🎓 Works of Peking University

74 works · the most cited first · ← Peking University

1. DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement LearningDeepSeek-AI, Daya Guo, Dejian Yang, et al.2025 · 4,593 citations
2. A Survey on Evaluation of Large Language ModelsYupeng Chang, Xu Wang, Jindong Wang, et al.2023 · 3,640 citations
3. DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language ModelsZhihong Shao, Peiyi Wang, Qihao Zhu, et al.2024 · 2,013 citations
4. VisualBERT: A Simple and Performant Baseline for Vision and LanguageLiunian Harold Li, Mark Yatskar, Da Yin, et al.2019 · 1,510 citations
5. K-BERT: Enabling Language Representation with Knowledge GraphWeijie Liu, Peng Zhou, Zhe Zhao, et al.2019 · 1,006 citations
6. Gated Self-Matching Networks for Reading Comprehension and Question AnsweringWenhui Wang, Nan Yang, Furu Wei, et al.2017 · 823 citations
7. Classifying Relations via Long Short Term Memory Networks along Shortest Dependency PathsYan Xu, Lili Mou, Ge Li, et al.2015 · 769 citations
8. WizardLM: Empowering large pre-trained language models to follow complex instructionsCan Xu, Qingfeng Sun, Kai Zheng, et al.2023 · 729 citations
9. Style Transfer in Text: Exploration and EvaluationZhenxin Fu, Xiaoye Tan, Nanyun Peng, et al.2017 · 701 citations
10. Video-LLaVA: Learning United Visual Representation by Alignment Before ProjectionBin Lin, Yang Ye, Bin Zhu, et al.2023 · 614 citations
11. Co-Training for Cross-Lingual Sentiment ClassificationXiaojun Wan2009 · 594 citations
12. Instruction Tuning for Large Language Models: A SurveyShengyu Zhang, Linfeng Dong, Xiaoya Li, et al.2023 · 515 citations
13. Baichuan 2: Open Large-scale Language ModelsAiyuan Yang, Bin Xiao, Bingning Wang, et al.2023 · 512 citations
14. Multilingual Machine Translation with Large Language Models: Empirical Results and AnalysisWenhao Zhu, Hongyi Liu, Qingxiu Dong, et al.2024 · 503 citations
15. Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human AnnotationsPeiyi Wang, Lei Li, Zhihong Shao, et al.2024 · 482 citations
16. Multi-Modal Sarcasm Detection in Twitter with Hierarchical Fusion ModelYitao Cai, Huiyu Cai, Xiaojun Wan2019 · 450 citations
17. Entity-Relation Extraction as Multi-Turn Question AnsweringXiaoya Li, Fan Yin, Zijun Sun, et al.2019 · 437 citations
18. GPT-NER: Named Entity Recognition via Large Language ModelsShuhe Wang, Xiaofei Sun, Xiaoya Li, et al.2025 · 436 citations
19. Natural Language Inference by Tree-Based Convolution and Heuristic MatchingLili Mou, Rui Men, Ge Li, et al.2016 · 425 citations
20. Abstractive Document Summarization with a Graph-Based Attentional Neural ModelJiwei Tan, Xiaojun Wan, Jianguo Xiao2017 · 407 citations
21. Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video AnalysisChaoyou Fu, Yuhan Dai, Yongdong Luo, et al.2024 · 403 citations
22. CAIL2018: A Large-Scale Legal Dataset for Judgment PredictionChaojun Xiao, Haoxi Zhong, Zhipeng Guo, et al.2018 · 375 citations
23. FastBERT: a Self-distilling BERT with Adaptive Inference TimeWeijie Liu, Peng Zhou, Zhiruo Wang, et al.2020 · 374 citations
24. Question Answering on Freebase via Relation Extraction and Textual EvidenceKun Xu, Siva Reddy, Yansong Feng, et al.2016 · 357 citations
25. ChatEval: Towards Better LLM-based Evaluators through Multi-Agent DebateChi-Min Chan, Weize Chen, Yusheng Su, et al.2023 · 351 citations
