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🗄️ Information Systems

402 papers · page 3 of 5 · 126–225 · the most cited first · all shelves

Information Systems is a subfield of Computer Science in the OpenAlex classification of science. The topics most of its papers here are on: «Information Retrieval and Search Behavior», «Software Engineering Research», «Recommender Systems and Techniques».

 Papers

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  1. CogAgent: A Visual Language Model for GUI AgentsWenyi Hong, Weihan Wang, Qingsong Lv, et al.2023 · 353 citations
  2. Query2doc: Query Expansion with Large Language ModelsLiang Wang, Nan Yang, Furu Wei2023 · 353 citations
  3. Large Language Models Struggle to Learn Long-Tail KnowledgeNikhil Kandpal, Haikang Deng, Adam Roberts, et al.2022 · 352 citations
  4. RARR: Researching and Revising What Language Models Say, Using Language ModelsLuyu Gao, Zhuyun Dai, Panupong Pasupat, et al.2023 · 351 citations
  5. SnapKV: LLM Knows What You are Looking for Before GenerationYuhong Li, Yingbing Huang, Bowen Yang, et al.2024 · 350 citations
  6. Improving Text-to-SQL Evaluation MethodologyCatherine Finegan-Dollak, Jonathan K. Kummerfeld, Li Zhang, et al.2018 · 350 citations
  7. Internet-Augmented Dialogue GenerationMojtaba Komeili, Kurt Shuster, Jason Weston2022 · 349 citations
  8. Towards End-to-End Reinforcement Learning of Dialogue Agents for Information AccessBhuwan Dhingra, Lihong Li, Xiujun Li, et al.2017 · 347 citations
  9. Large Language Models for Information Retrieval: A SurveyYutao Zhu; Huaying Yuan; Shuting Wang; Jiongnan Liu; Wenhan Liu; Chenlong Deng; Haonan Chen; Zheng Liu; Zhicheng Dou;, Ji-Rong Wen2023 · 335 citations
  10. Predicting Factuality of Reporting and Bias of News Media SourcesRamy Baly, Georgi Karadzhov, Dimitar Alexandrov, et al.2018 · 334 citations
  11. Unsupervised Corpus Aware Language Model Pre-training for Dense Passage RetrievalLuyu Gao, Jamie Callan2022 · 328 citations
  12. GraphCodeBERT: Pre-training Code Representations with Data FlowDaya Guo, Shuo Ren, Shuai Lu, et al.2021 · 328 citations
  13. Search-based Neural Structured Learning for Sequential Question AnsweringMohit Iyyer, Wen-tau Yih, Ming-Wei Chang2017 · 327 citations
  14. The Fact Extraction and VERification (FEVER) Shared TaskJames Thorne, Andreas Vlachos, Oana Cocarascu, et al.2018 · 322 citations
  15. Document Expansion by Query PredictionRodrigo Nogueira, Wei Yang, Jimmy Lin, et al.2019 · 317 citations
  16. Text and Code Embeddings by Contrastive Pre-TrainingArvind Neelakantan, Tao Xu, Raul Puri, et al.2022 · 316 citations
  17. SemEval-2016 Task 3: Community Question AnsweringPreslav Nakov, Lluís Màrquez, Alessandro Moschitti, et al.2016 · 316 citations
  18. LightRAG: Simple and Fast Retrieval-Augmented GenerationZirui Guo, Lianghao Xia, Yanhua Yu, et al.2024 · 315 citations
  19. Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation ModelsYanzhao Zhang, Mingxin Li, Dingkun Long, et al.2025 · 313 citations
  20. Measuring the Evolution of a Scientific Field through Citation FramesDavid Jurgens, Srijan Kumar, Raine Hoover, et al.2018 · 311 citations
  21. Learning to Grade Short Answer Questions using Semantic Similarity Measures and Dependency Graph AlignmentsMichael Mohler, Razvan Bunescu, Rada Mihalcea2011 · 310 citations
  22. ParaCrawl: Web-Scale Acquisition of Parallel CorporaMarta Bañón, Pinzhen Chen, Barry Haddow, et al.2020 · 308 citations
  23. Multi-hop Reading Comprehension through Question Decomposition and RescoringSewon Min, Victor Zhong, Luke Zettlemoyer, et al.2019 · 306 citations
