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Richard Socher — all works

172 works · page 1 of 2 · 1–100 · ← Richard Socher

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  1. ImageNet: A large-scale hierarchical image database ↗IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yetJia Hao Deng et al.2009 · 63,226 citations
  2. GloVe: Global Vectors for Word RepresentationConference on Empirical Methods in Natural Language Processing (EMNLP)Jeffrey Pennington, Richard Socher, Christopher Manning2014 · 38,706 citations
  3. Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankConference on Empirical Methods in Natural Language Processing (EMNLP)Richard Socher, Alex Perelygin, Jean Wu, et al.2013 · 9,138 citations
  4. Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks ↗Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) · no summary yetKai Sheng Tai, Richard Socher, Christopher D. Manning2015 · 3,614 citations
  5. Reasoning With Neural Tensor Networks for Knowledge Base CompletionConference on Neural Information Processing Systems (NeurIPS)Richard Socher, Danqi Chen, Christopher D. Manning, et al.2013 · 1,810 citations
  6. Knowing When to Look: Adaptive Attention via a Visual Sentinel for Image Captioning ↗IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yetJiasen Lu et al.2017 · 1,784 citations
  7. Pointer Sentinel Mixture ModelsarXiv:1609.07843Stephen Merity, Caiming Xiong, James Bradbury, et al.2016 · 1,733 citations
  8. A Deep Reinforced Model for Abstractive SummarizationarXiv:1705.04304Romain Paulus, Caiming Xiong, Richard Socher2017 · 1,657 citations
  9. Semantic Compositionality through Recursive Matrix-Vector SpacesConference on Empirical Methods in Natural Language Processing (EMNLP)Richard Socher, Brody Huval, Christopher D. Manning, et al.2012 · 1,577 citations
  10. Semi-Supervised Recursive Autoencoders for Predicting Sentiment DistributionsConference on Empirical Methods in Natural Language Processing (EMNLP)Richard Socher, Jeffrey Pennington, Eric H. Huang, et al.2011 · 1,426 citations
  11. Deep learning-enabled medical computer vision ↗npj Digital Medicine · no summary yetAndre Esteva et al.2021 · 1,377 citations
  12. Improving Word Representations via Global Context and Multiple Word PrototypesAnnual Meeting of the Association for Computational Linguistics (ACL)Eric Huang, Richard Socher, Christopher Manning, et al.2012 · 1,361 citations
  13. CTRL: A Conditional Transformer Language Model for Controllable GenerationarXiv:1909.05858Nitish Shirish Keskar, Bryan McCann, Lav R. Varshney, et al.2019 · 1,291 citations
  14. Parsing Natural Scenes and Natural Language with Recursive Neural Networks ↗no summary yetRichard Socher et al.2011 · 1,287 citations
  15. Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement LearningarXiv:1709.00103Victor Zhong, Caiming Xiong, Richard Socher2017 · 1,226 citations
  16. Evaluating the Factual Consistency of Abstractive Text SummarizationConference on Empirical Methods in Natural Language Processing (EMNLP)Wojciech Kryscinski, Bryan McCann, Caiming Xiong, et al.2020 · 1,120 citations
  17. SummEval: Re-evaluating Summarization Evaluation ↗Transactions of the Association for Computational Linguistics · no summary yetAlexander R. Fabbri et al.2021 · 1,059 citations
  18. Parsing with Compositional Vector Grammars ↗Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetRichard Socher et al.2013 · 1,044 citations
  19. Better Word Representations with Recursive Neural Networks for MorphologyConference on Computational Natural Language Learning (CoNLL)Thang Luong, Richard Socher, Christopher Manning2013 · 1,027 citations
  20. Dynamic Pooling and Unfolding Recursive Autoencoders for Paraphrase Detection ↗no summary yetRichard Socher et al.2011 · 1,022 citations
  21. Grounded Compositional Semantics for Finding and Describing Images with SentencesTransactions of the Association for Computational Linguistics (TACL)Richard Socher, Andrej Karpathy, Quoc V. Le, et al.2014 · 932 citations
  22. Zero-Shot Learning Through Cross-Modal Transfer ↗arXiv (Cornell University) · no summary yetRichard Socher et al.2013 · 863 citations
  23. ERASER: A Benchmark to Evaluate Rationalized NLP ModelsAnnual Meeting of the Association for Computational Linguistics (ACL)Jay DeYoung, Sarthak Jain, Nazneen Fatema Rajani, et al.2020 · 832 citations
  24. Ask Me Anything: Dynamic Memory Networks for Natural Language ProcessingarXiv:1506.07285Ankit Kumar, Ozan Irsoy, Peter Ondruska, et al.2015 · 801 citations
