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# Findings of the Association for Computational Linguistics 2021: all accepted papers

881 papers · page 2 of 9 · the most cited first · [← Findings of the Association for Computational Linguistics 2021](https://md.research.elamur.ai/free/en/venues/findings/2021/)

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101. **[Few-shot Knowledge Graph-to-Text Generation with Pretrained Language Models ↗](https://aclanthology.org/2021.findings-acl.136/)**Junyi Li, Tianyi Tang, Wayne Xin Zhao et al.*46 citations*
102. **[Improving End-to-End Task-Oriented Dialog System with A Simple Auxiliary Task ↗](https://aclanthology.org/2021.findings-emnlp.112/)**Yohan Lee*46 citations*
103. **[Link Prediction on N-ary Relational Facts: A Graph-based Approach ↗](https://aclanthology.org/2021.findings-acl.35/)**Quan Wang, Haifeng Wang, Yajuan Lyu et al.*46 citations*
104. **[Parallel Attention Network with Sequence Matching for Video Grounding ↗](https://aclanthology.org/2021.findings-acl.69/)**Hao Zhang, Aixin Sun, Wei Jing et al.*46 citations*
105. **[Reordering Examples Helps during Priming-based Few-Shot Learning ↗](https://aclanthology.org/2021.findings-acl.395/)**Sawan Kumar, Partha Talukdar*46 citations*
106. **[Few-Shot Event Detection with Prototypical Amortized Conditional Random Field ↗](https://aclanthology.org/2021.findings-acl.3/)**Xin Cong, Shiyao Cui, Bowen Yu et al.*45 citations*
107. **[One Teacher is Enough? Pre-trained Language Model Distillation from Multiple Teachers ↗](https://aclanthology.org/2021.findings-acl.387/)**Chuhan Wu, Fangzhao Wu, Yongfeng Huang*45 citations*
108. **[As Good as New. How to Successfully Recycle English GPT-2 to Make Models for Other Languages](https://md.research.elamur.ai/free/en/papers/vries-2021-as-good-as-new-how/)**Wietse de Vries, Malvina Nissim*44 citations · our summary*
109. **[LEWIS: Levenshtein Editing for Unsupervised Text Style Transfer ↗](https://aclanthology.org/2021.findings-acl.344/)**Machel Reid, Victor Zhong*44 citations*
110. **[Automatic Text Simplification for Social Good: Progress and Challenges ↗](https://aclanthology.org/2021.findings-acl.233/)**Sanja Stajner*43 citations*
111. **[Controllable Abstractive Dialogue Summarization with Sketch Supervision ↗](https://aclanthology.org/2021.findings-acl.454/)**Chien-Sheng Wu, Linqing Liu, Wenhao Liu et al.*43 citations*
112. **[Cross-Domain Review Generation for Aspect-Based Sentiment Analysis ↗](https://aclanthology.org/2021.findings-acl.421/)**Jianfei Yu, Chenggong Gong, Rui Xia*42 citations*
113. **[Enhancing Label Correlation Feedback in Multi-Label Text Classification via Multi-Task Learning ↗](https://aclanthology.org/2021.findings-acl.101/)**Ximing Zhang, Qian-Wen Zhang, Zhao Yan et al.*42 citations*
114. **[Learning and Evaluating a Differentially Private Pre-trained Language Model ↗](https://aclanthology.org/2021.findings-emnlp.102/)**Shlomo Hoory, Amir Feder, Avichai Tendler et al.*42 citations*
115. **[Self-supervised Contrastive Cross-Modality Representation Learning for Spoken Question Answering ↗](https://aclanthology.org/2021.findings-emnlp.3/)**Chenyu You, Nuo Chen, Yuexian Zou*42 citations*
116. **[fBERT: A Neural Transformer for Identifying Offensive Content ↗](https://aclanthology.org/2021.findings-emnlp.154/)**Diptanu Sarkar, Marcos Zampieri, Tharindu Ranasinghe et al.*42 citations*
117. **[Counter-Interference Adapter for Multilingual Machine Translation ↗](https://aclanthology.org/2021.findings-emnlp.240/)**Yaoming Zhu, Jiangtao Feng, Chengqi Zhao et al.*41 citations*
