---
title: "EMNLP 2021 — all accepted papers, page 2 — Elamur Research"
description: "All 895 papers of EMNLP 2021 · page 2 of 9, the most cited first; those with our summary link to it."
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# EMNLP 2021: all accepted papers

895 papers · page 2 of 9 · the most cited first · [← EMNLP 2021](https://md.research.elamur.ai/free/en/venues/emnlp/2021/)

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101. **[From Alignment to Assignment: Frustratingly Simple Unsupervised Entity Alignment ↗](https://aclanthology.org/2021.emnlp-main.226/)**Xin Mao, Wenting Wang, Yuanbin Wu et al.*63 citations*
102. **[On Pursuit of Designing Multi-modal Transformer for Video Grounding ↗](https://aclanthology.org/2021.emnlp-main.773/)**Meng Cao, Long Chen, Mike Zheng Shou et al.*63 citations*
103. **[Aspect-Controllable Opinion Summarization](https://md.research.elamur.ai/free/en/papers/amplayo-2021-aspect-controllable-opinion-summarization/)**Reinald Kim Amplayo, Stefanos Angelidis, Mirella Lapata*62 citations · our summary*
104. **[Mitigating Language-Dependent Ethnic Bias in BERT ↗](https://aclanthology.org/2021.emnlp-main.42/)**Jaimeen Ahn, Alice Oh*62 citations*
105. **[Paraphrase Generation: A Survey of the State of the Art ↗](https://aclanthology.org/2021.emnlp-main.414/)**Jianing Zhou, Suma Bhat*62 citations*
106. **[mT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs ↗](https://aclanthology.org/2021.emnlp-main.125/)**Zewen Chi, Li Dong, Shuming Ma et al.*62 citations*
107. **[BERT, mBERT, or BiBERT? A Study on Contextualized Embeddings for Neural Machine Translation ↗](https://aclanthology.org/2021.emnlp-main.534/)**Haoran Xu, Benjamin Van Durme, Kenton Murray*61 citations*
108. **[Incorporating medical knowledge in BERT for clinical relation extraction ↗](https://aclanthology.org/2021.emnlp-main.435/)**Arpita Roy, Shimei Pan*61 citations*
109. **[Revisiting the Uniform Information Density Hypothesis](https://md.research.elamur.ai/free/en/papers/meister-2021-revisiting-uniform-information-density-hypothesis/)**Clara Meister, Tiago Pimentel, Patrick Haller et al.*61 citations · our summary*
110. **[The Devil is in the Detail: Simple Tricks Improve Systematic Generalization of Transformers ↗](https://aclanthology.org/2021.emnlp-main.49/)**Róbert Csordás, Kazuki Irie, Juergen Schmidhuber*61 citations*
111. **[Multimodal Phased Transformer for Sentiment Analysis ↗](https://aclanthology.org/2021.emnlp-main.189/)**Junyan Cheng, Iordanis Fostiropoulos, Barry Boehm et al.*60 citations*
112. **[Rumor Detection on Twitter with Claim-Guided Hierarchical Graph Attention Networks ↗](https://aclanthology.org/2021.emnlp-main.786/)**Hongzhan Lin, Jing Ma, Mingfei Cheng et al.*60 citations*
113. **[TDEER: An Efficient Translating Decoding Schema for Joint Extraction of Entities and Relations ↗](https://aclanthology.org/2021.emnlp-main.635/)**Xianming Li, Xiaotian Luo, Chenghao Dong et al.*60 citations*
114. **[A Simple and Effective Positional Encoding for Transformers ↗](https://aclanthology.org/2021.emnlp-main.236/)**Pu-Chin Chen, Henry Tsai, Srinadh Bhojanapalli et al.*58 citations*
115. **[ConSeC: Word Sense Disambiguation as Continuous Sense Comprehension ↗](https://aclanthology.org/2021.emnlp-main.112/)**Edoardo Barba, Luigi Procopio, Roberto Navigli*58 citations*
