ai; Jia Chen 003; Qian Dong; Yueyue Wu; Yiqun Liu 001; Chong Chen 001; Qi Tian 001 (SIGIR, 2023)

Constructing Tree-based Index for Efficient and Effective Dense Retrieval. - Haitao Li 006; Qingyao Ai; Jingtao Zhan; Jiaxin Mao; Yiqun Liu 001; Zheng Liu 011; Zhao Cao (SIGIR, 2023)

T2Ranking: A Large-scale Chinese Benchmark for Passage Ranking. - Xiaohui Xie; Qian Dong; Bingning Wang; Feiyang Lv; Ting Yao; Weinan Gan; Zhijing Wu 001; Xiangsheng Li; Haitao Li 006; Yiqun Liu 001; Jin Ma 003 (SIGIR, 2023)

Towards Better Web Search Performance: Pre-training, Fine-tuning and Learning to Rank. - Haitao Li 006; Jia Chen 003; Weihang Su; Qingyao Ai; Yiqun Liu 001 (CoRR, 2023)

THUIR at WSDM Cup 2023 Task 1: Unbiased Learning to Rank. - Jia Chen 003; Haitao Li 006; Weihang Su; Qingyao Ai; Yiqun Liu 001 (CoRR, 2023)

THUIR@COLIEE 2023: Incorporating Structural Knowledge into Pre-trained Language Models for Legal Case Retrieval. - Haitao Li 006; Weihang Su; Changyue Wang; Yueyue Wu; Qingyao Ai; Yiqun Liu 001 (CoRR, 2023)

THUIR@COLIEE 2023: More Parameters and Legal Knowledge for Legal Case Entailment. - Haitao Li 006; Changyue Wang; Weihang Su; Yueyue Wu; Qingyao Ai; Yiqun Liu 001 (CoRR, 2023)

I^3 Retriever: Incorporating Implicit Interaction in Pre-trained Language Models for Passage Retrieval. - Qian Dong; Yiding Liu; Qingyao Ai; Haitao Li 006; Shuaiqiang Wang; Yiqun Liu 001; Dawei Yin; Shaoping Ma (CoRR, 2023)

Aligning the Capabilities of Large Language Models with the Context of Information Retrieval via Contrastive Feedback. - Qian Dong; Yiding Liu; Qingyao Ai; Zhijing Wu 001; Haitao Li 006; Yiqun Liu 001; Shuaiqiang Wang; Dawei Yin; Shaoping Ma (CoRR, 2023)

Caseformer: Pre-training for Legal Case Retrieval. - Weihang Su; Qingyao Ai; Yueyue Wu; Yixiao Ma; Haitao Li 006; Yiqun Liu 001 (CoRR, 2023)

Automatic Large Language Model Evaluation via Peer Review. - Zhumin Chu; Qingyao Ai; Yiteng Tu; Haitao Li 006; Yiqun Liu 001 (CIKM, 2024)

Towards an In-Depth Comprehension of Case Relevance for Better Legal Retrieval. - Haitao Li 006; You Chen; Zhekai Ge; Qingyao Ai; Yiqun Liu 001; Quan Zhou; Shuai Huo (JSAI-isAI, 2024)

LexEval: A Comprehensive Chinese Legal Benchmark for Evaluating Large Language Models. - Haitao Li 006; You Chen; Qingyao Ai; Yueyue Wu; Ruizhe Zhang 005; Yiqun Liu 001 (NeurIPS, 2024)

Unsupervised Large Language Model Alignment for Information Retrieval via Contrastive Feedback. - Qian Dong; Yiding Liu; Qingyao Ai; Zhijing Wu 001; Haitao Li 006; Yiqun Liu 001; Shuaiqiang Wang; Dawei Yin; Shaoping Ma (SIGIR, 2024)

LeCaRDv2: A Large-Scale Chinese Legal Case Retrieval Dataset. - Haitao Li 006; Yunqiu Shao; Yueyue Wu; Qingyao Ai; Yixiao Ma; Yiqun Liu 001 (SIGIR, 2024)

PRE: A Peer Review Based Large Language Model Evaluator. - Zhumin Chu; Qingyao Ai; Yiteng Tu; Haitao Li 006; Yiqun Liu 001 (CoRR, 2024)

Evaluation Ethics of LLMs in Legal Domain. - Ruizhe Zhang 005; Haitao Li 006; Yueyue Wu; Qingyao Ai; Yiqun Liu 001; Min Zhang 006; Shaoping Ma (CoRR, 2024)

BLADE: Enhancing Black-box Large Language Models with Small Domain-Specific Models. - Haitao Li 006; Qingyao Ai; Jia Chen 003; Qian Dong; Zhijing Wu 001; Yiqun Liu 001; Chong Chen 001; Qi Tian 001 (CoRR, 2024)

DELTA: Pre-train a Discriminative Encoder for Legal Case Retrieval via Structural Word Alignment. - Haitao Li 006; Qingyao Ai; Xinyan Han; Jia Chen 003; Qian Dong; Yiqun Liu 001; Chong Chen 001; Qi Tian 001 (CoRR, 2024)

An Automatic and Cost-Efficient Peer-Review Framework for Language Generation Evaluation. - Junjie Chen; Weihang Su; Zhumin Chu; Haitao Li 006; Qinyao Ai; Yiqun Liu 001; Min Zhang 006; Shaoping Ma (CoRR, 2024)

LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods. - Haitao Li 006; Qian Dong; Junjie Chen; Huixue Su; Yujia Zhou 002; Qingyao Ai; Ziyi Ye; Yiqun Liu 001 (CoRR, 2024)