118. **[Factual Consistency Evaluation for Text Summarization via Counterfactual Estimation ↗](https://aclanthology.org/2021.findings-emnlp.10/)**Yuexiang Xie, Fei Sun, Yang Deng et al.*41 citations*
119. **[Global Attention Decoder for Chinese Spelling Error Correction ↗](https://aclanthology.org/2021.findings-acl.122/)**Zhao Guo, Yuan Ni, Keqiang Wang et al.*41 citations*
120. **[HacRED: A Large-Scale Relation Extraction Dataset Toward Hard Cases in Practical Applications ↗](https://aclanthology.org/2021.findings-acl.249/)**Qiao Cheng, Juntao Liu, Xiaoye Qu et al.*41 citations*
121. **[MURAL: Multimodal, Multitask Representations Across Languages ↗](https://aclanthology.org/2021.findings-emnlp.293/)**Aashi Jain, Mandy Guo, Krishna Srinivasan et al.*41 citations*
122. **[`Just What do You Think You're Doing, Dave?' A Checklist for Responsible Data Use in NLP ↗](https://aclanthology.org/2021.findings-emnlp.414/)**Anna Rogers, Timothy Baldwin, Kobi Leins*41 citations*
123. **[Multi-Task Learning and Adapted Knowledge Models for Emotion-Cause Extraction ↗](https://aclanthology.org/2021.findings-acl.348/)**Elsbeth Turcan, Shuai Wang, Rishita Anubhai et al.*40 citations*
124. **[BERT Busters: Outlier Dimensions that Disrupt Transformers](https://md.research.elamur.ai/free/en/papers/kovaleva-2021-bert-busters-outlier-dimensions-that/)**Olga Kovaleva, Saurabh Kulshreshtha, Anna Rogers et al.*38 citations · our summary*
125. **[FastCorrect 2: Fast Error Correction on Multiple Candidates for Automatic Speech Recognition ↗](https://aclanthology.org/2021.findings-emnlp.367/)**Yichong Leng, Xu Tan, Rui Wang et al.*38 citations*
126. **[GLGE: A New General Language Generation Evaluation Benchmark ↗](https://aclanthology.org/2021.findings-acl.36/)**Dayiheng Liu, Yu Yan, Yeyun Gong et al.*38 citations*
127. **[How transfer learning impacts linguistic knowledge in deep NLP models? ↗](https://aclanthology.org/2021.findings-acl.438/)**Nadir Durrani, Hassan Sajjad, Fahim Dalvi*38 citations*
128. **[PAIR: Leveraging Passage-Centric Similarity Relation for Improving Dense Passage Retrieval ↗](https://aclanthology.org/2021.findings-acl.191/)**Ruiyang Ren, Shangwen Lv, Yingqi Qu et al.*38 citations*
129. **[Beyond Distillation: Task-level Mixture-of-Experts for Efficient Inference ↗](https://aclanthology.org/2021.findings-emnlp.304/)**Sneha Kudugunta, Yanping Huang, Ankur Bapna et al.*37 citations*
130. **[Effectiveness of Pre-training for Few-shot Intent Classification ↗](https://aclanthology.org/2021.findings-emnlp.96/)**Haode Zhang, Yuwei Zhang, Li-Ming Zhan et al.*37 citations*
131. **[Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework ↗](https://aclanthology.org/2021.findings-emnlp.139/)**Yaqing Wang, Haoda Chu, Chao Zhang et al.*37 citations*
132. **[Leveraging Pretrained Models for Automatic Summarization of Doctor-Patient Conversations ↗](https://aclanthology.org/2021.findings-emnlp.313/)**Longxiang Zhang, Renato Negrinho, Arindam Ghosh et al.*37 citations*
133. **[MLMLM: Link Prediction with Mean Likelihood Masked Language Model ↗](https://aclanthology.org/2021.findings-acl.378/)**Louis Clouatre, Philippe Trempe, Amal Zouaq et al.*37 citations*
134. **[Meet The Truth: Leverage Objective Facts and Subjective Views for Interpretable Rumor Detection ↗](https://aclanthology.org/2021.findings-acl.63/)**Jiawen Li, Shiwen Ni, Hung-Yu Kao*37 citations*
135. **[Predicting in-hospital mortality by combining clinical notes with time-series data ↗](https://aclanthology.org/2021.findings-acl.352/)**Iman Deznabi, Mohit Iyyer, Madalina Fiterau*37 citations*
136. **[Semantic Relation-aware Difference Representation Learning for Change Captioning ↗](https://aclanthology.org/2021.findings-acl.6/)**Yunbin Tu, Tingting Yao, Liang Li et al.*37 citations*
