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EMNLP 2021: all accepted papers

895 papers · page 2 of 9 · the most cited first · ← EMNLP 2021

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  1. From Alignment to Assignment: Frustratingly Simple Unsupervised Entity Alignment ↗Xin Mao, Wenting Wang, Yuanbin Wu et al.63 citations
  2. On Pursuit of Designing Multi-modal Transformer for Video Grounding ↗Meng Cao, Long Chen, Mike Zheng Shou et al.63 citations
  3. Aspect-Controllable Opinion SummarizationReinald Kim Amplayo, Stefanos Angelidis, Mirella Lapata62 citations · our summary
  4. Mitigating Language-Dependent Ethnic Bias in BERT ↗Jaimeen Ahn, Alice Oh62 citations
  5. Paraphrase Generation: A Survey of the State of the Art ↗Jianing Zhou, Suma Bhat62 citations
  6. mT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs ↗Zewen Chi, Li Dong, Shuming Ma et al.62 citations
  7. BERT, mBERT, or BiBERT? A Study on Contextualized Embeddings for Neural Machine Translation ↗Haoran Xu, Benjamin Van Durme, Kenton Murray61 citations
  8. Incorporating medical knowledge in BERT for clinical relation extraction ↗Arpita Roy, Shimei Pan61 citations
  9. Revisiting the Uniform Information Density HypothesisClara Meister, Tiago Pimentel, Patrick Haller et al.61 citations · our summary
  10. The Devil is in the Detail: Simple Tricks Improve Systematic Generalization of Transformers ↗Róbert Csordás, Kazuki Irie, Juergen Schmidhuber61 citations
  11. Multimodal Phased Transformer for Sentiment Analysis ↗Junyan Cheng, Iordanis Fostiropoulos, Barry Boehm et al.60 citations
  12. Rumor Detection on Twitter with Claim-Guided Hierarchical Graph Attention Networks ↗Hongzhan Lin, Jing Ma, Mingfei Cheng et al.60 citations
  13. TDEER: An Efficient Translating Decoding Schema for Joint Extraction of Entities and Relations ↗Xianming Li, Xiaotian Luo, Chenghao Dong et al.60 citations
  14. A Simple and Effective Positional Encoding for Transformers ↗Pu-Chin Chen, Henry Tsai, Srinadh Bhojanapalli et al.58 citations
  15. ConSeC: Word Sense Disambiguation as Continuous Sense Comprehension ↗Edoardo Barba, Luigi Procopio, Roberto Navigli58 citations
  16. SituatedQA: Incorporating Extra-Linguistic Contexts into QA ↗Michael Zhang, Eunsol Choi58 citations
  17. Weakly-Supervised Visual-Retriever-Reader for Knowledge-based Question Answering ↗Man Luo, Yankai Zeng, Pratyay Banerjee et al.58 citations
  18. Perspective-taking and Pragmatics for Generating Empathetic Responses Focused on Emotion CausesHyunwoo Kim, Byeongchang Kim, Gunhee Kim57 citations · our summary
  19. SIMMC 2.0: A Task-oriented Dialog Dataset for Immersive Multimodal ConversationsSatwik Kottur, Seungwhan Moon, Alborz Geramifard et al.57 citations · our summary
  20. Cross-Domain Label-Adaptive Stance DetectionMomchil Hardalov, Arnav Arora, Preslav Nakov et al.56 citations · our summary
  21. PASTE: A Tagging-Free Decoding Framework Using Pointer Networks for Aspect Sentiment Triplet Extraction ↗Rajdeep Mukherjee, Tapas Nayak, Yash Butala et al.56 citations
  22. Phrase-BERT: Improved Phrase Embeddings from BERT with an Application to Corpus Exploration ↗Shufan Wang, Laure Thompson, Mohit Iyyer56 citations
  23. FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging ↗Han Guo, Nazneen Rajani, Peter Hase et al.55 citations
  24. Language-Aligned Waypoint (LAW) Supervision for Vision-and-Language Navigation in Continuous Environments ↗Sonia Raychaudhuri, Saim Wani, Shivansh Patel et al.55 citations