116. **[SituatedQA: Incorporating Extra-Linguistic Contexts into QA ↗](https://aclanthology.org/2021.emnlp-main.586/)**Michael Zhang, Eunsol Choi*58 citations*
117. **[Weakly-Supervised Visual-Retriever-Reader for Knowledge-based Question Answering ↗](https://aclanthology.org/2021.emnlp-main.517/)**Man Luo, Yankai Zeng, Pratyay Banerjee et al.*58 citations*
118. **[Perspective-taking and Pragmatics for Generating Empathetic Responses Focused on Emotion Causes](https://md.research.elamur.ai/free/en/papers/kim-2021-perspective-taking-pragmatics-generating-empathetic/)**Hyunwoo Kim, Byeongchang Kim, Gunhee Kim*57 citations · our summary*
119. **[SIMMC 2.0: A Task-oriented Dialog Dataset for Immersive Multimodal Conversations](https://md.research.elamur.ai/free/en/papers/kottur-2021-simmc-2-0-task-oriented/)**Satwik Kottur, Seungwhan Moon, Alborz Geramifard et al.*57 citations · our summary*
120. **[Cross-Domain Label-Adaptive Stance Detection](https://md.research.elamur.ai/free/en/papers/hardalov-2021-cross-domain-label-adaptive-stance/)**Momchil Hardalov, Arnav Arora, Preslav Nakov et al.*56 citations · our summary*
121. **[PASTE: A Tagging-Free Decoding Framework Using Pointer Networks for Aspect Sentiment Triplet Extraction ↗](https://aclanthology.org/2021.emnlp-main.731/)**Rajdeep Mukherjee, Tapas Nayak, Yash Butala et al.*56 citations*
122. **[Phrase-BERT: Improved Phrase Embeddings from BERT with an Application to Corpus Exploration ↗](https://aclanthology.org/2021.emnlp-main.846/)**Shufan Wang, Laure Thompson, Mohit Iyyer*56 citations*
123. **[FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging ↗](https://aclanthology.org/2021.emnlp-main.808/)**Han Guo, Nazneen Rajani, Peter Hase et al.*55 citations*
124. **[Language-Aligned Waypoint (LAW) Supervision for Vision-and-Language Navigation in Continuous Environments ↗](https://aclanthology.org/2021.emnlp-main.328/)**Sonia Raychaudhuri, Saim Wani, Shivansh Patel et al.*55 citations*
125. **[Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge Graphs ↗](https://aclanthology.org/2021.emnlp-main.709/)**Chengjin Xu, Fenglong Su, Jens Lehmann*55 citations*
126. **[The Perils of Using Mechanical Turk to Evaluate Open-Ended Text Generation ↗](https://aclanthology.org/2021.emnlp-main.97/)**Marzena Karpinska, Nader Akoury, Mohit Iyyer*54 citations*
127. **[Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training ↗](https://aclanthology.org/2021.emnlp-main.810/)**Yu Meng, Yunyi Zhang, Jiaxin Huang et al.*52 citations*
128. **[Effective Convolutional Attention Network for Multi-label Clinical Document Classification ↗](https://aclanthology.org/2021.emnlp-main.481/)**Yang Liu, Hua Cheng, Russell Klopfer et al.*52 citations*
129. **[Types of Out-of-Distribution Texts and How to Detect Them ↗](https://aclanthology.org/2021.emnlp-main.835/)**Udit Arora, William Huang, He He*52 citations*
130. **[Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation ↗](https://aclanthology.org/2021.emnlp-main.223/)**Jingwei Yi, Fangzhao Wu, Chuhan Wu et al.*51 citations*
131. **[Machine Reading Comprehension as Data Augmentation: A Case Study on Implicit Event Argument Extraction ↗](https://aclanthology.org/2021.emnlp-main.214/)**Jian Liu, Yufeng Chen, Jinan Xu*51 citations*
