🎓 Works of University of Illinois Urbana-Champaign

76 works · the most cited first · ← University of Illinois Urbana-Champaign

1. SciPy 1.0 — Fundamental Algorithms for Scientific Computing in PythonPauli Virtanen, Ralf Gommers, Travis E. Oliphant, et al.2019 · 38,317 citations
2. Word Representations: A Simple and General Method for Semi-Supervised LearningJoseph Turian, Lev-Arie Ratinov, Yoshua Bengio2010 · 2,421 citations
3. Design Challenges and Misconceptions in Named Entity RecognitionLev Ratinov, Dan Roth2009 · 1,836 citations
4. Learning Question ClassifiersXin Li, Dan Roth2002 · 1,645 citations
5. Instance Weighting for Domain Adaptation in NLPJing Jiang, ChengXiang Zhai2007 · 870 citations
6. Towards Reasoning in Large Language Models: A SurveyJie Huang, Kevin Chen-Chuan Chang2023 · 775 citations
7. A Joint Model of Text and Aspect Ratings for Sentiment SummarizationIvan Titov, Ryan McDonald2008 · 729 citations
8. ChatDoctor: A Medical Chat Model Fine-Tuned on a Large Language Model Meta-AI (LLaMA) Using Medical Domain KnowledgeYunxiang Li, Zihan Li, Kai Zhang, et al.2023 · 640 citations
9. A Linear Programming Formulation for Global Inference in Natural Language TasksDan Roth, Wen-tau Yih2004 · 636 citations
10. Opinosis: A Graph Based Approach to Abstractive Summarization of Highly Redundant OpinionsKavita Ganesan, ChengXiang Zhai, Jiawei Han2010 · 608 citations
11. A Joint Neural Model for Information Extraction with Global FeaturesYing Lin, Heng Ji, Fei Huang, et al.2020 · 600 citations
12. Solving General Arithmetic Word ProblemsSubhro Roy, Dan Roth2015 · 580 citations
13. Collecting Image Annotations Using Amazon's Mechanical TurkCyrus Rashtchian, Peter Young, Micah Hodosh, et al.2010 · 562 citations
14. Large Language Models Can Self-ImproveJiaxin Huang, Shixiang Gu, Le Hou, et al.2023 · 560 citations
15. TextBugger: Generating Adversarial Text Against Real-world ApplicationsJinfeng Li, Shouling Ji, Tianyu Du, et al.2018 · 541 citations
16. The Importance of Syntactic Parsing and Inference in Semantic Role LabelingVasin Punyakanok, Dan Roth, Wen-tau Yih2008 · 538 citations
17. Cosmos QA: Machine Reading Comprehension with Contextual Commonsense ReasoningLifu Huang, Ronan Le Bras, Chandra Bhagavatula, et al.2019 · 536 citations
18. Regularizing Neural Networks by Penalizing Confident Output DistributionsGabriel Pereyra, George Tucker, Jan Chorowski, et al.2017 · 482 citations
19. Measuring Coding Challenge Competence With APPSDan Hendrycks, Steven Basart, Saurav Kadavath, et al.2021 · 438 citations
20. Document-Level Event Argument Extraction by Conditional GenerationSha Li, Heng Ji, Jiawei Han2021 · 432 citations
21. WikiMatrix: Mining 135M Parallel Sentences in 1620 Language Pairs from WikipediaHolger Schwenk, Vishrav Chaudhary, Shuo Sun, et al.2019 · 424 citations
22. Empower Sequence Labeling with Task-Aware Neural Language ModelLiyuan Liu, Jingbo Shang, Frank F. Xu, et al.2017 · 419 citations
23. UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language ModelsTianbao Xie, Chen Henry Wu, Peng Shi, et al.2022 · 405 citations
24. Large Language Models Cannot Self-Correct Reasoning YetJie Huang, Xinyun Chen, Swaroop Mishra, et al.2023 · 396 citations
25. Tool Learning with Foundation ModelsYujia Qin, Shengding Hu, Yankai Lin, et al.2023 · 376 citations