  24. Learning to Mine Aligned Code and Natural Language Pairs from Stack OverflowPengcheng Yin, Bowen Deng, Edgar Chen, et al.2018 · 306 citations
  25. Challenges and frontiers in abusive content detectionBertie Vidgen, Alex Harris, Dong Nguyen, et al.2019 · 305 citations
  26. Paraphrasing evades detectors of AI-generated text, but retrieval is an effective defenseKalpesh Krishna, Yixiao Song, Marzena Karpinska, et al.2023 · 304 citations
  27. Carbon Emissions and Large Neural Network TrainingDavid Patterson, Joseph Gonzalez, Quoc Le, et al.2021 · 304 citations
  28. Learning Dense Representations for Entity RetrievalDaniel Gillick, Sayali Kulkarni, Larry Lansing, et al.2019 · 304 citations
  29. Multi-passage BERT: A Globally Normalized BERT Model for Open-domain Question AnsweringZhiguo Wang, Patrick Ng, Xiaofei Ma, et al.2019 · 304 citations
  30. Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement LearningBowen Jin, Hansi Zeng, Zhenrui Yue, et al.2025 · 303 citations
  31. Overview for the First Shared Task on Language Identification in Code-Switched DataThamar Solorio, Elizabeth Blair, Suraj Maharjan, et al.2014 · 303 citations
  32. Large Language Models are Effective Text Rankers with Pairwise Ranking PromptingZhen Qin, Rolf Jagerman, Kai Hui, et al.2024 · 296 citations
  33. Show Me Your Evidence - an Automatic Method for Context Dependent Evidence DetectionRuty Rinott, Lena Dankin, Carlos Alzate Perez, et al.2015 · 296 citations
  34. Evaluating Verifiability in Generative Search EnginesNelson Liu, Tianyi Zhang, Percy Liang2023 · 294 citations
  35. CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement LearningHung Le, Yue Wang, Akhilesh Deepak Gotmare, et al.2022 · 290 citations
  36. SemEval-2019 Task 7: RumourEval, Determining Rumour Veracity and Support for RumoursGenevieve Gorrell, Elena Kochkina, Maria Liakata, et al.2019 · 290 citations
  37. PAQ: 65 Million Probably-Asked Questions and What You Can Do With ThemPatrick Lewis, Yuxiang Wu, Linqing Liu, et al.2021 · 286 citations
  38. Learning to Paraphrase for Question AnsweringLi Dong, Jonathan Mallinson, Siva Reddy, et al.2017 · 285 citations
  39. Constructing Datasets for Multi-hop Reading Comprehension Across DocumentsJohannes Welbl, Pontus Stenetorp, Sebastian Riedel2018 · 283 citations
  40. Ragas: Automated Evaluation of Retrieval Augmented GenerationShahul Es, Jithin James, Luis Espinosa-Anke, et al.2023 · 280 citations
  41. Generate rather than Retrieve: Large Language Models are Strong Context GeneratorsWenhao Yu, Dan Iter, Shuohang Wang, et al.2022 · 280 citations
  42. Large Dual Encoders Are Generalizable RetrieversJianmo Ni, Chen Qu, Jing Lu, et al.2021 · 276 citations
  43. Augmented SBERT: Data Augmentation Method for Improving Bi-Encoders for Pairwise Sentence Scoring TasksNandan Thakur, Nils Reimers, Johannes Daxenberger, et al.2021 · 275 citations
  44. Learning Discriminative Projections for Text Similarity MeasuresWen-tau Yih, Kristina Toutanova, John C. Platt, et al.2011 · 273 citations
  45. Semantic Class Learning from the Web with Hyponym Pattern Linkage GraphsZornitsa Kozareva, Ellen Riloff, Eduard Hovy2008 · 273 citations
  46. Corrective Retrieval Augmented GenerationShi-Qi Yan, Jia-Chen Gu, Yun Zhu, et al.2024 · 271 citations
  47. Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question AnsweringAkari Asai, Kazuma Hashimoto, Hannaneh Hajishirzi, et al.2019 · 271 citations
  48. Prometheus: Inducing Fine-grained Evaluation Capability in Language ModelsSeungone Kim, Jamin Shin, Yejin Cho, et al.2023 · 267 citations