26. Do NLP Models Know Numbers? Probing Numeracy in EmbeddingsEric Wallace, Yizhong Wang, Sujian Li, et al.2019 · 348 citations
27. GraphCodeBERT: Pre-training Code Representations with Data FlowDaya Guo, Shuo Ren, Shuai Lu, et al.2021 · 328 citations
28. Unpaired Sentiment-to-Sentiment Translation: A Cycled Reinforcement Learning ApproachJingjing Xu, Xu Sun, Qi Zeng, et al.2018 · 301 citations
29. PromptRobust: Towards Evaluating the Robustness of Large Language Models on Adversarial PromptsKaijie Zhu, Jindong Wang, Jiaheng Zhou, et al.2023 · 301 citations
30. Multi-step Jailbreaking Privacy Attacks on ChatGPTHaoran Li, Dadi Guo, Wei Fan, et al.2023 · 298 citations
31. Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question AnsweringYanlin Feng, Xinyue Chen, Bill Yuchen Lin, et al.2020 · 295 citations
32. API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMsMinghao Li, Yingxiu Zhao, Bowen Yu, et al.2023 · 281 citations
33. An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language ModelsLiang Chen, Haozhe Zhao, Tianyu Liu, et al.2024 · 276 citations
34. A Survey on LLM-Generated Text Detection: Necessity, Methods, and Future DirectionsJunchao Wu, Shu Yang, Runzhe Zhan, et al.2025 · 276 citations
35. A Dual Reinforcement Learning Framework for Unsupervised Text Style TransferFuli Luo, Peng Li, Jie Zhou, et al.2019 · 265 citations
36. Why Can GPT Learn In-Context? Language Models Secretly Perform Gradient Descent as Meta-OptimizersDamai Dai, Yutao Sun, Li Dong, et al.2023 · 252 citations
37. Chatlaw: A Multi-Agent Legal Assistant based on a Role-Aligned Mixture-of-Experts ArchitectureJiaxi Cui; Munan Ning; Zongjian Li; Bohua Chen; Yang Yan; Hao Li; Bin Ling; Yonghong Tian;, Li Yuan2023 · 246 citations
38. Knowledge-Grounded Dialogue Generation with Pre-trained Language ModelsXueliang Zhao, Wei Wu, Can Xu, et al.2020 · 244 citations
39. Prompt for Extraction? PAIE: Prompting Argument Interaction for Event Argument ExtractionYubo Ma, Zehao Wang, Yixin Cao, et al.2022 · 225 citations
40. Reasoning Over Semantic-Level Graph for Fact CheckingWanjun Zhong, Jingjing Xu, Duyu Tang, et al.2020 · 221 citations
41. Making Language Models Better Reasoners with Step-Aware VerifierYifei Li, Zeqi Lin, Shizhuo Zhang, et al.2023 · 216 citations
42. Safe RLHF: Safe Reinforcement Learning from Human FeedbackJosef Dai, Xuehai Pan, Ruiyang Sun, et al.2023 · 207 citations
43. Recursive Deep Models for Discourse ParsingJiwei Li, Rumeng Li, Eduard Hovy2014 · 206 citations
44. PandaLM: An Automatic Evaluation Benchmark for LLM Instruction Tuning OptimizationYidong Wang, Zhuohao Yu, Zhengran Zeng, et al.2023 · 189 citations
45. SGPT: GPT Sentence Embeddings for Semantic SearchNiklas Muennighoff2022 · 187 citations
46. Preference Ranking Optimization for Human AlignmentFeifan Song, Bowen Yu, Minghao Li, et al.2023 · 183 citations
47. Representation Degeneration Problem in Training Natural Language Generation ModelsJun Gao, Di He, Xu Tan, et al.2019 · 179 citations
48. A Two-Stage Parsing Method for Text-Level Discourse AnalysisYizhong Wang, Sujian Li, Houfeng Wang2017 · 164 citations
49. LooGLE: Can Long-Context Language Models Understand Long Contexts?Jiaqi Li, Mengmeng Wang, Zilong Zheng, et al.2023 · 162 citations
50. Implicit Discourse Relation Classification via Multi-Task Neural NetworksYang Liu, Sujian Li, Xiaodong Zhang, et al.2016 · 162 citations