An Intent Taxonomy of Legal Case Retrieval. - Yunqiu Shao; Haitao Li 006; Yueyue Wu; Yiqun Liu 001; Qingyao Ai; Jiaxin Mao; Yixiao Ma; Shaoping Ma (ACM Trans. Inf. Syst., 2024)

BLADE: Enhancing Black-Box Large Language Models with Small Domain-Specific Models. - Haitao Li 006; Qingyao Ai; Jia Chen 003; Qian Dong; Zhijing Wu 001; Yiqun Liu 001 (AAAI, 2025)

DELTA: Pre-Train a Discriminative Encoder for Legal Case Retrieval via Structural Word Alignment. - Haitao Li 006; Qingyao Ai; Xinyan Han; Jia Chen 003; Qian Dong; Yiqun Liu 001 (AAAI, 2025)

CalibraEval: Calibrating Prediction Distribution to Mitigate Selection Bias in LLMs-as-Judges. - Haitao Li 006; Junjie Chen; Qingyao Ai; Zhumin Chu; Yujia Zhou 002; Qian Dong; Yiqun Liu 001 (ACL (1), 2025)

LegalAgentBench: Evaluating LLM Agents in Legal Domain. - Haitao Li 006; Junjie Chen; Jingli Yang; Qingyao Ai; Wei Jia; Youfeng Liu; Kai Lin; Yueyue Wu; Guozhi Yuan; Yiran Hu; Wuyue Wang; Yiqun Liu 001; et al. (ACL (1), 2025)

Overview of the NTCIR-18 Automatic Evaluation of LLMs(AEOLLM) Task. - Junjie Chen; Haitao Li 006; Zhumin Chu; Yiqun Liu 001; Qingyao Ai (NTCIR, 2025)

THUIR at the NTCIR-18 FairWeb-2 Task. - Huixue Su; Haitao Li 006; Yiteng Tu; Qingyao Ai; Yiqun Liu 001 (NTCIR, 2025)

Overview of the NTCIR-18 FairWeb-2 Task. - Sijie Tao; Tetsuya Sakai; Junjie Wang 011; Hanpei Fang; Yuxiang Zhang; Haitao Li 006; Yiteng Tu; Nuo Chen 004; Maria Maistro (NTCIR, 2025)

Qilin: A Multimodal Information Retrieval Dataset with APP-level User Sessions. - Jia Chen 003; Qian Dong; Haitao Li 006; Xiaohui He 002; Yan Gao 017; Shaosheng Cao; Yi Wu; Ping Yang; Chen Xu; Yao Hu 002; Qingyao Ai; Yiqun Liu 001 (SIGIR, 2025)

LexRAG: Benchmarking Retrieval-Augmented Generation in Multi-Turn Legal Consultation Conversation. - Haitao Li 006; Yifan Chen; Hu YiRan; Qingyao Ai; Junjie Chen; Xiaoyu Yang; Jianhui Yang; Yueyue Wu; Zeyang Liu; Yiqun Liu 001 (SIGIR, 2025)

Decoupling Knowledge and Context: An Efficient and Effective Retrieval Augmented Generation Framework via Cross Attention. - Qian Dong; Qingyao Ai; Hongning Wang; Yiding Liu; Haitao Li 006; Weihang Su; Yiqun Liu 001; Tat-Seng Chua; Shaoping Ma (WWW, 2025)

PoAct: Policy and Action Dual-Control Agent for Generalized Applications. - Guozhi Yuan; Youfeng Liu; Jingli Yang; Wei Jia; Kai Lin; Yansong Gao; Shan He; Zilin Ding; Haitao Li 006 (CoRR, 2025)

CaseGen: A Benchmark for Multi-Stage Legal Case Documents Generation. - Haitao Li 006; Jiaying Ye; Yiran Hu; Jia Chen 003; Qingyao Ai; Yueyue Wu; Junjie Chen; Yifan Chen; Cheng Luo 001; Quan Zhou; Yiqun Liu 001 (CoRR, 2025)

LexRAG: Benchmarking Retrieval-Augmented Generation in Multi-Turn Legal Consultation Conversation. - Haitao Li 006; Yifan Chen; Yiran Hu; Qingyao Ai; Junjie Chen; Xiaoyu Yang; Jianhui Yang; Yueyue Wu; Zeyang Liu; Yiqun Liu 001 (CoRR, 2025)

Enhancing LLM-Based Agents via Global Planning and Hierarchical Execution. - Junjie Chen; Haitao Li 006; Jingli Yang; Yiqun Liu 001; Qingyao Ai (CoRR, 2025)

LLMs on Trial: Evaluating Judicial Fairness for Large Language Models. - Yiran Hu; Zongyue Xue; Haitao Li 006; Siyuan Zheng; Qingjing Chen; Shaochun Wang; Xihan Zhang; Ning Zheng; Yun Liu; Qingyao Ai; Yiqun Liu 001; Charles L. A. Clarke; et al. (CoRR, 2025)

SelfRACG: Enabling LLMs to Self-Express and Retrieve for Code Generation. - Qian Dong; Jia Chen 003; Qingyao Ai; Hongning Wang; Haitao Li 006; Yi Wu; Yao Hu 002; Yiqun Liu 001; Shaoping Ma (CoRR, 2025)

Pre-training for Legal Case Retrieval Based on Inter-Case Distinctions. - Weihang Su; Qingyao Ai; Yueyue Wu; Anzhe Xie; Changyue Wang; Yixiao Ma; Haitao Li 006; Zhijing Wu 001; Yiqun Liu 001; Min Zhang 006 (ACM Trans. Inf. Syst., 2025)