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Zhiyuan Liu — all works

110 works · page 1 of 2 · 1–100 · ← Zhiyuan Liu

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  1. Graph neural networks: A review of methods and applications ↗AI Open · no summary yetJie Zhou et al.2018 · 6,904 citations
  2. Learning Entity and Relation Embeddings for Knowledge Graph Completion ↗AAAI 2015 · no summary yetYankai Lin et al.2015 · 3,875 citations
  3. ERNIE: Enhanced Language Representation with Informative Entities ↗Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics · no summary yetZhengyan Zhang et al.2019 · 1,848 citations
  4. Neural Relation Extraction with Selective Attention over Instances ↗Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetYankai Lin et al.2016 · 1,212 citations
  5. FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation ↗Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing · no summary yetXu Han et al.2018 · 878 citations
  6. Representation Learning of Knowledge Graphs with Entity Descriptions ↗Proceedings of the AAAI Conference on Artificial Intelligence · no summary yetRuobing Xie et al.2016 · 776 citations
  7. DocRED: A Large-Scale Document-Level Relation Extraction Dataset ↗Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics · no summary yetYuan Yao et al.2019 · 725 citations
  8. Modeling Relation Paths for Representation Learning of Knowledge BasesConference on Empirical Methods in Natural Language Processing (EMNLP)Yankai Lin, Zhiyuan Liu, Huanbo Luan, et al.2015 · 702 citations
  9. Relation Classification via Multi-Level Attention CNNsAnnual Meeting of the Association for Computational Linguistics (ACL)Linlin Wang, Zhu Cao, Gerard de Melo, et al.2016 · 578 citations
  10. How Does NLP Benefit Legal System: A Summary of Legal Artificial IntelligenceAnnual Meeting of the Association for Computational Linguistics (ACL)Haoxi Zhong, Chaojun Xiao, Cunchao Tu, et al.2020 · 518 citations
  11. Legal Judgment Prediction via Topological LearningConference on Empirical Methods in Natural Language Processing (EMNLP)Haoxi Zhong, Zhipeng Guo, Cunchao Tu, et al.2018 · 480 citations
  12. PPT: Pre-trained Prompt Tuning for Few-shot LearningAnnual Meeting of the Association for Computational Linguistics (ACL)Yuxian Gu, Xu Han, Zhiyuan Liu, et al.2022 · 471 citations
  13. Hybrid Attention-Based Prototypical Networks for Noisy Few-Shot Relation Classification ↗Proceedings of the AAAI Conference on Artificial Intelligence · no summary yetTianyu Gao et al.2019 · 452 citations
  14. Topical Word Embeddings ↗Proceedings of the AAAI Conference on Artificial Intelligence · no summary yetYang Liu et al.2015 · 441 citations
  15. Iterative Entity Alignment via Joint Knowledge Embeddings ↗International Joint Conference on Artificial Intelligence · no summary yetHao Zhu et al.2017 · 407 citations
  16. Enhancing Chat Language Models by Scaling High-quality Instructional ConversationsarXiv:2305.14233Ning Ding, Yulin Chen, Bokai Xu, et al.2023 · 402 citations
  17. Lawformer: A Pre-trained Language Model for Chinese Legal Long Documents ↗arXiv:2105.03887 · no summary yetChaojun Xiao et al.2021 · 396 citations
  18. OpenKE: An Open Toolkit for Knowledge Embedding ↗Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing: System Demonstrations · no summary yetXu Han et al.2018 · 387 citations
  19. Neural Sentiment Classification with User and Product Attention ↗Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing · no summary yetHuimin Chen et al.2016 · 387 citations
  20. CAIL2018: A Large-Scale Legal Dataset for Judgment PredictionarXiv:1807.02478Chaojun Xiao, Haoxi Zhong, Zhipeng Guo, et al.2018 · 375 citations
  21. Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text ClassificationAnnual Meeting of the Association for Computational Linguistics (ACL)Shengding Hu, Ning Ding, Huadong Wang, et al.2022 · 362 citations
  22. ChatEval: Towards Better LLM-based Evaluators through Multi-Agent DebatearXiv:2308.07201Chi-Min Chan, Weize Chen, Yusheng Su, et al.2023 · 359 citations
  23. A Unified Model for Word Sense Representation and DisambiguationConference on Empirical Methods in Natural Language Processing (EMNLP)Xinxiong Chen, Zhiyuan Liu, Maosong Sun2014 · 359 citations
  24. Word-level Textual Adversarial Attacking as Combinatorial OptimizationAnnual Meeting of the Association for Computational Linguistics (ACL)Yuan Zang, Fanchao Qi, Chenghao Yang, et al.2020 · 340 citations
  25. Few-NERD: A Few-shot Named Entity Recognition DatasetAnnual Meeting of the Association for Computational Linguistics (ACL)Ning Ding, Guangwei Xu, Yulin Chen, et al.2021 · 336 citations