51. Describe, Explain, Plan and Select: Interactive Planning with Large Language Models Enables Open-World Multi-Task AgentsZihao Wang, Shaofei Cai, Guanzhou Chen, et al.2023 · 161 citations
52. Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language ModelsBofei Gao, Feifan Song, Zhe Yang, et al.2024 · 159 citations
53. Lawyer LLaMA Technical ReportQuzhe Huang, Mingxu Tao, Chen Zhang, et al.2023 · 155 citations
54. pkudblab at SemEval-2016 Task 6 : A Specific Convolutional Neural Network System for Effective Stance DetectionWan Wei, Xiao Zhang, Xuqin Liu, et al.2016 · 155 citations
55. Label Words are Anchors: An Information Flow Perspective for Understanding In-Context LearningLean Wang, Lei Li, Damai Dai, et al.2023 · 153 citations
56. Process Reinforcement through Implicit RewardsGanqu Cui, Lifan Yuan, Zefan Wang, et al.2025 · 147 citations
57. rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep ThinkingXinyu Guan, Li Lyna Zhang, Yifei Liu, et al.2025 · 146 citations
58. Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative DecodingHeming Xia, Zhe Yang, Qingxiu Dong, et al.2024 · 145 citations
59. SGM: Sequence Generation Model for Multi-label ClassificationPengcheng Yang, Xu Sun, Wei Li, et al.2018 · 145 citations
60. Justice or Prejudice? Quantifying Biases in LLM-as-a-JudgeJiayi Ye, Yanbo Wang, Yue Huang, et al.2024 · 142 citations
61. A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text GenerationTianyu Liu, Yizhe Zhang, Chris Brockett, et al.2022 · 140 citations
62. SafetyBench: Evaluating the Safety of Large Language ModelsZhexin Zhang, Leqi Lei, Lindong Wu, et al.2023 · 135 citations
63. Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic ReasoningPan Lu, Ran Gong, Shibiao Jiang, et al.2021 · 134 citations
64. EAGLE-2: Faster Inference of Language Models with Dynamic Draft TreesYuhui Li, Fangyun Wei, Chao Zhang, et al.2024 · 131 citations
65. Recognizing Implicit Discourse Relations via Repeated Reading: Neural Networks with Multi-Level AttentionYang Liu, Sujian Li2016 · 128 citations
66. Multimodal ArXiv: A Dataset for Improving Scientific Comprehension of Large Vision-Language ModelsLei Li, Yuqi Wang, Runxin Xu, et al.2024 · 123 citations
67. RestGPT: Connecting Large Language Models with Real-World RESTful APIsYifan Song, Weimin Xiong, Dawei Zhu, et al.2023 · 108 citations
68. AMR-To-Text Generation with Graph TransformerTianming Wang, Xiaojun Wan, Hanqi Jin2020 · 108 citations
69. SciDTB: Discourse Dependency TreeBank for Scientific AbstractsAn Yang, Sujian Li2018 · 83 citations
70. Implicit Discourse Relation Recognition by Selecting Typical Training ExamplesXun Wang, Sujian Li, Jiwei Li, et al.2012 · 47 citations
71. How Is LLM Reasoning Distracted by Irrelevant Context? An Analysis Using a Controlled BenchmarkMinglai Yang, Ethan Huang, Liang Zhang, et al.2025 · 24 citations
72. A Double-Graph Based Framework for Frame Semantic ParsingCe Zheng, Xudong Chen, Runxin Xu, et al.2022 · 20 citations
73. Rethinking Pragmatics in Large Language Models: Towards Open-Ended Evaluation and Preference TuningShengguang Wu, Shusheng Yang, Zhenglun Chen, et al.2024 · 16 citations
74. Incorporate Semantic Structures into Machine Translation Evaluation via UCCAJin Xu, Yinuo Guo, Junfeng Hu2020 · 12 citations

↑ back to top

This page in Markdown → https://md.research.elamur.ai/free/en/universities/peking-university/works/