  25. Non-Autoregressive Neural Machine TranslationarXiv:1711.02281Jiatao Gu, James Bradbury, Caiming Xiong, et al.2017 · 793 citations
  26. Explain Yourself! Leveraging Language Models for Commonsense ReasoningAnnual Meeting of the Association for Computational Linguistics (ACL)Nazneen Fatema Rajani, Bryan McCann, Caiming Xiong, et al.2019 · 701 citations
  27. Dynamic Memory Networks for Visual and Textual Question Answering ↗arXiv (Cornell University) · no summary yetCaiming Xiong, Stephen Merity, Richard Socher2016 · 698 citations
  28. Bilingual Word Embeddings for Phrase-Based Machine TranslationConference on Empirical Methods in Natural Language Processing (EMNLP)Will Y. Zou, Richard Socher, Daniel Cer, et al.2013 · 689 citations
  29. A Joint Many-Task Model: Growing a Neural Network for Multiple NLP TasksConference on Empirical Methods in Natural Language Processing (EMNLP)Kazuma Hashimoto, Caiming Xiong, Yoshimasa Tsuruoka, et al.2016 · 674 citations
  30. End-to-End Dense Video Captioning with Masked Transformer ↗IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yetLuowei Zhou et al.2018 · 636 citations
  31. Regularizing and Optimizing LSTM Language ModelsarXiv:1708.02182Stephen Merity, Nitish Shirish Keskar, Richard Socher2017 · 633 citations
  32. Transferable Multi-Domain State Generator for Task-Oriented Dialogue SystemsAnnual Meeting of the Association for Computational Linguistics (ACL)Chien-Sheng Wu, Andrea Madotto, Ehsan Hosseini-Asl, et al.2019 · 628 citations
  33. Dynamic Coattention Networks For Question AnsweringarXiv:1611.01604Caiming Xiong, Victor Zhong, Richard Socher2016 · 596 citations
  34. Neural Text Summarization: A Critical EvaluationConference on Empirical Methods in Natural Language Processing (EMNLP)Wojciech Kryscinski, Nitish Shirish Keskar, Bryan McCann, et al.2019 · 559 citations
  35. DivideMix: Learning with Noisy Labels as Semi-supervised Learning ↗arXiv (Cornell University) · no summary yetJunnan Li, Richard Socher, Steven C. H. Hoi2020 · 556 citations
  36. The Natural Language Decathlon: Multitask Learning as Question AnsweringarXiv:1806.08730Bryan McCann, Nitish Shirish Keskar, Caiming Xiong, et al.2018 · 545 citations
  37. Convolutional-Recursive Deep Learning for 3D Object Classification ↗no summary yetRichard Socher et al.2012 · 517 citations
  38. Learned in Translation: Contextualized Word VectorsarXiv:1708.00107Bryan McCann, James Bradbury, Caiming Xiong, et al.2017 · 512 citations
  39. Towards total scene understanding: Classification, annotation and segmentation in an automatic framework ↗IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yetLi-Jia Li, Richard Socher, Li Fei-Fei2009 · 485 citations
  40. Multi-Hop Knowledge Graph Reasoning with Reward Shaping ↗Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing · no summary yetXi Victoria Lin, Richard Socher, Caiming Xiong2018 · 473 citations
  41. Large Language Models: A SurveyarXiv:2402.06196Shervin Minaee, Tomas Mikolov, Narjes Nikzad, et al.2024 · 471 citations
  42. GeDi: Generative Discriminator Guided Sequence GenerationFindings of the Association for Computational LinguisticsBen Krause, Akhilesh Deepak Gotmare, Bryan McCann, et al.2021 · 449 citations
  43. Tying Word Vectors and Word Classifiers: A Loss Framework for Language Modeling ↗arXiv:1611.01462 · no summary yetHakan Inan, Khashayar Khosravi, Richard Socher2016 · 414 citations
  44. A Simple Language Model for Task-Oriented DialoguearXiv:2005.00796Ehsan Hosseini-Asl, Bryan McCann, Chien-Sheng Wu, et al.2020 · 399 citations
  45. Improving Generalization Performance by Switching from Adam to SGD ↗arXiv (Cornell University) · no summary yetNitish Shirish Keskar, Richard Socher2017 · 394 citations
  46. Quasi-Recurrent Neural Networks ↗arXiv (Cornell University) · no summary yetJames Bradbury et al.2016 · 376 citations
  47. TOD-BERT: Pre-trained Natural Language Understanding for Task-Oriented DialogueConference on Empirical Methods in Natural Language Processing (EMNLP)Chien-Sheng Wu, Steven C.H. Hoi, Richard Socher, et al.2020 · 361 citations
  48. A Neural Network for Factoid Question Answering over Paragraphs ↗Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP) · no summary yetMohit Iyyer et al.2014 · 360 citations
  49. BERTology Meets Biology: Interpreting Attention in Protein Language Models ↗bioRxiv (Cold Spring Harbor Laboratory) · no summary yetJesse Vig et al.2020 · 318 citations
  50. Global-Locally Self-Attentive Encoder for Dialogue State Tracking ↗Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetVictor Zhong, Caiming Xiong, Richard Socher2018 · 285 citations