132. **[Relation-aware Video Reading Comprehension for Temporal Language Grounding ↗](https://aclanthology.org/2021.emnlp-main.324/)**Jialin Gao, Xin Sun, Mengmeng Xu et al.*51 citations*
133. **[Structural Adapters in Pretrained Language Models for AMR-to-Text Generation ↗](https://aclanthology.org/2021.emnlp-main.351/)**Leonardo F. R. Ribeiro, Yue Zhang, Iryna Gurevych*51 citations*
134. **[Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global Context ↗](https://aclanthology.org/2021.emnlp-main.14/)**Xinnian Liang, Shuangzhi Wu, Mu Li et al.*51 citations*
135. **[Agreeing to Disagree: Annotating Offensive Language Datasets with Annotators' Disagreement](https://md.research.elamur.ai/free/en/papers/leonardelli-2021-agreeing-disagree-annotating-offensive-language/)**Elisa Leonardelli, Stefano Menini, Alessio Palmero Aprosio et al.*50 citations · our summary*
136. **[Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search ↗](https://aclanthology.org/2021.emnlp-main.151/)**Jialu Wang, Yang Liu, Xin Wang*50 citations*
137. **[Just Say No: Analyzing the Stance of Neural Dialogue Generation in Offensive Contexts ↗](https://aclanthology.org/2021.emnlp-main.397/)**Ashutosh Baheti, Maarten Sap, Alan Ritter et al.*50 citations*
138. **[CR-Walker: Tree-Structured Graph Reasoning and Dialog Acts for Conversational Recommendation ↗](https://aclanthology.org/2021.emnlp-main.139/)**Wenchang Ma, Ryuichi Takanobu, Minlie Huang*49 citations*
139. **[Hierarchical Heterogeneous Graph Representation Learning for Short Text Classification ↗](https://aclanthology.org/2021.emnlp-main.247/)**Yaqing Wang, Song Wang, Quanming Yao et al.*48 citations*
140. **[Learning Compact Metrics for MT](https://md.research.elamur.ai/free/en/papers/pu-2021-learning-compact-metrics-mt/)**Amy Pu, Hyung Won Chung, Ankur Parikh et al.*48 citations · our summary*
141. **[Open Aspect Target Sentiment Classification with Natural Language Prompts ↗](https://aclanthology.org/2021.emnlp-main.509/)**Ronald Seoh, Ian Birle, Mrinal Tak et al.*48 citations*
142. **[Pushing on Text Readability Assessment: A Transformer Meets Handcrafted Linguistic Features](https://md.research.elamur.ai/free/en/papers/lee-2021-pushing-text-readability-assessment-transformer/)**Bruce W. Lee, Yoo Sung Jang, Jason Lee*48 citations · our summary*
143. **[Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language Generation](https://md.research.elamur.ai/free/en/papers/deng-2021-compression-transduction-creation-unified-framework/)**Mingkai Deng, Bowen Tan, Zhengzhong Liu et al.*47 citations · our summary*
144. **[Less is More: Pretrain a Strong Siamese Encoder for Dense Text Retrieval Using a Weak Decoder ↗](https://aclanthology.org/2021.emnlp-main.220/)**Shuqi Lu, Di He, Chenyan Xiong et al.*47 citations*
145. **[Searching for an Effective Defender: Benchmarking Defense against Adversarial Word Substitution ↗](https://aclanthology.org/2021.emnlp-main.251/)**Zongyi Li, Jianhan Xu, Jiehang Zeng et al.*47 citations*
146. **[The Future is not One-dimensional: Complex Event Schema Induction by Graph Modeling for Event Prediction ↗](https://aclanthology.org/2021.emnlp-main.422/)**Manling Li, Sha Li, Zhenhailong Wang et al.*47 citations*
147. **[Universal Sentence Representation Learning with Conditional Masked Language Model ↗](https://aclanthology.org/2021.emnlp-main.502/)**Ziyi Yang, Yinfei Yang, Daniel Cer et al.*47 citations*