  25. Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge Graphs ↗Chengjin Xu, Fenglong Su, Jens Lehmann55 citations
  26. The Perils of Using Mechanical Turk to Evaluate Open-Ended Text Generation ↗Marzena Karpinska, Nader Akoury, Mohit Iyyer54 citations
  27. Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training ↗Yu Meng, Yunyi Zhang, Jiaxin Huang et al.52 citations
  28. Effective Convolutional Attention Network for Multi-label Clinical Document Classification ↗Yang Liu, Hua Cheng, Russell Klopfer et al.52 citations
  29. Types of Out-of-Distribution Texts and How to Detect Them ↗Udit Arora, William Huang, He He52 citations
  30. Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation ↗Jingwei Yi, Fangzhao Wu, Chuhan Wu et al.51 citations
  31. Machine Reading Comprehension as Data Augmentation: A Case Study on Implicit Event Argument Extraction ↗Jian Liu, Yufeng Chen, Jinan Xu51 citations
  32. Relation-aware Video Reading Comprehension for Temporal Language Grounding ↗Jialin Gao, Xin Sun, Mengmeng Xu et al.51 citations
  33. Structural Adapters in Pretrained Language Models for AMR-to-Text Generation ↗Leonardo F. R. Ribeiro, Yue Zhang, Iryna Gurevych51 citations
  34. Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global Context ↗Xinnian Liang, Shuangzhi Wu, Mu Li et al.51 citations
  35. Agreeing to Disagree: Annotating Offensive Language Datasets with Annotators' DisagreementElisa Leonardelli, Stefano Menini, Alessio Palmero Aprosio et al.50 citations · our summary
  36. Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search ↗Jialu Wang, Yang Liu, Xin Wang50 citations
  37. Just Say No: Analyzing the Stance of Neural Dialogue Generation in Offensive Contexts ↗Ashutosh Baheti, Maarten Sap, Alan Ritter et al.50 citations
  38. CR-Walker: Tree-Structured Graph Reasoning and Dialog Acts for Conversational Recommendation ↗Wenchang Ma, Ryuichi Takanobu, Minlie Huang49 citations
  39. Hierarchical Heterogeneous Graph Representation Learning for Short Text Classification ↗Yaqing Wang, Song Wang, Quanming Yao et al.48 citations
  40. Learning Compact Metrics for MTAmy Pu, Hyung Won Chung, Ankur Parikh et al.48 citations · our summary
  41. Open Aspect Target Sentiment Classification with Natural Language Prompts ↗Ronald Seoh, Ian Birle, Mrinal Tak et al.48 citations
  42. Pushing on Text Readability Assessment: A Transformer Meets Handcrafted Linguistic FeaturesBruce W. Lee, Yoo Sung Jang, Jason Lee48 citations · our summary
  43. Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language GenerationMingkai Deng, Bowen Tan, Zhengzhong Liu et al.47 citations · our summary
  44. Less is More: Pretrain a Strong Siamese Encoder for Dense Text Retrieval Using a Weak Decoder ↗Shuqi Lu, Di He, Chenyan Xiong et al.47 citations
  45. Searching for an Effective Defender: Benchmarking Defense against Adversarial Word Substitution ↗Zongyi Li, Jianhan Xu, Jiehang Zeng et al.47 citations
  46. The Future is not One-dimensional: Complex Event Schema Induction by Graph Modeling for Event Prediction ↗Manling Li, Sha Li, Zhenhailong Wang et al.47 citations
  47. Universal Sentence Representation Learning with Conditional Masked Language Model ↗Ziyi Yang, Yinfei Yang, Daniel Cer et al.47 citations
  48. WebSRC: A Dataset for Web-Based Structural Reading Comprehension ↗Xingyu Chen, Zihan Zhao, Lu Chen et al.47 citations