  49. ConveRT: Efficient and Accurate Conversational Representations from TransformersMatthew Henderson, Iñigo Casanueva, Nikola Mrkšić, et al.2020 · 267 citations
  50. Learning to Classify Email into “Speech Acts”William W. Cohen, Vitor R. Carvalho, Tom M. Mitchell2004 · 264 citations
  51. Toward Semantics-Based Answer PinpointingEduard Hovy, Laurie Gerber, Ulf Hermjakob, et al.2001 · 263 citations
  52. BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval ModelsNandan Thakur, Nils Reimers, Andreas Rücklé, et al.2021 · 262 citations
  53. Condenser: a Pre-training Architecture for Dense RetrievalLuyu Gao, Jamie Callan2021 · 261 citations
  54. RocketQAv2: A Joint Training Method for Dense Passage Retrieval and Passage Re-rankingRuiyang Ren, Yingqi Qu, Jing Liu, et al.2021 · 256 citations
  55. Fine-Tuning LLaMA for Multi-Stage Text RetrievalXueguang Ma, Liang Wang, Nan Yang, et al.2023 · 254 citations
  56. Retrieve and Refine: Improved Sequence Generation Models For DialogueJason Weston, Emily Dinan, Alexander Miller2018 · 254 citations
  57. Can You Unpack That? Learning to Rewrite Questions-in-ContextAhmed Elgohary, Denis Peskov, Jordan Boyd-Graber2019 · 244 citations
  58. Automatic Detection of Machine Generated Text: A Critical SurveyGanesh Jawahar, Muhammad Abdul-Mageed, Laks Lakshmanan V.S.2020 · 243 citations
  59. Large Language Monkeys: Scaling Inference Compute with Repeated SamplingBradley Brown, Jordan Juravsky, Ryan Ehrlich, et al.2024 · 241 citations
  60. LaMP: When Large Language Models Meet PersonalizationAlireza Salemi, Sheshera Mysore, Michael Bendersky, et al.2024 · 239 citations
  61. Language Models can Solve Computer TasksGeunwoo Kim, Pierre Baldi, Stephen McAleer2023 · 239 citations
  62. ASQA: Factoid Questions Meet Long-Form AnswersIvan Stelmakh, Yi Luan, Bhuwan Dhingra, et al.2022 · 239 citations
  63. mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text RetrievalXin Zhang, Yanzhao Zhang, Dingkun Long, et al.2024 · 236 citations
  64. Evaluating Open-Domain Question Answering in the Era of Large Language ModelsEhsan Kamalloo, Nouha Dziri, Charles Clarke, et al.2023 · 233 citations
  65. How Context Affects Language Models' Factual PredictionsFabio Petroni, Patrick Lewis, Aleksandra Piktus, et al.2020 · 231 citations
  66. Compositional Questions Do Not Necessitate Multi-hop ReasoningSewon Min, Eric Wallace, Sameer Singh, et al.2019 · 231 citations
  67. FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving PerformanceLingjiao Chen, Matei Zaharia, James Zou2023 · 229 citations
  68. CCAligned: A Massive Collection of Cross-Lingual Web-Document PairsAhmed El-Kishky, Vishrav Chaudhary, Francisco Guzmán, et al.2020 · 228 citations
  69. XSTest: A Test Suite for Identifying Exaggerated Safety Behaviours in Large Language ModelsPaul Rottger, Hannah Rose Kirk, Bertie Vidgen, et al.2023 · 227 citations
  70. Hurdles to Progress in Long-form Question AnsweringKalpesh Krishna, Aurko Roy, Mohit Iyyer2021 · 227 citations
  71. Open-Domain Question Answering Goes Conversational via Question RewritingRaviteja Anantha, Svitlana Vakulenko, Zhucheng Tu, et al.2021 · 227 citations
  72. Overview of the TREC 2019 deep learning trackNick Craswell, Bhaskar Mitra, Emine Yilmaz, et al.2020 · 224 citations
  73. HoVer: A Dataset for Many-Hop Fact Extraction And Claim VerificationYichen Jiang, Shikha Bordia, Zheng Zhong, et al.2020 · 221 citations
  74. Prometheus 2: An Open Source Language Model Specialized in Evaluating Other Language ModelsSeungone Kim, Juyoung Suk, Shayne Longpre, et al.2024 · 220 citations
  75. Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt InjectionKai Greshake, Sahar Abdelnabi, Shailesh Mishra, et al.2023 · 220 citations