148. **[WebSRC: A Dataset for Web-Based Structural Reading Comprehension ↗](https://aclanthology.org/2021.emnlp-main.343/)**Xingyu Chen, Zihan Zhao, Lu Chen et al.*47 citations*
149. **[Text Detoxification using Large Pre-trained Neural Models ↗](https://aclanthology.org/2021.emnlp-main.629/)**David Dale, Anton Voronov, Daryna Dementieva et al.*46 citations*
150. **[Weakly-supervised Text Classification Based on Keyword Graph ↗](https://aclanthology.org/2021.emnlp-main.222/)**Lu Zhang, Jiandong Ding, Yi Xu et al.*46 citations*
151. **[AttentionRank: Unsupervised Keyphrase Extraction using Self and Cross Attentions ↗](https://aclanthology.org/2021.emnlp-main.146/)**Haoran Ding, Xiao Luo*45 citations*
152. **[Controllable Neural Dialogue Summarization with Personal Named Entity Planning ↗](https://aclanthology.org/2021.emnlp-main.8/)**Zhengyuan Liu, Nancy Chen*45 citations*
153. **[Cross-lingual Aspect-based Sentiment Analysis with Aspect Term Code-Switching ↗](https://aclanthology.org/2021.emnlp-main.727/)**Wenxuan Zhang, Ruidan He, Haiyun Peng et al.*45 citations*
154. **[Pairwise Supervised Contrastive Learning of Sentence Representations ↗](https://aclanthology.org/2021.emnlp-main.467/)**Dejiao Zhang, Shang-Wen Li, Wei Xiao et al.*45 citations*
155. **[AESOP: Paraphrase Generation with Adaptive Syntactic Control ↗](https://aclanthology.org/2021.emnlp-main.420/)**Jiao Sun, Xuezhe Ma, Nanyun Peng*44 citations*
156. **[Document-level Entity-based Extraction as Template Generation ↗](https://aclanthology.org/2021.emnlp-main.426/)**Kung-Hsiang Huang, Sam Tang, Nanyun Peng*44 citations*
157. **[Graph Based Network with Contextualized Representations of Turns in Dialogue ↗](https://aclanthology.org/2021.emnlp-main.36/)**Bongseok Lee, Yong Suk Choi*44 citations*
158. **[MultiDoc2Dial: Modeling Dialogues Grounded in Multiple Documents ↗](https://aclanthology.org/2021.emnlp-main.498/)**Song Feng, Siva Sankalp Patel, Hui Wan et al.*44 citations*
159. **[Zero-Shot Dialogue State Tracking via Cross-Task Transfer ↗](https://aclanthology.org/2021.emnlp-main.622/)**Zhaojiang Lin, Bing Liu, Andrea Madotto et al.*44 citations*
160. **[CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees ↗](https://aclanthology.org/2021.emnlp-main.332/)**Ensheng Shi, Yanlin Wang, Lun Du et al.*43 citations*
161. **[CRFR: Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs ↗](https://aclanthology.org/2021.emnlp-main.355/)**Jinfeng Zhou, Bo Wang, Ruifang He et al.*43 citations*
162. **[Data Augmentation for Cross-Domain Named Entity Recognition ↗](https://aclanthology.org/2021.emnlp-main.434/)**Shuguang Chen, Gustavo Aguilar, Leonardo Neves et al.*43 citations*
163. **[Natural Language Video Localization with Learnable Moment Proposals ↗](https://aclanthology.org/2021.emnlp-main.327/)**Shaoning Xiao, Long Chen, Jian Shao et al.*43 citations*
164. **[Adaptive Proposal Generation Network for Temporal Sentence Localization in Videos ↗](https://aclanthology.org/2021.emnlp-main.732/)**Daizong Liu, Xiaoye Qu, Jianfeng Dong et al.*42 citations*
165. **[Contextualized Query Embeddings for Conversational Search ↗](https://aclanthology.org/2021.emnlp-main.77/)**Sheng-Chieh Lin, Jheng-Hong Yang, Jimmy Lin*42 citations*