  51. Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question AnsweringarXiv:1911.10470Akari Asai, Kazuma Hashimoto, Hannaneh Hajishirzi, et al.2019 · 280 citations
  52. Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic ParsingFindings of the Association for Computational LinguisticsXi Victoria Lin, Richard Socher, Caiming Xiong2020 · 263 citations
  53. Deep learning-enabled breast cancer hormonal receptor status determination from base-level H&E stains ↗Nature Communications · no summary yetNikhil Naik et al.2020 · 260 citations
  54. Connecting modalities: Semi-supervised segmentation and annotation of images using unaligned text corpora ↗IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yetRichard Socher, Li Fei-Fei2010 · 237 citations
  55. AdaFrame: Adaptive Frame Selection for Fast Video Recognition ↗IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yetZuxuan Wu et al.2019 · 233 citations
  56. Self-Monitoring Navigation Agent via Auxiliary Progress Estimation ↗arXiv (Cornell University) · no summary yetChih‐Yao Ma et al.2019 · 221 citations
  57. Prostate cancer therapy personalization via multi-modal deep learning on randomized phase III clinical trials ↗npj Digital Medicine · no summary yetAndre Esteva et al.2022 · 215 citations
  58. Efficient and Robust Question Answering from Minimal Context over DocumentsAnnual Meeting of the Association for Computational Linguistics (ACL)Sewon Min, Victor Zhong, Richard Socher, et al.2018 · 197 citations
  59. Improving Abstraction in Text Summarization ↗Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing · no summary yetWojciech Kryściński et al.2018 · 186 citations
  60. An Analysis of Neural Language Modeling at Multiple Scales ↗arXiv:1803.08240 · no summary yetStephen Merity, Nitish Shirish Keskar, Richard Socher2018 · 178 citations
  61. Editing-Based SQL Query Generation for Cross-Domain Context-Dependent QuestionsConference on Empirical Methods in Natural Language Processing (EMNLP)Rui Zhang, Tao Yu, Heyang Er, et al.2019 · 177 citations
  62. Weighted Transformer Network for Machine Translation ↗arXiv (Cornell University) · no summary yetKarim Ahmed, Nitish Shirish Keskar, Richard Socher2017 · 151 citations
  63. GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing ↗arXiv (Cornell University) · no summary yetTao Yu et al.2020 · 147 citations
  64. Deep Learning for NLP (without Magic) ↗NAACL HLT 2013 Tutorial Abstracts · no summary yetRichard Socher, Christopher D. Manning2013 · 134 citations
  65. It's Morphin' Time! Combating Linguistic Discrimination with Inflectional PerturbationsAnnual Meeting of the Association for Computational Linguistics (ACL)Samson Tan, Shafiq Joty, Min-Yen Kan, et al.2020 · 131 citations
  66. DCN+: Mixed Objective and Deep Residual Coattention for Question Answering ↗arXiv (Cornell University) · no summary yetCaiming Xiong, Zhong, Victor, Richard Socher2017 · 124 citations
  67. Learning From Noisy Anchors for One-Stage Object Detection ↗IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yetHengduo Li et al.2020 · 118 citations
  68. The AI Economist: Taxation policy design via two-level deep multiagent reinforcement learning ↗Science Advances · no summary yetStephan Zheng et al.2022 · 112 citations
  69. COVID-19 information retrieval with deep-learning based semantic search, question answering, and abstractive summarization ↗npj Digital Medicine · no summary yetAndre Esteva et al.2021 · 112 citations
  70. Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference ↗Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) · no summary yetJianguo Zhang et al.2020 · 112 citations
  71. BERT is Not an Interlingua and the Bias of Tokenization ↗Proceedings of the 2nd Workshop on Deep Learning Approaches for Low-Resource NLP (DeepLo 2019) · no summary yetJasdeep Singh et al.2019 · 111 citations
  72. XLDA: Cross-Lingual Data Augmentation for Natural Language Inference and Question Answering ↗arXiv (Cornell University) · no summary yetSingh, Jasdeep et al.2019 · 102 citations
  73. Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting ↗arXiv (Cornell University) · no summary yetXilai Li et al.2019 · 94 citations
  74. Global-to-local Memory Pointer Networks for Task-Oriented Dialogue ↗arXiv (Cornell University) · no summary yetChien-Sheng Wu, Richard Socher, Caiming Xiong2019 · 94 citations
  75. Aspect Specific Sentiment Analysis Using Hierarchical Deep Learning ↗no summary yetHimabindu Lakkaraju, Richard Socher, Christopher D. Manning2014 · 87 citations