  76. Transformer Memory as a Differentiable Search IndexYi Tay, Vinh Q. Tran, Mostafa Dehghani, et al.2022 · 220 citations
  77. NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding ModelsChankyu Lee, Rajarshi Roy, Mengyao Xu, et al.2024 · 219 citations
  78. Unsupervised Question Decomposition for Question AnsweringEthan Perez, Patrick Lewis, Wen-tau Yih, et al.2020 · 218 citations
  79. Real-Time Open-Domain Question Answering with Dense-Sparse Phrase IndexMinjoon Seo, Jinhyuk Lee, Tom Kwiatkowski, et al.2019 · 216 citations
  80. Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLPOmar Khattab, Keshav Santhanam, Xiang Lisa Li, et al.2022 · 211 citations
  81. Teaching language models to support answers with verified quotesJacob Menick, Maja Trebacz, Vladimir Mikulik, et al.2022 · 211 citations
  82. Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples!Yubo Ma, Yixin Cao, Yong Hong, et al.2023 · 210 citations
  83. XOR QA: Cross-lingual Open-Retrieval Question AnsweringAkari Asai, Jungo Kasai, Jonathan Clark, et al.2021 · 206 citations
  84. Search-o1: Agentic Search-Enhanced Large Reasoning ModelsXiaoxi Li, Guanting Dong, Jiajie Jin, et al.2025 · 205 citations
  85. RAGTruth: A Hallucination Corpus for Developing Trustworthy Retrieval-Augmented Language ModelsCheng Niu, Yuanhao Wu, Juno Zhu, et al.2024 · 204 citations
  86. Internet-augmented language models through few-shot prompting for open-domain question answeringAngeliki Lazaridou, Elena Gribovskaya, Wojciech Stokowiec, et al.2022 · 204 citations
  87. TL;DR: Mining Reddit to Learn Automatic SummarizationMichael Völske, Martin Potthast, Shahbaz Syed, et al.2017 · 202 citations
  88. Prompt Injection attack against LLM-integrated ApplicationsYi Liu; Gelei Deng; Yuekang Li; Kailong Wang; Zihao Wang; Xiaofeng Wang; Tianwei Zhang; Yepang Liu; Haoyu Wang; Yan Zheng; Leo Yu Zhang;, Yang Liu2023 · 197 citations
  89. Improving Passage Retrieval with Zero-Shot Question GenerationDevendra Sachan, Mike Lewis, Mandar Joshi, et al.2022 · 197 citations
  90. Retrieval of the Best Counterargument without Prior Topic KnowledgeHenning Wachsmuth, Shahbaz Syed, Benno Stein2018 · 196 citations
  91. DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code IntelligenceDeepSeek-AI, Qihao Zhu, Daya Guo, et al.2024 · 195 citations
  92. Making Retrieval-Augmented Language Models Robust to Irrelevant ContextOri Yoran, Tomer Wolfson, Ori Ram, et al.2023 · 193 citations
  93. From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder PipelineTianle Li, Wei-Lin Chiang, Evan Frick, et al.2024 · 191 citations
  94. RAPTOR: Recursive Abstractive Processing for Tree-Organized RetrievalParth Sarthi, Salman Abdullah, Aditi Tuli, et al.2024 · 191 citations
  95. IGTree: Using Trees for Compression and Classification in Lazy Learning AlgorithmsWalter Daelemans, Antal van den Bosch, Ton Weijters1997 · 191 citations
  96. OpenHands: An Open Platform for AI Software Developers as Generalist AgentsXingyao Wang, Boxuan Li, Yufan Song, et al.2024 · 190 citations
  97. LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation MethodsHaitao Li, Qian Dong, Junjie Chen, et al.2024 · 188 citations
  98. SGPT: GPT Sentence Embeddings for Semantic SearchNiklas Muennighoff2022 · 187 citations
  99. Clustering and Diversifying Web Search Results with Graph-Based Word Sense InductionAntonio Di Marco, Roberto Navigli2013 · 184 citations
  100. OBELICS: An Open Web-Scale Filtered Dataset of Interleaved Image-Text DocumentsHugo Laurençon, Lucile Saulnier, Leo Tronchon, et al.2023 · 183 citations

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