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Leyang Cui
Leyang
≡
Leyang Cui （崔乐阳）
I obtained my Ph.D. degree at Zhejiang University and Westlake University, advised by Prof. Yue Zhang. My research interests center on large language models—especially coding agents, agentic reinforcement learning, and strategies for mitigating hallucinations.
Looking for internship or collaboration? Drop me an email.
Email: nealcly.nlp AT gmail.com
News
- Jul. 2025 · Invited to deliver a talk titled “Hallucination in LLMs: Current Advances and Future Frontiers” at FEVER, ACL 2025.
- Aug. 2025 · Organizing a tutorial titled “LLM-based Role-Playing from the Perspective of Hallucinations” at IJCAI 2025.
- Aug. 2024 · Invited to serve as Session Chair at ACL 2024.
- Sep. 2023 · Invited to serve as Action Editor/Area Chair at EACL, NAACL, and ACL 2024.
- Dec. 2022 · Invited to serve as Area Chair (Syntax: Tagging, Chunking and Parsing) at ACL 2023.
- Jun. 2022 · Invited to serve as Area Chair (Dialogue and Interactive Systems) at EMNLP 2022.
Experience
- Jun. 2021 - Dec. 2021 Research Intern, Pattern Recognition Center, WeChat, Tencent. Advised by Fandong Meng
- Nov. 2020 - May. 2021 Research Intern, NLC Group, MSRA. Advised by Yu Wu and Shujie Liu
- Jun. 2019 - Sep. 2019 Research Intern, NLC Group, MSRA. Advised by Yu Wu and Shujie Liu
- Sep. 2017 - Apr. 2018 Research Intern, NLP Department, I2R, ASTAR. Advised by Anh Tuan Luu
Publications
(*: Equal contribution, †: Corresponding author)Preprints:
- Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs [PDF] Sen Yang, Xin Li, Leyang Cui, Lidong Bing, Wai Lam
- Towards Robust Online Dialogue Response Generation [PDF]
Leyang Cui, Fandong Meng, Yijin Liu, Jie Zhou, Yue Zhang
Conference Papers:
- Do Reasoning Models Show Better Verbalized Calibration? [PDF] Qingcheng Zeng, Weihao Xuan, Leyang Cui, Rob Voigt
- Lost in Literalism: How Supervised Training Shapes Translationese in LLMs [PDF] Yafu Li, Ronghao Zhang, Zhilin Wang, Huajian Zhang, Leyang Cui, Yongjing Yin, Tong Xiao, Yue Zhang
- Alleviating Hallucinations of Large Language Models through Induced Hallucinations [PDF] Yue Zhang, Leyang Cui†, Wei Bi, Shuming Shi
- Collaborative Evaluation: Exploring the Synergy of Large Language Models and Humans for Open-ended Generation Evaluation [PDF] Qintong Li, Leyang Cui, Lingpeng Kong, Wei Bi
- Gated Slot Attention for Efficient Linear-Time Sequence Modeling Yu Zhang, Songlin Yang, Rui-Jie Zhu, Yue Zhang, Leyang Cui, Yiqiao Wang, Bolun Wang, Freda Shi, Bailin Wang, Wei Bi, Peng Zhou, Guohong Fu
- Knowledge Verification to Nip Hallucination in the Bud Fanqi Wan, Xinting Huang, Leyang Cui, Xiaojun Quan, Wei Bi, Shuming Shi
- Not All Preference Pairs Are Created Equal: A Recipe for Annotation-Efficient Iterative Preference Learning Sen Yang, Leyang Cui†, Deng Cai, Xinting Huang, Shuming Shi, Wai Lam
- Selection-p: Self-Supervised Task-Agnostic Prompt Compression for Faithfulness and Transferability Tsz Ting Chung, Leyang Cui, Lemao Liu, Xinting Huang, Shuming Shi, Dit-Yan Yeung
- DETect: Deepfake Text Detection in the Wild Yafu Li, Qintong Li, Leyang Cui†, Wei Bi, Zhilin Wang, Longyue Wang, Linyi Yang, Shuming Shi, Yue Zhang†
- Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal Jianheng Huang, Leyang Cui, Ante Wang, Chengyi Yang, Xinting Liao, Linfeng Song, Junfeng Yao, Jinsong Su
- GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers Qintong Li, Leyang Cui, Xueliang Zhao, Lingpeng Kong, Wei Bi
- Spotting AI’s Touch: Identifying LLM-Paraphrased Spans in Text Yafu Li, Zhilin Wang, Leyang Cui†, Wei Bi, Shuming Shi, Yue Zhang†
- Benchmarking and Improving Long-Text Translation with Large Language Models Zefeng Du, Wenxiang Jiao, Longyue Wang, Chenyang Lyu, Jianhui Pang, Leyang Cui, Kaiqiang Song, Derek F. Wong, Shuming Shi, Zhaopeng Tu
- Retrieval is Accurate Generation Bowen Cao, Deng Cai, Leyang Cui, Xuxin Cheng, Wei Bi, Yuexian Zou, Shuming Shi
- NaRuto: Automatically Acquiring Planning Models from Narrative Texts Ruiqi Li, Leyang Cui, Songtuan Lin, Patrik Haslum
- EDeR: Towards Understanding Dependency Relations Between Events Ruiqi Li, Patrik Haslum, Leyang Cui†
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RobustGEC: Robust Grammatical Error Correction Against Subtle Context Perturbation
Yue Zhang, Leyang Cui†, Enbo Zhao, Wei Bi, Shuming Shi