26. From Paraphrase Database to Compositional Paraphrase Model and BackJohn Wieting, Mohit Bansal, Kevin Gimpel, et al.2015 · 375 citations
27. Understanding the Value of Features for Coreference ResolutionEric Bengtson, Dan Roth2008 · 352 citations
28. Efficient Attentions for Long Document SummarizationLuyang Huang, Shuyang Cao, Nikolaus Parulian, et al.2021 · 334 citations
29. A massively parallel corpus: the Bible in 100 languagesChristos Christodouloupoulos, Mark J. Steedman2014 · 317 citations
30. Learning Named Entity Tagger using Domain-Specific DictionaryJingbo Shang, Liyuan Liu, Xiaotao Gu, et al.2018 · 301 citations
31. Multi-step Jailbreaking Privacy Attacks on ChatGPTHaoran Li, Dadi Guo, Wei Fan, et al.2023 · 298 citations
32. A Bayesian Mixed Effects Model of Literary CharacterDavid Bamman, Ted Underwood, Noah A. Smith2014 · 285 citations
33. emrQA: A Large Corpus for Question Answering on Electronic Medical RecordsAnusri Pampari, Preethi Raghavan, Jennifer Liang, et al.2018 · 285 citations
34. Text Classification Using Label Names Only: A Language Model Self-Training ApproachYu Meng, Yunyi Zhang, Jiaxin Huang, et al.2020 · 274 citations
35. Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding HeadsTianle Cai, Yuhong Li, Zhengyang Geng, et al.2024 · 271 citations
36. Factuality Challenges in the Era of Large Language ModelsIsabelle Augenstein, Timothy Baldwin, Meeyoung Cha, et al.2023 · 241 citations
37. Humanity's Last ExamLong Phan, Alice Gatti, Ziwen Han, et al.2025 · 235 citations
38. TrustLLM: Trustworthiness in Large Language ModelsYue Huang, Lichao Sun, Haoran Wang, et al.2024 · 226 citations
39. An Unsupervised Sentence Embedding Method by Mutual Information MaximizationYan Zhang, Ruidan He, Zuozhu Liu, et al.2020 · 213 citations
40. Generating Training Data with Language Models: Towards Zero-Shot Language UnderstandingYu Meng, Jiaxin Huang, Yu Zhang, et al.2022 · 206 citations
41. RAGTruth: A Hallucination Corpus for Developing Trustworthy Retrieval-Augmented Language ModelsCheng Niu, Yuanhao Wu, Juno Zhu, et al.2024 · 204 citations
42. Towards a Unified Multi-Dimensional Evaluator for Text GenerationMing Zhong, Yang Liu, Da Yin, et al.2022 · 204 citations
43. Model Tells You What to Discard: Adaptive KV Cache Compression for LLMsSuyu Ge, Yunan Zhang, Liyuan Liu, et al.2023 · 198 citations
44. COCO-LM: Correcting and Contrasting Text Sequences for Language Model PretrainingYu Meng, Chenyan Xiong, Payal Bajaj, et al.2021 · 196 citations
45. Event Detection and Co-reference with Minimal SupervisionHaoruo Peng, Yangqiu Song, Dan Roth2016 · 180 citations
46. Aligning Large Multimodal Models with Factually Augmented RLHFZhiqing Sun, Sheng Shen, Shengcao Cao, et al.2023 · 168 citations
47. BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex InstructionsTerry Yue Zhuo, Minh Chien Vu, Jenny Chim, et al.2024 · 163 citations
48. L-Eval: Instituting Standardized Evaluation for Long Context Language ModelsChenxin An, Shansan Gong, Ming Zhong, et al.2023 · 159 citations
49. When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of Self-Correction of LLMsRyo Kamoi, Yusen Zhang, Nan Zhang, et al.2024 · 159 citations
50. Generation-Augmented Retrieval for Open-domain Question AnsweringYuning Mao, Pengcheng He, Xiaodong Liu, et al.2020 · 150 citations
51. Process Reinforcement through Implicit RewardsGanqu Cui, Lifan Yuan, Zefan Wang, et al.2025 · 147 citations
