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1,242 papers of our library cite it (of the 140,884 whose bibliographies we read) · 77 with a page here, the most cited first · ← the paper

  1. Neural Architecture Search with Reinforcement LearningBarret Zoph, Quoc V. Le2016 · 4,331 citations
  2. Large language models are zero-shot reasonersTakeshi Kojima, Shixiang Shane Gu, Machel Reid, et al.2022 · 3,780 citations
  3. Language Models as Knowledge Bases?Fabio Petroni, Tim Rocktäschel, Sebastian Riedel, et al.2019 · 2,977 citations
  4. A Survey of Large Language ModelsWayne Xin Zhao, Kun Zhou, Junyi Li, et al.2023 · 2,847 citations
  5. Emergent Abilities of Large Language ModelsJason Wei, Yi Tay, Rishi Bommasani, et al.2022 · 2,215 citations
  6. Toolformer: Language Models Can Teach Themselves to Use ToolsTimo Schick, Jane Dwivedi-Yu, Roberto Dessì, et al.2023 · 2,020 citations
  7. DeBERTa: Decoding-enhanced BERT with Disentangled AttentionPengcheng He, Xiaodong Liu, Jianfeng Gao, et al.2020 · 1,800 citations
  8. Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language modelsAarohi Srivastava, Abhinav Rastogi, Abhishek Rao, et al.2022 · 1,695 citations
  9. Retrieval-Augmented Generation for Large Language Models: A SurveyYunfan Gao, Yun Xiong, Xinyu Gao, et al.2023 · 1,647 citations
  10. A Deep Reinforced Model for Abstractive SummarizationRomain Paulus, Caiming Xiong, Richard Socher2017 · 1,626 citations
  11. Efficient Transformers: A SurveyYi Tay, Mostafa Dehghani, Dara Bahri, et al.2020 · 1,513 citations
  12. Language Modeling with Gated Convolutional NetworksYann N. Dauphin, Angela Fan, Michael Auli, et al.2016 · 1,305 citations
  13. A Comprehensive Overview of Large Language ModelsHumza Naveed, Asad Ullah Khan, Shi Qiu, et al.2023 · 1,286 citations
  14. Training Compute-Optimal Large Language ModelsJordan Hoffmann, Sebastian Borgeaud, Arthur Mensch, et al.2022 · 1,110 citations
  15. Challenges in Data-to-Document GenerationSam Wiseman, Stuart M. Shieber, Alexander M. Rush2017 · 846 citations
  16. Contextual Augmentation: Data Augmentation by Words with Paradigmatic RelationsSosuke Kobayashi2018 · 804 citations
  17. Efficient Content-Based Sparse Attention with Routing TransformersAurko Roy, Mohammad Saffar, Ashish Vaswani, et al.2020 · 660 citations
  18. Regularizing and Optimizing LSTM Language ModelsStephen Merity, Nitish Shirish Keskar, Richard Socher2017 · 605 citations
  19. Dynamic Coattention Networks For Question AnsweringCaiming Xiong, Victor Zhong, Richard Socher2016 · 578 citations
  20. Reducing Transformer Depth on Demand with Structured DropoutAngela Fan, Edouard Grave, Armand Joulin2019 · 546 citations
  21. The Natural Language Decathlon: Multitask Learning as Question AnsweringBryan McCann, Nitish Shirish Keskar, Caiming Xiong, et al.2018 · 523 citations
  22. Neural Text Generation with Unlikelihood TrainingSean Welleck, Ilia Kulikov, Stephen Roller, et al.2019 · 498 citations
  23. Regularizing Neural Networks by Penalizing Confident Output DistributionsGabriel Pereyra, George Tucker, Jan Chorowski, et al.2017 · 482 citations
  24. LLM-Pruner: On the Structural Pruning of Large Language ModelsXinyin Ma, Gongfan Fang, Xinchao Wang2023 · 447 citations
  25. Mem2Seq: Effectively Incorporating Knowledge Bases into End-to-End Task-Oriented Dialog SystemsAndrea Madotto, Chien-Sheng Wu, Pascale Fung2018 · 401 citations
  26. FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPUYing Sheng, Lianmin Zheng, Binhang Yuan, et al.2023 · 399 citations