166. **[DWUG: A large Resource of Diachronic Word Usage Graphs in Four Languages ↗](https://aclanthology.org/2021.emnlp-main.567/)**Dominik Schlechtweg, Nina Tahmasebi, Simon Hengchen et al.*42 citations*
167. **[Do Long-Range Language Models Actually Use Long-Range Context?](https://md.research.elamur.ai/free/en/papers/sun-2021-do-long-range-language-models/)**Simeng Sun, Kalpesh Krishna, Andrew Mattarella-Micke et al.*42 citations · our summary*
168. **[Frequency Effects on Syntactic Rule Learning in Transformers](https://md.research.elamur.ai/free/en/papers/wei-2021-frequency-effects-syntactic-rule-learning/)**Jason Wei, Dan Garrette, Tal Linzen et al.*42 citations · our summary*
169. **[Gradient Imitation Reinforcement Learning for Low Resource Relation Extraction ↗](https://aclanthology.org/2021.emnlp-main.216/)**Xuming Hu, Chenwei Zhang, Yawen Yang et al.*42 citations*
170. **[MassiveSumm: a very large-scale, very multilingual, news summarisation dataset ↗](https://aclanthology.org/2021.emnlp-main.797/)**Daniel Varab, Natalie Schluter*42 citations*
171. **[TransPrompt: Towards an Automatic Transferable Prompting Framework for Few-shot Text Classification ↗](https://aclanthology.org/2021.emnlp-main.221/)**Chengyu Wang, Jianing Wang, Minghui Qiu et al.*42 citations*
172. **[Automated Generation of Accurate & Fluent Medical X-ray Reports ↗](https://aclanthology.org/2021.emnlp-main.288/)**Hoang Nguyen, Dong Nie, Taivanbat Badamdorj et al.*41 citations*
173. **[Discrete and Soft Prompting for Multilingual Models ↗](https://aclanthology.org/2021.emnlp-main.672/)**Mengjie Zhao, Hinrich Schütze*41 citations*
174. **[DuRecDial 2.0: A Bilingual Parallel Corpus for Conversational Recommendation ↗](https://aclanthology.org/2021.emnlp-main.356/)**Zeming Liu, Haifeng Wang, Zheng-Yu Niu et al.*41 citations*
175. **[Learning Neural Templates for Recommender Dialogue System ↗](https://aclanthology.org/2021.emnlp-main.617/)**Zujie Liang, Huang Hu, Can Xu et al.*41 citations*
176. **[Multiplex Graph Neural Network for Extractive Text Summarization ↗](https://aclanthology.org/2021.emnlp-main.11/)**Baoyu Jing, Zeyu You, Tao Yang et al.*41 citations*
177. **[Uncovering Main Causalities for Long-tailed Information Extraction ↗](https://aclanthology.org/2021.emnlp-main.763/)**Guoshun Nan, Jiaqi Zeng, Rui Qiao et al.*41 citations*
178. **[BARThez: a Skilled Pretrained French Sequence-to-Sequence Model ↗](https://aclanthology.org/2021.emnlp-main.740/)**Moussa Kamal Eddine, Antoine Tixier, Michalis Vazirgiannis*40 citations*
179. **[SELFEXPLAIN: A Self-Explaining Architecture for Neural Text Classifiers ↗](https://aclanthology.org/2021.emnlp-main.64/)**Dheeraj Rajagopal, Vidhisha Balachandran, Eduard H Hovy et al.*40 citations*
180. **[Sequence Length is a Domain: Length-based Overfitting in Transformer Models ↗](https://aclanthology.org/2021.emnlp-main.650/)**Dusan Varis, Ondřej Bojar*40 citations*
181. **[ConvAbuse: Data, Analysis, and Benchmarks for Nuanced Abuse Detection in Conversational AI ↗](https://aclanthology.org/2021.emnlp-main.587/)**Amanda Cercas Curry, Gavin Abercrombie, Verena Rieser*39 citations*
182. **[Progressive Self-Training with Discriminator for Aspect Term Extraction ↗](https://aclanthology.org/2021.emnlp-main.23/)**Qianlong Wang, Zhiyuan Wen, Qin Zhao et al.*39 citations*