  49. Text Detoxification using Large Pre-trained Neural Models ↗David Dale, Anton Voronov, Daryna Dementieva et al.46 citations
  50. Weakly-supervised Text Classification Based on Keyword Graph ↗Lu Zhang, Jiandong Ding, Yi Xu et al.46 citations
  51. AttentionRank: Unsupervised Keyphrase Extraction using Self and Cross Attentions ↗Haoran Ding, Xiao Luo45 citations
  52. Controllable Neural Dialogue Summarization with Personal Named Entity Planning ↗Zhengyuan Liu, Nancy Chen45 citations
  53. Cross-lingual Aspect-based Sentiment Analysis with Aspect Term Code-Switching ↗Wenxuan Zhang, Ruidan He, Haiyun Peng et al.45 citations
  54. Pairwise Supervised Contrastive Learning of Sentence Representations ↗Dejiao Zhang, Shang-Wen Li, Wei Xiao et al.45 citations
  55. AESOP: Paraphrase Generation with Adaptive Syntactic Control ↗Jiao Sun, Xuezhe Ma, Nanyun Peng44 citations
  56. Document-level Entity-based Extraction as Template Generation ↗Kung-Hsiang Huang, Sam Tang, Nanyun Peng44 citations
  57. Graph Based Network with Contextualized Representations of Turns in Dialogue ↗Bongseok Lee, Yong Suk Choi44 citations
  58. MultiDoc2Dial: Modeling Dialogues Grounded in Multiple Documents ↗Song Feng, Siva Sankalp Patel, Hui Wan et al.44 citations
  59. Zero-Shot Dialogue State Tracking via Cross-Task Transfer ↗Zhaojiang Lin, Bing Liu, Andrea Madotto et al.44 citations
  60. CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees ↗Ensheng Shi, Yanlin Wang, Lun Du et al.43 citations
  61. CRFR: Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs ↗Jinfeng Zhou, Bo Wang, Ruifang He et al.43 citations
  62. Data Augmentation for Cross-Domain Named Entity Recognition ↗Shuguang Chen, Gustavo Aguilar, Leonardo Neves et al.43 citations
  63. Natural Language Video Localization with Learnable Moment Proposals ↗Shaoning Xiao, Long Chen, Jian Shao et al.43 citations
  64. Adaptive Proposal Generation Network for Temporal Sentence Localization in Videos ↗Daizong Liu, Xiaoye Qu, Jianfeng Dong et al.42 citations
  65. Contextualized Query Embeddings for Conversational Search ↗Sheng-Chieh Lin, Jheng-Hong Yang, Jimmy Lin42 citations
  66. DWUG: A large Resource of Diachronic Word Usage Graphs in Four Languages ↗Dominik Schlechtweg, Nina Tahmasebi, Simon Hengchen et al.42 citations
  67. Do Long-Range Language Models Actually Use Long-Range Context?Simeng Sun, Kalpesh Krishna, Andrew Mattarella-Micke et al.42 citations · our summary
  68. Frequency Effects on Syntactic Rule Learning in TransformersJason Wei, Dan Garrette, Tal Linzen et al.42 citations · our summary
  69. Gradient Imitation Reinforcement Learning for Low Resource Relation Extraction ↗Xuming Hu, Chenwei Zhang, Yawen Yang et al.42 citations
  70. MassiveSumm: a very large-scale, very multilingual, news summarisation dataset ↗Daniel Varab, Natalie Schluter42 citations
  71. TransPrompt: Towards an Automatic Transferable Prompting Framework for Few-shot Text Classification ↗Chengyu Wang, Jianing Wang, Minghui Qiu et al.42 citations
  72. Automated Generation of Accurate & Fluent Medical X-ray Reports ↗Hoang Nguyen, Dong Nie, Taivanbat Badamdorj et al.41 citations
  73. Discrete and Soft Prompting for Multilingual Models ↗Mengjie Zhao, Hinrich Schütze41 citations
  74. DuRecDial 2.0: A Bilingual Parallel Corpus for Conversational Recommendation ↗Zeming Liu, Haifeng Wang, Zheng-Yu Niu et al.41 citations
  75. Learning Neural Templates for Recommender Dialogue System ↗Zujie Liang, Huang Hu, Can Xu et al.41 citations