52. Executable Code Actions Elicit Better LLM AgentsXingyao Wang, Yangyi Chen, Lifan Yuan, et al.2024 · 143 citations
53. Interpretable Preferences via Multi-Objective Reward Modeling and Mixture-of-ExpertsHaoxiang Wang, Wei Xiong, Tengyang Xie, et al.2024 · 142 citations
54. Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-CollaborationZhenhailong Wang, Shaoguang Mao, Wenshan Wu, et al.2023 · 139 citations
55. MINT: Evaluating LLMs in Multi-turn Interaction with Tools and Language FeedbackXingyao Wang, Zihan Wang, Jiateng Liu, et al.2023 · 136 citations
56. Unit Dependency Graph and its Application to Arithmetic Word Problem SolvingSubhro Roy, Dan Roth2017 · 130 citations
57. Solving Hard Coreference ProblemsHaoruo Peng, Daniel Khashabi, Dan Roth2015 · 118 citations
58. Data Engineering for Scaling Language Models to 128K ContextYao Fu, Rameswar Panda, Xinyao Niu, et al.2024 · 107 citations
59. A Constrained Latent Variable Model for Coreference ResolutionKai-Wei Chang, Rajhans Samdani, Dan Roth2013 · 80 citations
60. Discourse Coherence in the Wild: A Dataset, Evaluation and MethodsAlice Lai, Joel Tetreault2018 · 79 citations
61. A Joint Framework for Coreference Resolution and Mention Head DetectionHaoruo Peng, Kai-Wei Chang, Dan Roth2015 · 75 citations
62. Idiomatic Expression Identification using Semantic CompatibilityZiheng Zeng, Suma Bhat2021 · 75 citations
63. Learning-based Multi-Sieve Co-reference Resolution with KnowledgeLev Ratinov, Dan Roth2012 · 72 citations
64. Unsupervised Grammar Induction with Depth-bounded PCFGLifeng Jin, Finale Doshi-Velez, Timothy Miller, et al.2018 · 55 citations
65. Inference Protocols for Coreference ResolutionKai-Wei Chang, Rajhans Samdani, Alla Rozovskaya, et al.2011 · 50 citations
66. A Context-Dependent Gated Module for Incorporating Symbolic Semantics into Event Coreference ResolutionTuan Lai, Heng Ji, Trung Bui, et al.2021 · 48 citations
67. Revisiting the Evaluation for Cross Document Event CoreferenceShyam Upadhyay, Nitish Gupta, Christos Christodoulopoulos, et al.2016 · 30 citations
68. Identifying Semitic Roots: Machine Learning with Linguistic ConstraintsEzra Daya, Dan Roth, Shuly Wintner2008 · 25 citations
69. Learning Hebrew Roots: Machine Learning with Linguistic ConstraintsEzra Daya, Dan Roth, Shuly Wintner2004 · 23 citations
70. IEKG: A Commonsense Knowledge Graph for Idiomatic ExpressionsZiheng Zeng, Kellen Tan Cheng, Srihari Venkat Nanniyur, et al.2023 · 11 citations
71. Constrained Sequence-to-sequence Semitic Root Extraction for Enriching Word EmbeddingsAhmed El-Kishky, Xingyu Fu, Aseel Addawood, et al.2019 · 6 citations
72. Unsupervised Construction of a Lexicon and a Repository of Variation Patterns for Arabic Modal Multiword ExpressionsRania Al-Sabbagh, Roxana Girju, Jana Diesner2014 · 6 citations
73. No Context Needed: Contextual Quandary In Idiomatic Reasoning With Pre-Trained Language ModelsKellen Tan Cheng, Suma Bhat2024 · 3 citations
74. Some Dialects Are More Equal Than Others: Non-Prestigious Arabic Dialectal Bias in LLMsMai Mohamed Eida, Ryan Dolan, Paul de Nijs, et al.2026
75. Coordination of unmatched clause types and dynamic look-aheadPeter Lasersohn2026
76. GBC: Gradient-Based Connections for Optimizing Multi-Agent SystemsXiaocheng Yang, Abdulrahman Alrabah, Dilek Hakkani-Tür, et al.2026

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