183. **[STANKER: Stacking Network based on Level-grained Attention-masked BERT for Rumor Detection on Social Media ↗](https://aclanthology.org/2021.emnlp-main.269/)**Dongning Rao, Xin Miao, Zhihua Jiang et al.*39 citations*
184. **[Zero-Shot Information Extraction as a Unified Text-to-Triple Translation ↗](https://aclanthology.org/2021.emnlp-main.94/)**Chenguang Wang, Xiao Liu, Zui Chen et al.*39 citations*
185. **[AligNART: Non-autoregressive Neural Machine Translation by Jointly Learning to Estimate Alignment and Translate ↗](https://aclanthology.org/2021.emnlp-main.1/)**Jongyoon Song, Sungwon Kim, Sungroh Yoon*38 citations*
186. **[Answering Open-Domain Questions of Varying Reasoning Steps from Text ↗](https://aclanthology.org/2021.emnlp-main.292/)**Peng Qi, Haejun Lee, Tg Sido et al.*38 citations*
187. **[CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks ↗](https://aclanthology.org/2021.emnlp-main.550/)**Zixuan Ke, Bing Liu, Hu Xu et al.*38 citations*
188. **[Dealing with Typos for BERT-based Passage Retrieval and Ranking ↗](https://aclanthology.org/2021.emnlp-main.225/)**Shengyao Zhuang, Guido Zuccon*38 citations*
189. **[Discretized Integrated Gradients for Explaining Language Models ↗](https://aclanthology.org/2021.emnlp-main.805/)**Soumya Sanyal, Xiang Ren*38 citations*
190. **[Dynamic Knowledge Distillation for Pre-trained Language Models ↗](https://aclanthology.org/2021.emnlp-main.31/)**Lei Li, Yankai Lin, Shuhuai Ren et al.*38 citations*
191. **[Integrating Visuospatial, Linguistic, and Commonsense Structure into Story Visualization ↗](https://aclanthology.org/2021.emnlp-main.543/)**Adyasha Maharana, Mohit Bansal*38 citations*
192. **[Residual Adapters for Parameter-Efficient ASR Adaptation to Atypical and Accented Speech ↗](https://aclanthology.org/2021.emnlp-main.541/)**Katrin Tomanek, Vicky Zayats, Dirk Padfield et al.*38 citations*
193. **[Semantics-Preserved Data Augmentation for Aspect-Based Sentiment Analysis ↗](https://aclanthology.org/2021.emnlp-main.362/)**Ting-Wei Hsu, Chung-Chi Chen, Hen-Hsen Huang et al.*38 citations*
194. **[Sparse Attention with Linear Units ↗](https://aclanthology.org/2021.emnlp-main.523/)**Biao Zhang, Ivan Titov, Rico Sennrich*38 citations*
195. **[To be Closer: Learning to Link up Aspects with Opinions ↗](https://aclanthology.org/2021.emnlp-main.317/)**Yuxiang Zhou, Lejian Liao, Yang Gao et al.*38 citations*
196. **[UniKER: A Unified Framework for Combining Embedding and Definite Horn Rule Reasoning for Knowledge Graph Inference ↗](https://aclanthology.org/2021.emnlp-main.769/)**Kewei Cheng, Ziqing Yang, Ming Zhang et al.*38 citations*
197. **[Evaluating Debiasing Techniques for Intersectional Biases ↗](https://aclanthology.org/2021.emnlp-main.193/)**Shivashankar Subramanian, Xudong Han, Timothy Baldwin et al.*37 citations*
198. **[Math Word Problem Generation with Mathematical Consistency and Problem Context Constraints ↗](https://aclanthology.org/2021.emnlp-main.484/)**Zichao Wang, Andrew Lan, Richard Baraniuk*37 citations*
199. **[A Large-Scale Dataset for Empathetic Response Generation ↗](https://aclanthology.org/2021.emnlp-main.96/)**Anuradha Welivita, Yubo Xie, Pearl Pu*36 citations*
200. **[A Strong Baseline for Query Efficient Attacks in a Black Box Setting ↗](https://aclanthology.org/2021.emnlp-main.661/)**Rishabh Maheshwary, Saket Maheshwary, Vikram Pudi*36 citations*

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