  76. A Closer Look at Deep Learning Heuristics: Learning rate restarts, Warmup and Distillation ↗arXiv (Cornell University) · no summary yetAkhilesh Deepak Gotmare et al.2018 · 86 citations
  77. Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start ↗Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) · no summary yetWenpeng Yin et al.2020 · 84 citations
  78. Learning Continuous Phrase Representations and Syntactic Parsing with Recursive Neural Networks ↗no summary yetRichard Socher, Christopher D. Manning, Andrew Ng2010 · 82 citations
  79. Find or Classify? Dual Strategy for Slot-Value Predictions on Multi-Domain Dialog State TrackingJoint Conference on Lexical and Computational Semantics (*SEM)Jianguo Zhang, Kazuma Hashimoto, Chien-Sheng Wu, et al.2020 · 79 citations
  80. Global-Locally Self-Attentive Dialogue State Tracker ↗arXiv (Cornell University) · no summary yetZhong, Victor, Caiming Xiong, Richard Socher2018 · 78 citations
  81. WSLLN:Weakly Supervised Natural Language Localization Networks ↗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 yetMingfei Gao et al.2019 · 76 citations
  82. Hierarchical and Interpretable Skill Acquisition in Multi-task Reinforcement Learning ↗arXiv (Cornell University) · no summary yetTianmin Shu, Caiming Xiong, Richard Socher2017 · 72 citations
  83. Learning New Facts From Knowledge Bases With Neural Tensor Networks and Semantic Word Vectors ↗arXiv (Cornell University) · no summary yetDanqi Chen et al.2013 · 72 citations
  84. Coarse-grain Fine-grain Coattention Network for Multi-evidence Question Answering ↗arXiv (Cornell University) · no summary yetZhong, Victor et al.2019 · 71 citations
  85. Photon: A Robust Cross-Domain Text-to-SQL System ↗Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics: System Demonstrations · no summary yetJichuan Zeng et al.2020 · 66 citations
  86. Global Belief Recursive Neural Networks ↗no summary yetRomain Paulus, Richard Socher, Christopher D. Manning2014 · 65 citations
  87. StartNet: Online Detection of Action Start in Untrimmed Videos ↗IEEE/CVF International Conference on Computer Vision (ICCV) · no summary yetMingfei Gao et al.2019 · 62 citations
  88. WOAD: Weakly Supervised Online Action Detection in Untrimmed Videos ↗IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yetMingfei Gao et al.2021 · 55 citations
  89. Genie: a generator of natural language semantic parsers for virtual assistant commands ↗Proceedings of the ACM SIGPLAN Conference on Programming Language Design and Implementation · no summary yetGiovanni Campagna et al.2019 · 53 citations
  90. Unifying Question Answering, Text Classification, and Regression via Span Extraction ↗arXiv (Cornell University) · no summary yetNitish Shirish Keskar et al.2019 · 53 citations
  91. Tree-structured Attention with Hierarchical Accumulation ↗arXiv:2002.08046 · no summary yetXuan-Phi Nguyen et al.2020 · 49 citations
  92. The AI Economist: Improving Equality and Productivity with AI-Driven Tax Policies ↗RePEc: Research Papers in Economics · no summary yetStephan Zheng et al.2020 · 47 citations
  93. Interpretable Counting for Visual Question Answering ↗arXiv (Cornell University) · no summary yetAlexander Trott, Caiming Xiong, Richard Socher2017 · 47 citations
  94. A Multi-Discriminator CycleGAN for Unsupervised Non-Parallel Speech Domain Adaptation ↗Interspeech (USB) · no summary yetEhsan Hosseini-Asl et al.2018 · 46 citations
  95. Explaining and Improving Model Behavior with k Nearest Neighbor Representations ↗arXiv (Cornell University) · no summary yetNazneen Fatema Rajani et al.2020 · 45 citations
  96. Non-Autoregressive Dialog State Tracking ↗arXiv (Cornell University) · no summary yetLe, Hung, Richard Socher, Steven C. H. Hoi2020 · 43 citations
  97. Composed Variational Natural Language Generation for Few-shot Intents ↗Findings of the Association for Computational Linguistics: EMNLP 2020 · no summary yetCongying Xia et al.2020 · 43 citations
  98. Augmented Cyclic Adversarial Learning for Low Resource Domain Adaptation ↗arXiv (Cornell University) · no summary yetEhsan Hosseini-Asl et al.2018 · 43 citations
  99. Improving End-to-End Speech Recognition with Policy Learning ↗IEEE International Conference on Acoustics Speech and Signal Processing · no summary yetYingbo Zhou, Caiming Xiong, Richard Socher2018 · 43 citations
  100. Biological data annotation via a human-augmenting AI-based labeling system ↗npj Digital Medicine · no summary yetDouwe van der Wal et al.2021 · 42 citations

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