  76. Multiplex Graph Neural Network for Extractive Text Summarization ↗Baoyu Jing, Zeyu You, Tao Yang et al.41 citations
  77. Uncovering Main Causalities for Long-tailed Information Extraction ↗Guoshun Nan, Jiaqi Zeng, Rui Qiao et al.41 citations
  78. BARThez: a Skilled Pretrained French Sequence-to-Sequence Model ↗Moussa Kamal Eddine, Antoine Tixier, Michalis Vazirgiannis40 citations
  79. SELFEXPLAIN: A Self-Explaining Architecture for Neural Text Classifiers ↗Dheeraj Rajagopal, Vidhisha Balachandran, Eduard H Hovy et al.40 citations
  80. Sequence Length is a Domain: Length-based Overfitting in Transformer Models ↗Dusan Varis, Ondřej Bojar40 citations
  81. ConvAbuse: Data, Analysis, and Benchmarks for Nuanced Abuse Detection in Conversational AI ↗Amanda Cercas Curry, Gavin Abercrombie, Verena Rieser39 citations
  82. Progressive Self-Training with Discriminator for Aspect Term Extraction ↗Qianlong Wang, Zhiyuan Wen, Qin Zhao et al.39 citations
  83. STANKER: Stacking Network based on Level-grained Attention-masked BERT for Rumor Detection on Social Media ↗Dongning Rao, Xin Miao, Zhihua Jiang et al.39 citations
  84. Zero-Shot Information Extraction as a Unified Text-to-Triple Translation ↗Chenguang Wang, Xiao Liu, Zui Chen et al.39 citations
  85. AligNART: Non-autoregressive Neural Machine Translation by Jointly Learning to Estimate Alignment and Translate ↗Jongyoon Song, Sungwon Kim, Sungroh Yoon38 citations
  86. Answering Open-Domain Questions of Varying Reasoning Steps from Text ↗Peng Qi, Haejun Lee, Tg Sido et al.38 citations
  87. CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks ↗Zixuan Ke, Bing Liu, Hu Xu et al.38 citations
  88. Dealing with Typos for BERT-based Passage Retrieval and Ranking ↗Shengyao Zhuang, Guido Zuccon38 citations
  89. Discretized Integrated Gradients for Explaining Language Models ↗Soumya Sanyal, Xiang Ren38 citations
  90. Dynamic Knowledge Distillation for Pre-trained Language Models ↗Lei Li, Yankai Lin, Shuhuai Ren et al.38 citations
  91. Integrating Visuospatial, Linguistic, and Commonsense Structure into Story Visualization ↗Adyasha Maharana, Mohit Bansal38 citations
  92. Residual Adapters for Parameter-Efficient ASR Adaptation to Atypical and Accented Speech ↗Katrin Tomanek, Vicky Zayats, Dirk Padfield et al.38 citations
  93. Semantics-Preserved Data Augmentation for Aspect-Based Sentiment Analysis ↗Ting-Wei Hsu, Chung-Chi Chen, Hen-Hsen Huang et al.38 citations
  94. Sparse Attention with Linear Units ↗Biao Zhang, Ivan Titov, Rico Sennrich38 citations
  95. To be Closer: Learning to Link up Aspects with Opinions ↗Yuxiang Zhou, Lejian Liao, Yang Gao et al.38 citations
  96. UniKER: A Unified Framework for Combining Embedding and Definite Horn Rule Reasoning for Knowledge Graph Inference ↗Kewei Cheng, Ziqing Yang, Ming Zhang et al.38 citations
  97. Evaluating Debiasing Techniques for Intersectional Biases ↗Shivashankar Subramanian, Xudong Han, Timothy Baldwin et al.37 citations
  98. Math Word Problem Generation with Mathematical Consistency and Problem Context Constraints ↗Zichao Wang, Andrew Lan, Richard Baraniuk37 citations
  99. A Large-Scale Dataset for Empathetic Response Generation ↗Anuradha Welivita, Yubo Xie, Pearl Pu36 citations
  100. A Strong Baseline for Query Efficient Attacks in a Black Box Setting ↗Rishabh Maheshwary, Saket Maheshwary, Vikram Pudi36 citations

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