---
title: "Qingyao Ai — all works — Elamur Research"
description: "All 29 works of Qingyao Ai in the Elamur Research library, the most cited first: our summaries where we have them, else the original."
canonical: "https://research.elamur.ai/free/en/authors/qingyao-ai/works/"
---
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# Qingyao Ai — all works

29 works · [← Qingyao Ai](https://md.research.elamur.ai/free/en/authors/qingyao-ai/)

1. [**LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods arXiv:2412.05579**Haitao Li, Qian Dong, Junjie Chen, et al.*2024 · 195 citations*](https://md.research.elamur.ai/free/en/papers/li-2024-llms-judges-comprehensive-survey-llm/)
2. **[DRAGIN: Dynamic Retrieval Augmented Generation based on the Real-time Information Needs of Large Language Models](https://md.research.elamur.ai/free/en/papers/su-2024-dragin-dynamic-retrieval-augmented-generation/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Weihang Su, Yichen Tang, Qingyao Ai, et al.*2024 · 137 citations*
3. **[SAILER: Structure-aware Pre-trained Language Model for Legal Case Retrieval ↗](https://arxiv.org/abs/2304.11370) arXiv:2304.11370 · no summary yet**Haitao Li et al.*2023 · 134 citations*
4. **[SetRank ↗](https://doi.org/10.1145/3397271.3401104) International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) · no summary yet**Liang Pang et al.*2020 · 111 citations*
5. **[Unsupervised Real-Time Hallucination Detection based on the Internal States of Large Language Models](https://md.research.elamur.ai/free/en/papers/su-2024-unsupervised-real-time-hallucination-detection/) [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/)**Weihang Su, Changyue Wang, Qingyao Ai, et al.*2024 · 99 citations*
6. **[LexEval: A Comprehensive Chinese Legal Benchmark for Evaluating Large Language Models ↗](https://arxiv.org/abs/2409.20288) arXiv:2409.20288 · no summary yet**Haitao Li et al.*2024 · 77 citations*
7. **[LeCaRDv2: A Large-Scale Chinese Legal Case Retrieval Dataset ↗](https://arxiv.org/abs/2310.17609) arXiv:2310.17609 · no summary yet**Haitao Li et al.*2023 · 63 citations*
8. **[LegalAgentBench: Evaluating LLM Agents in Legal Domain](https://md.research.elamur.ai/free/en/papers/li-2025-legalagentbench-evaluating-llm-agents-legal/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Haitao Li, Junjie Chen, Jingli Yang, et al.*2025 · 62 citations*
9. **[STARD: A Chinese Statute Retrieval Dataset Derived from Real-life Queries by Non-professionals ↗](https://aclanthology.org/2024.findings-emnlp.625/) Findings of the Association for Computational Linguistics: EMNLP 2024 · no summary yet**Weihang Su et al.*2024 · 27 citations*
10. **[CaseEncoder: A Knowledge-enhanced Pre-trained Model for Legal Case Encoding ↗](https://aclanthology.org/2023.emnlp-main.441/) Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing · no summary yet**Yixiao Ma et al.*2023 · 25 citations*
11. **[THUIR@COLIEE 2023: Incorporating Structural Knowledge into Pre-trained Language Models for Legal Case Retrieval ↗](https://arxiv.org/abs/2305.06812) arXiv:2305.06812 · no summary yet**Haitao Li et al.*2023 · 24 citations*
12. **[JuDGE: Benchmarking Judgment Document Generation for Chinese Legal System ↗](https://arxiv.org/abs/2503.14258) arXiv:2503.14258 · no summary yet**Weihang Su et al.*2025 · 22 citations*