  26. FewRel 2.0: Towards More Challenging Few-Shot Relation Classification ↗Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) · no summary yetTianyu Gao et al.2019 · 334 citations
  27. Multi-Channel Graph Neural Network for Entity Alignment ↗Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics · no summary yetYixin Cao et al.2019 · 318 citations
  28. Image-embodied Knowledge Representation Learning ↗International Joint Conference on Artificial Intelligence · no summary yetRuobing Xie et al.2017 · 298 citations
  29. GEAR: Graph-based Evidence Aggregating and Reasoning for Fact VerificationAnnual Meeting of the Association for Computational Linguistics (ACL)Jie Zhou, Xu Han, Cheng Yang, et al.2019 · 289 citations
  30. Fine-grained Fact Verification with Kernel Graph Attention NetworkAnnual Meeting of the Association for Computational Linguistics (ACL)Zhenghao Liu, Chenyan Xiong, Maosong Sun, et al.2020 · 283 citations
  31. ONION: A Simple and Effective Defense Against Textual Backdoor AttacksConference on Empirical Methods in Natural Language Processing (EMNLP)Fanchao Qi, Yangyi Chen, Mukai Li, et al.2021 · 280 citations
  32. OpenPrompt: An Open-source Framework for Prompt-learningAnnual Meeting of the Association for Computational Linguistics (ACL)Ning Ding, Shengding Hu, Weilin Zhao, et al.2022 · 279 citations
  33. MAVEN: A Massive General Domain Event Detection DatasetConference on Empirical Methods in Natural Language Processing (EMNLP)Xiaozhi Wang, Ziqi Wang, Xu Han, et al.2020 · 261 citations
  34. Learning from Context or Names? An Empirical Study on Neural Relation ExtractionConference on Empirical Methods in Natural Language Processing (EMNLP)Hao Peng, Tianyu Gao, Xu Han, et al.2020 · 255 citations
  35. JEC-QA: A Legal-Domain Question Answering Dataset ↗arXiv:1911.12011 · no summary yetHaoxi Zhong et al.2019 · 255 citations
  36. CANE: Context-Aware Network Embedding for Relation Modeling ↗Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetCunchao Tu et al.2017 · 255 citations
  37. Hidden Killer: Invisible Textual Backdoor Attacks with Syntactic TriggerAnnual Meeting of the Association for Computational Linguistics (ACL)Fanchao Qi, Mukai Li, Yangyi Chen, et al.2021 · 238 citations
  38. Coreferential Reasoning Learning for Language RepresentationConference on Empirical Methods in Natural Language Processing (EMNLP)Deming Ye, Yankai Lin, Jiaju Du, et al.2020 · 228 citations
  39. Few-Shot Charge Prediction with Discriminative Legal AttributesInternational Conference on Computational Linguistics (COLING)Zikun Hu, Xiang Li, Cunchao Tu, et al.2018 · 221 citations
  40. RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback ↗arXiv:2312.00849 · no summary yetTianyu Yu et al.2023 · 217 citations
  41. Adversarial Training for Weakly Supervised Event DetectionConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Xiaozhi Wang, Xu Han, Zhiyuan Liu, et al.2019 · 210 citations
  42. Graph Neural Networks with Generated Parameters for Relation Extraction ↗Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics · no summary yetHao Zhu et al.2019 · 205 citations
  43. Denoising Distantly Supervised Open-Domain Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL)Yankai Lin, Haozhe Ji, Zhiyuan Liu, et al.2018 · 199 citations
  44. Mind the Style of Text! Adversarial and Backdoor Attacks Based on Text Style TransferConference on Empirical Methods in Natural Language Processing (EMNLP)Fanchao Qi, Yangyi Chen, Xurui Zhang, et al.2021 · 189 citations
  45. Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge GraphsAnnual Meeting of the Association for Computational Linguistics (ACL)Houyu Zhang, Zhenghao Liu, Chenyan Xiong, et al.2020 · 183 citations
  46. OpenNRE: An Open and Extensible Toolkit for Neural Relation Extraction ↗Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP): System Demonstrations · no summary yetXu Han et al.2019 · 183 citations
  47. Prompt-learning for Fine-grained Entity TypingFindings of the Association for Computational LinguisticsNing Ding, Yulin Chen, Xu Han, et al.2022 · 181 citations
  48. Hierarchical Relation Extraction with Coarse-to-Fine Grained Attention ↗Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing · no summary yetXu Han et al.2018 · 181 citations
  49. NumNet: Machine Reading Comprehension with Numerical Reasoning ↗Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) · no summary yetQiu Ran et al.2019 · 166 citations
  50. CLEVE: Contrastive Pre-training for Event ExtractionAnnual Meeting of the Association for Computational Linguistics (ACL)Ziqi Wang, Xiaozhi Wang, Xu Han, et al.2021 · 155 citations