EMNLP 2023 -
Non-autoregressive Text Editing with Copy-aware Latent Alignments
Yu Zhang*, Yue Zhang*, Leyang Cui, Guohong Fu
EMNLP 2023 -
LogiCoT: Logical Chain-of-Thought Instruction Tuning
Hanmeng Liu, Zhiyang Teng, Leyang Cui, Chaoli Zhang, Qiji Zhou, Yue Zhang
Findings of EMNLP 2023 - Explicit Syntactic Guidance for Neural Text Generation
Yafu Li, Leyang Cui†, Jianhao Yan, Yongjing Yin, Wei Bi, Shuming Shi, Yue Zhang†
ACL 2023, Best Paper Nomination (1.6%) - Enhancing Grammatical Error Correction Systems with Explanations
Yuejiao Fei, Leyang Cui†, Sen Yang, Wai Lam, Zhenzhong Lan, Shuming Shi
ACL 2023 - Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems
Chiyu Song, Hongliang He, Haofei Yu, Pengfei Fang, Leyang Cui, Zhenzhong Lan
Findings of ACL 2023 - Cross-domain Generalization for AMR Parsing
Xuefeng Bai, Sen Yang, Leyang Cui, Linfeng Song, Yue Zhang
EMNLP 2022 - Multi-Granularity Optimization for Non-Autoregressive Translation
Yafu Li, Leyang Cui†, Yongjing Yin, Yue Zhang†
EMNLP 2022 - FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition
Linyi Yang, Lifan Yuan, Leyang Cui, Wenyang Gao, Yue Zhang
COLING 2022 - Investigating Non-local Features for Neural Constituency Parsing
Leyang Cui*, Sen Yang*, Yue Zhang
ACL 2022 - Challenges to Open-Domain Constituency Parsing
Sen Yang, Leyang Cui, Ruoxi Ning, Di Wu, Yue Zhang
Findings of ACL 2022 - Knowledge Enhanced Fine-tuning for Better Handling Unseen Entities in Dialogue Generation
Leyang Cui, Yu Wu, Shujie Liu, Yue Zhang
EMNLP 2021 - Solving Aspect Category Sentiment Analysis as a Text Generation Task
Jian Liu, Zhiyang Teng, Leyang Cui, Hanmeng Liu, Yue Zhang
EMNLP 2021 - Template-based Named Entity Recognition Using BART
Leyang Cui, Yu Wu, Jian Liu, Sen Yang, Yue Zhang
Findings of ACL 2021 - On Commonsense Cues in BERT for Solving Commonsense Tasks
Leyang Cui, Sijie Cheng, Yu Wu, Yue Zhang
Findings of ACL 2021 - Natural Language Inference in Context Investigating Contextual Reasoning over Long Texts
Hangmeng Liu, Leyang Cui, Jian Liu, Yue Zhang
AAAI 2021 - MuTual: A Dataset for Multi-Turn Dialogue Reasoning
Leyang Cui, Yu Wu, Shujie Liu, Yue Zhang, Ming Zhou
ACL 2020 - What Have We Achieved on Text Summarization?
Dandan Huang*, Leyang Cui*, Sen Yang*, Guangsheng Bao, Kun Wang, Jun Xie, Yue Zhang
EMNLP 2020 - Making the Best Use of Review Summary for Sentiment Analysis
Sen Yang*, Leyang Cui*, Jun Xie, Yue Zhang
COLING 2020 - Does Chinese BERT Encode Word Structure?
Yile Wang, Leyang Cui, Yue Zhang
COLING 2020 - LogiQA: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning
Jian Liu, Leyang Cui, Hanmeng Liu, Dandan Huang, Yile Wang, Yue Zhang
IJCAI 2020 - Evaluating Commonsense in Pre-trained Language Models
Xuhui Zhou, Yue Zhang, Leyang Cui, Dandan Huang
AAAI 2020 - Hierarchically-Refined Label Attention Network for Sequence Labeling
Leyang Cui, Yue Zhang
EMNLP 2019
EMNLP 2025
ACL 2025
Findings of NAACL 2025
COLING 2025
NeurIPS 2024
EMNLP 2024
Findings of EMNLP 2024
Findings of EMNLP 2024
ACL 2024
ACL 2024
ACL 2024
Findings of ACL 2024
Findings of ACL 2024
ICLR 2024
AAAI 2024
EMNLP 2023
Journal Papers:
- Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models [PDF] Yue Zhang, Yafu Li, Leyang Cui†, Deng Cai, Lemao Liu, Tingchen Fu, Xinting Huang, Enbo Zhao, Yu Zhang, Yulong Chen, Longyue Wang, Anh Tuan Luu, Wei Bi, Freda Shi, Shuming Shi
- LogiQA 2.0—An Improved Dataset for Logical Reasoning in Natural Language Understanding
Hanmeng Liu, Jian Liu, Leyang Cui, Zhiyang Teng, Nan Duan, Ming Zhou, Yue Zhang
IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2023 - Label Attention Network for Structured Prediction
Leyang Cui*, Yafu Li*, Yue Zhang
IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2022 - Improving Skip-gram Embeddings Using BERT
Yile Wang, Leyang Cui, Yue Zhang
IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2021
Computational Linguistics
Services
- Senior Program Committee Member: IJCAI 2021
- Area Chair: EMNLP 2022, ACL 2023, EACL 2024, NAACL 2024, ACL 2024
- Reviewer: TASLP, TACL
- Program Committee Member: NAACL 2022, ACL 2022, AAAI 2021, ACL 2021, EMNLP 2021, AAAI 2020, EMNLP 2020, COLING 2020, IJCAI 2020
Awards
- Westlake Presidential Award, 2022
- Stars of Tomorrow, MSRA, 2021
- Outstanding Students, Zhejiang University, 2019, 2020 and 2021
- National Scholarship, 2019