13. **[CalibraEval: Calibrating Prediction Distribution to Mitigate Selection Bias in LLMs-as-Judges](https://md.research.elamur.ai/free/en/papers/li-2025-calibraeval-calibrating-prediction-distribution-mitigate/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Haitao Li, Junjie Chen, Qingyao Ai, et al.*2025 · 15 citations*
14. **[An Intent Taxonomy of Legal Case Retrieval ↗](https://arxiv.org/abs/2307.13298) arXiv:2307.13298 · no summary yet**Yunqiu Shao et al.*2023 · 14 citations*
15. **[DELTA: Pre-train a Discriminative Encoder for Legal Case Retrieval via Structural Word Alignment ↗](https://arxiv.org/abs/2403.18435) arXiv:2403.18435 · no summary yet**Haitao Li et al.*2024 · 13 citations*
16. **[THUIR@COLIEE 2023: More Parameters and Legal Knowledge for Legal Case Entailment ↗](https://arxiv.org/abs/2305.06817) arXiv:2305.06817 · no summary yet**Haitao Li et al.*2023 · 11 citations*
17. **[CaseGen: A Benchmark for Multi-Stage Legal Case Documents Generation ↗](https://arxiv.org/abs/2502.17943) arXiv:2502.17943 · no summary yet**Haitao Li et al.*2025 · 9 citations*
18. **[Evaluation Ethics of LLMs in Legal Domain ↗](https://arxiv.org/abs/2403.11152) arXiv:2403.11152 · no summary yet**Ruizhe Zhang et al.*2024 · 9 citations*
19. **[STARD: A Chinese Statute Retrieval Dataset with Real Queries Issued by Non-professionals ↗](https://arxiv.org/abs/2406.15313) arXiv:2406.15313 · no summary yet**Weihang Su et al.*2024 · 7 citations*
20. **[Evaluation of Large Language Models in Legal Applications: Challenges, Methods, and Future Directions ↗](https://arxiv.org/abs/2601.15267) arXiv:2601.15267 · no summary yet**Yiran Hu et al.*2026 · 6 citations*
21. **[LegalOne: A Family of Foundation Models for Reliable Legal Reasoning ↗](https://arxiv.org/abs/2602.00642) arXiv:2602.00642 · no summary yet**Haitao Li et al.*2026 · 6 citations*
22. **[LeKUBE: A Legal Knowledge Update BEnchmark ↗](https://arxiv.org/abs/2407.14192) arXiv:2407.14192 · no summary yet**Changyue Wang et al.*2024 · 4 citations*
23. **[LLMs on Trial: Evaluating Judicial Fairness for Large Language Models ↗](https://arxiv.org/abs/2507.10852) arXiv:2507.10852 · no summary yet**Yiran Hu et al.*2025 · 3 citations*
24. **[Enhancing Judgment Document Generation via Agentic Legal Information Collection and Rubric-Guided Optimization ↗](https://arxiv.org/abs/2605.02011) arXiv:2605.02011 · no summary yet**Weihang Su et al.*2026 · 1 citation*
25. **[JustEva: A Toolkit to Evaluate LLM Fairness in Legal Knowledge Inference ↗](https://arxiv.org/abs/2509.12104) arXiv:2509.12104 · no summary yet**Zongyue Xue et al.*2025 · 1 citation*
26. **[Civil Court Simulation with Large Language Models ↗](https://arxiv.org/abs/2606.09632) arXiv:2606.09632 · no summary yet**Yifan Chen et al.*2026*
27. **[LexRubric: A Rubric-Guided Diagnostic Benchmark for Open-Ended Legal Tasks ↗](https://arxiv.org/abs/2606.09389) arXiv:2606.09389 · no summary yet**Yifan Chen et al.*2026*
28. **[Generative Chinese Statute Retrieval ↗](https://arxiv.org/abs/2607.11109) arXiv:2607.11109 · no summary yet**Yiteng Tu et al.*2026*
29. **[Chinese Court Simulation with LLM-Based Agents System ↗](https://aclanthology.org/2026.findings-acl.411/) Findings of the Association for Computational Linguistics: ACL 2026 · no summary yet**Kaiyuan Zhang et al.*2026*