  51. MOOCCube: A Large-scale Data Repository for NLP Applications in MOOCs ↗Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics · no summary yetJifan Yu et al.2020 · 155 citations
  52. Continual Relation Learning via Episodic Memory Activation and ReconsolidationAnnual Meeting of the Association for Computational Linguistics (ACL)Xu Han, Yi Dai, Tianyu Gao, et al.2020 · 152 citations
  53. Iteratively Questioning and Answering for Interpretable Legal Judgment Prediction ↗Proceedings of the AAAI Conference on Artificial Intelligence · no summary yetHaoxi Zhong et al.2020 · 149 citations
  54. Entity-Duet Neural Ranking: Understanding the Role of Knowledge Graph Semantics in Neural Information Retrieval ↗Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetZhenghao Liu et al.2018 · 144 citations
  55. Improved Word Representation Learning with Sememes ↗Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetYilin Niu et al.2017 · 140 citations
  56. ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive LearningAnnual Meeting of the Association for Computational Linguistics (ACL)Yujia Qin, Yankai Lin, Ryuichi Takanobu, et al.2021 · 139 citations
  57. Exploring and Evaluating Attributes, Values, and Structures for Entity Alignment ↗Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) · no summary yetZhiyuan Liu et al.2020 · 136 citations
  58. Neural Relation Extraction with Multi-lingual Attention ↗Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetYankai Lin, Zhiyuan Liu, Maosong Sun2017 · 136 citations
  59. Turn the Combination Lock: Learnable Textual Backdoor Attacks via Word Substitution ↗Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) · no summary yetFanchao Qi et al.2021 · 134 citations
  60. XQA: A Cross-lingual Open-domain Question Answering Dataset ↗Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics · no summary yetJiahua Liu et al.2019 · 132 citations
  61. HMEAE: Hierarchical Modular Event Argument Extraction ↗Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) · no summary yetXiaozhi Wang et al.2019 · 132 citations
  62. Differentiating Concepts and Instances for Knowledge Graph Embedding ↗Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing · no summary yetXin Lv et al.2018 · 130 citations
  63. InfLLM: Training-Free Long-Context Extrapolation for LLMs with an Efficient Context MemoryConference on Neural Information Processing Systems (NeurIPS)Chaojun Xiao, Pengle Zhang, Xu Han, et al.2024 · 126 citations
  64. Automatic Judgment Prediction via Legal Reading Comprehension ↗arXiv:1809.06537 · no summary yetShangbang Long et al.2018 · 120 citations
  65. OpenAttack: An Open-source Textual Adversarial Attack Toolkit ↗Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing: System Demonstrations · no summary yetGuoyang Zeng et al.2021 · 119 citations
  66. Do Pre-trained Models Benefit Knowledge Graph Completion? A Reliable Evaluation and a Reasonable Approach ↗Findings of the Association for Computational Linguistics: ACL 2022 · no summary yetXin Lv et al.2022 · 117 citations
  67. MoEfication: Transformer Feed-forward Layers are Mixtures of ExpertsFindings of the Association for Computational LinguisticsZhengyan Zhang, Yankai Lin, Zhiyuan Liu, et al.2022 · 115 citations
  68. Incorporating Relation Paths in Neural Relation Extraction ↗Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing · no summary yetWenyuan Zeng et al.2017 · 114 citations
  69. Chinese Relation Extraction with Multi-Grained Information and External Linguistic Knowledge ↗Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics · no summary yetZiran Li et al.2019 · 110 citations
  70. Sparse Low-rank Adaptation of Pre-trained Language Models ↗Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing · no summary yetNing Ding et al.2023 · 109 citations
  71. On Transferability of Prompt Tuning for Natural Language Processing ↗Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies · no summary yetYusheng Su et al.2022 · 107 citations
  72. Low-Resource Name Tagging Learned with Weakly Labeled Data ↗Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) · no summary yetYixin Cao et al.2019 · 107 citations
  73. More Data, More Relations, More Context and More Openness: A Review and Outlook for Relation Extraction ↗Proceedings of the 1st Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 10th International Joint Conference on Natural Language Processing · no summary yetXu Han et al.2020 · 106 citations
  74. Expertise Style Transfer: A New Task Towards Better Communication between Experts and Laymen ↗Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics · no summary yetYixin Cao et al.2020 · 105 citations