  27. Gender Bias in Neural Natural Language ProcessingKaiji Lu, Piotr Mardziel, Fangjing Wu, et al.2018 · 394 citations
  28. Retrieval Augmentation Reduces Hallucination in ConversationKurt Shuster, Spencer Poff, Moya Chen, et al.2021 · 382 citations
  29. A Survey on Model Compression for Large Language ModelsXunyu Zhu, Jian Li, Yong Liu, et al.2024 · 381 citations
  30. Editing Models with Task ArithmeticGabriel Ilharco, Marco Tulio Ribeiro, Mitchell Wortsman, et al.2022 · 374 citations
  31. Identifying and Reducing Gender Bias in Word-Level Language ModelsShikha Bordia, Samuel R. Bowman2019 · 363 citations
  32. Augmented Language Models: a SurveyGrégoire Mialon, Roberto Dessì, Maria Lomeli, et al.2023 · 362 citations
  33. Internet-Augmented Dialogue GenerationMojtaba Komeili, Kurt Shuster, Jason Weston2022 · 349 citations
  34. Transformer Feed-Forward Layers Build Predictions by Promoting Concepts in the Vocabulary SpaceMor Geva, Avi Caciularu, Kevin Ro Wang, et al.2022 · 342 citations
  35. Compressive Transformers for Long-Range Sequence ModellingJack W. Rae, Anna Potapenko, Siddhant M. Jayakumar, et al.2019 · 320 citations
  36. Paraphrasing evades detectors of AI-generated text, but retrieval is an effective defenseKalpesh Krishna, Yixiao Song, Marzena Karpinska, et al.2023 · 304 citations
  37. ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale TransformersZhewei Yao, Reza Yazdani Aminabadi, Minjia Zhang, et al.2022 · 301 citations
  38. KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache QuantizationColeman Hooper, Sehoon Kim, Hiva Mohammadzadeh, et al.2024 · 293 citations
  39. AlignScore: Evaluating Factual Consistency with A Unified Alignment FunctionYuheng Zha, Yichi Yang, Ruichen Li, et al.2023 · 280 citations
  40. LLM-QAT: Data-Free Quantization Aware Training for Large Language ModelsZechun Liu, Barlas Oguz, Changsheng Zhao, et al.2024 · 275 citations
  41. Towards Understanding and Mitigating Social Biases in Language ModelsPaul Pu Liang, Chiyu Wu, Louis-Philippe Morency, et al.2021 · 263 citations
  42. Towards Debiasing Sentence RepresentationsPaul Pu Liang, Irene Mengze Li, Emily Zheng, et al.2020 · 259 citations
  43. QuaRot: Outlier-Free 4-Bit Inference in Rotated LLMsSaleh Ashkboos, Amirkeivan Mohtashami, Maximilian L. Croci, et al.2024 · 252 citations
  44. Personality Traits in Large Language ModelsGreg Serapio-Garcia, Mustafa Safdari, Clement Crepy, et al.2023 · 251 citations
  45. BERT has a Mouth, and It Must Speak: BERT as a Markov Random Field Language ModelAlex Wang, Kyunghyun Cho2019 · 249 citations
  46. Contrastive Decoding: Open-ended Text Generation as OptimizationXiang Lisa Li, Ari Holtzman, Daniel Fried, et al.2022 · 246 citations
  47. Taskmaster-1: Toward a Realistic and Diverse Dialog DatasetBill Byrne, Karthik Krishnamoorthi, Chinnadhurai Sankar, et al.2019 · 244 citations
  48. An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language ModelsNicholas Meade, Elinor Poole-Dayan, Siva Reddy2022 · 211 citations
  49. LLM2Vec: Large Language Models Are Secretly Powerful Text EncodersParishad BehnamGhader, Vaibhav Adlakha, Marius Mosbach, et al.2024 · 209 citations
  50. Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLPTimo Schick, Sahana Udupa, Hinrich Schutze2021 · 207 citations
  51. Challenges in Detoxifying Language ModelsJohannes Welbl, Amelia Glaese, Jonathan Uesato, et al.2021 · 206 citations
  52. OmniQuant: Omnidirectionally Calibrated Quantization for Large Language ModelsWenqi Shao, Mengzhao Chen, Zhaoyang Zhang, et al.2023 · 193 citations