  75. Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations ↗Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) · no summary yetXin Lv et al.2019 · 104 citations
  76. MAVEN-ERE: A Unified Large-scale Dataset for Event Coreference, Temporal, Causal, and Subevent Relation ExtractionConference on Empirical Methods in Natural Language Processing (EMNLP)Xiaozhi Wang, Yulin Chen, Ning Ding, et al.2022 · 96 citations
  77. Advancing LLM Reasoning Generalists with Preference Trees ↗arXiv:2404.02078 · no summary yetLifan Yuan et al.2024 · 94 citations
  78. Does William Shakespeare REALLY Write Hamlet? Knowledge Representation Learning with ConfidenceProceedings of the AAAI Conference on Artificial IntelligenceRuobing Xie, Zhiyuan Liu, Fen Lin, et al.2017 · 93 citations
  79. DebugBench: Evaluating Debugging Capability of Large Language Models ↗Findings of the Association for Computational Linguistics: ACL 2024 · no summary yetRunchu Tian et al.2024 · 89 citations
  80. Finding Skill Neurons in Pre-trained Transformer-based Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Xiaozhi Wang, Kaiyue Wen, Zhengyan Zhang, et al.2022 · 85 citations
  81. Simulating Classroom Education with LLM-Empowered AgentsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Zheyuan Zhang, Daniel Zhang-Li, Jifan Yu, et al.2025 · 84 citations
  82. Open Relation Extraction: Relational Knowledge Transfer from Supervised Data to Unsupervised Data ↗Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) · no summary yetRuidong Wu et al.2019 · 84 citations
  83. Better Robustness by More Coverage: Adversarial and Mixup Data Augmentation for Robust Finetuning ↗Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021 · no summary yetChenglei Si et al.2021 · 80 citations
  84. CREATOR: Tool Creation for Disentangling Abstract and Concrete Reasoning of Large Language ModelsFindings of the Association for Computational LinguisticsCheng Qian, Chi Han, Yi Fung, et al.2023 · 75 citations
  85. Event Detection with Trigger-Aware Lattice Neural Network ↗Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) · no summary yetNing Ding et al.2019 · 74 citations
  86. Scaling Large Language Model-based Multi-Agent Collaboration ↗arXiv:2406.07155 · no summary yetChen Qian et al.2024 · 70 citations
  87. Dynamic Anticipation and Completion for Multi-Hop Reasoning over Sparse Knowledge Graph ↗Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) · no summary yetXin Lv et al.2020 · 69 citations
  88. Fully Hyperbolic Neural Networks ↗Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetWeize Chen et al.2022 · 68 citations
  89. Online Learning of Interpretable Word Embeddings ↗Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing · no summary yetHongyin Luo et al.2015 · 67 citations
  90. CAIL2019-SCM: A Dataset of Similar Case Matching in Legal Domain ↗arXiv:1911.08962 · no summary yetChaojun Xiao et al.2019 · 64 citations
  91. Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe ↗arXiv:2604.13016 · no summary yetYaxuan Li et al.2026 · 58 citations
  92. StableToolBench: Towards Stable Large-Scale Benchmarking on Tool Learning of Large Language Models ↗arXiv:2403.07714 · no summary yetZhicheng Guo et al.2024 · 55 citations
  93. Overview of CAIL2018: Legal Judgment Prediction Competition ↗arXiv:1810.05851 · no summary yetHaoxi Zhong et al.2018 · 35 citations
  94. RAGEval: Scenario Specific RAG Evaluation Dataset Generation FrameworkAnnual Meeting of the Association for Computational Linguistics (ACL)Kunlun Zhu, Yifan Luo, Dingling Xu, et al.2025 · 34 citations
  95. Sub-Character Tokenization for Chinese Pretrained Language ModelsTransactions of the Association for Computational Linguistics (TACL)Chenglei Si, Zhengyan Zhang, Yingfa Chen, et al.2023 · 29 citations
  96. Equality before the Law: Legal Judgment Consistency Analysis for Fairness ↗arXiv:2103.13868 · no summary yetYuzhong Wang et al.2021 · 25 citations
  97. ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code GenerationAnnual Meeting of the Association for Computational Linguistics (ACL)Xuanle Zhao, Xianzhen Luo, Qi Shi, et al.2025 · 24 citations
  98. Experiential Co-Learning of Software-Developing Agents ↗arXiv:2312.17025 · no summary yetChen Qian et al.2023 · 24 citations
  99. GACT: Activation Compressed Training for Generic Network Architectures ↗arXiv (Cornell University) · no summary yetLiu, Xiaoxuan et al.2022 · 20 citations
  100. Search and Refine During Think: Facilitating Knowledge Refinement for Improved Retrieval-Augmented ReasoningConference on Neural Information Processing Systems (NeurIPS)Yaorui Shi, Sihang Li, Chang Wu, et al.2025 · 18 citations

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