  53. Memorization Without Overfitting: Analyzing the Training Dynamics of Large Language ModelsKushal Tirumala, Aram H. Markosyan, Luke Zettlemoyer, et al.2022 · 183 citations
  54. Knowledge Conflicts for LLMs: A SurveyRongwu Xu, Zehan Qi, Zhijiang Guo, et al.2024 · 179 citations
  55. Representation Degeneration Problem in Training Natural Language Generation ModelsJun Gao, Di He, Xu Tan, et al.2019 · 179 citations
  56. Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-SpecificityCunxiang Wang, Xiaoze Liu, Yuanhao Yue, et al.2023 · 169 citations
  57. SqueezeLLM: Dense-and-Sparse QuantizationSehoon Kim, Coleman Hooper, Amir Gholami, et al.2023 · 168 citations
  58. Quark: Controllable Text Generation with Reinforced UnlearningXiming Lu, Sean Welleck, Jack Hessel, et al.2022 · 164 citations
  59. Probing What Different NLP Tasks Teach Machines about Function Word ComprehensionNajoung Kim, Roma Patel, Adam Poliak, et al.2019 · 161 citations
  60. Locally Typical SamplingClara Meister, Tiago Pimentel, Gian Wiher, et al.2023 · 152 citations
  61. Simple and Effective Masked Diffusion Language ModelsSubham Sekhar Sahoo, Marianne Arriola, Yair Schiff, et al.2024 · 134 citations
  62. Extracting Latent Steering Vectors from Pretrained Language ModelsNishant Subramani, Nivedita Suresh, Matthew Peters2022 · 131 citations
  63. RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective AugmentationFangyuan Xu, Weijia Shi, Eunsol Choi2023 · 114 citations
  64. D4: Improving LLM Pretraining via Document De-Duplication and DiversificationKushal Tirumala, Daniel Simig, Armen Aghajanyan, et al.2023 · 79 citations
  65. Evaluating prose style transfer with the BibleKeith Carlson, Allen Riddell, Daniel Rockmore2017 · 77 citations
  66. PUB: A Pragmatics Understanding Benchmark for Assessing LLMs' Pragmatics CapabilitiesSettaluri Sravanthi, Meet Doshi, Pavan Tankala, et al.2024 · 75 citations
  67. Understanding Transformer Memorization Recall Through IdiomsAdi Haviv, Ido Cohen, Jacob Gidron, et al.2023 · 62 citations
  68. CxGBERT: BERT meets Construction GrammarHarish Tayyar Madabushi, Laurence Romain, Dagmar Divjak, et al.2020 · 43 citations
  69. The AraGenEval Shared Task on Arabic Authorship Style Transfer and AI Generated Text DetectionShadi Abudalfa, Saad Ezzini, Ahmed Abdelali, et al.2025 · 36 citations
  70. Language acquisition: do children and language models follow similar learning stages?Linnea Evanson, Yair Lakretz, Jean-Rémi King2023 · 33 citations
  71. A closer look at the performance of neural language models on reflexive anaphor licensingJennifer Hu, Sherry Yong Chen, Roger Levy2020 · 24 citations
  72. BLiMP: The Benchmark of Linguistic Minimal Pairs for EnglishAlex Warstadt, Alicia Parrish, Haokun Liu, et al.2020 · 19 citations
  73. The Third Multilingual Surface Realisation Shared Task (SR'20): Overview and Evaluation ResultsSimon Mille, Anya Belz, Bernd Bohnet, et al.2020 · 18 citations
  74. Are Frequent Phrases Directly Retrieved like Idioms? An Investigation with Self-Paced Reading and Language ModelsGiulia Rambelli, Emmanuele Chersoni, Marco S. G. Senaldi, et al.2023 · 11 citations
  75. Entropy-aware Masking for Masked Language ModelingGokul Srinivasagan, Kai Hartung, Munir Georges2026
  76. Low-Rank Compression of Language Models via Differentiable Rank SelectionSidhant Sundrani, Francesco Tudisco, Pasquale Minervini2026
  77. Rethinking the Relationship between the Power Law and Hierarchical StructuresKai Nakaishi, Ryo Yoshida, Kohei Kajikawa, et al.2026

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