137. **[Zero-shot Label-Aware Event Trigger and Argument Classification ↗](https://aclanthology.org/2021.findings-acl.114/)**Hongming Zhang, Haoyu Wang, Dan Roth*37 citations*
138. **[Collecting a Large-Scale Gender Bias Dataset for Coreference Resolution and Machine Translation](https://md.research.elamur.ai/free/en/papers/levy-2021-collecting-large-scale-gender-bias/)**Shahar Levy, Koren Lazar, Gabriel Stanovsky*36 citations · our summary*
139. **[Substructure Substitution: Structured Data Augmentation for NLP ↗](https://aclanthology.org/2021.findings-acl.307/)**Haoyue Shi, Karen Livescu, Kevin Gimpel*36 citations*
140. **[Transformer over Pre-trained Transformer for Neural Text Segmentation with Enhanced Topic Coherence ↗](https://aclanthology.org/2021.findings-emnlp.283/)**Kelvin Lo, Yuan Jin, Weicong Tan et al.*36 citations*
141. **[Probing Across Time: What Does RoBERTa Know and When?](https://md.research.elamur.ai/free/en/papers/liu-2021-probing-across-time-what-does/)**Leo Z. Liu, Yizhong Wang, Jungo Kasai et al.*35 citations · our summary*
142. **[Transforming Term Extraction: Transformer-Based Approaches to Multilingual Term Extraction Across Domains ↗](https://aclanthology.org/2021.findings-acl.316/)**Christian Lang, Lennart Wachowiak, Barbara Heinisch et al.*35 citations*
143. **[Empowering Language Understanding with Counterfactual Reasoning ↗](https://aclanthology.org/2021.findings-acl.196/)**Fuli Feng, Jizhi Zhang, Xiangnan He et al.*34 citations*
144. **[R2-D2: A Modular Baseline for Open-Domain Question Answering ↗](https://aclanthology.org/2021.findings-emnlp.73/)**Martin Fajcik, Martin Docekal, Karel Ondrej et al.*34 citations*
145. **[Topic-Guided Abstractive Multi-Document Summarization ↗](https://aclanthology.org/2021.findings-emnlp.126/)**Peng Cui, Le Hu*34 citations*
146. **[WeaQA: Weak Supervision via Captions for Visual Question Answering ↗](https://aclanthology.org/2021.findings-acl.302/)**Pratyay Banerjee, Tejas Gokhale, Yezhou Yang et al.*34 citations*
147. **[AStitchInLanguageModels: Dataset and Methods for the Exploration of Idiomaticity in Pre-Trained Language Models](https://md.research.elamur.ai/free/en/papers/madabushi-2021-astitchinlanguagemodels-dataset-methods-exploration-idiomaticity/)**Harish Tayyar Madabushi, Edward Gow-Smith, Carolina Scarton et al.*33 citations · our summary*
148. **[Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event Detection ↗](https://aclanthology.org/2021.findings-acl.214/)**Shirong Shen, Tongtong Wu, Guilin Qi et al.*33 citations*
149. **[Improving BERT with Syntax-aware Local Attention ↗](https://aclanthology.org/2021.findings-acl.57/)**Zhongli Li, Qingyu Zhou, Chao Li et al.*33 citations*
150. **[NewsBERT: Distilling Pre-trained Language Model for Intelligent News Application ↗](https://aclanthology.org/2021.findings-emnlp.280/)**Chuhan Wu, Fangzhao Wu, Yang Yu et al.*33 citations*
151. **[What Does Your Smile Mean? Jointly Detecting Multi-Modal Sarcasm and Sentiment Using Quantum Probability](https://md.research.elamur.ai/free/en/papers/liu-2021-what-does-your-smile-mean/)**Yaochen Liu, Yazhou Zhang, Qiuchi Li et al.*33 citations · our summary*
152. **[Adversary-Aware Rumor Detection ↗](https://aclanthology.org/2021.findings-acl.118/)**Yun-Zhu Song, Yi-Syuan Chen, Yi-Ting Chang et al.*32 citations*
153. **[BERT-Defense: A Probabilistic Model Based on BERT to Combat Cognitively Inspired Orthographic Adversarial Attacks ↗](https://aclanthology.org/2021.findings-acl.141/)**Yannik Keller, Jan Mackensen, Steffen Eger*32 citations*
154. **[Cartography Active Learning ↗](https://aclanthology.org/2021.findings-emnlp.36/)**Mike Zhang, Barbara Plank*32 citations*
155. **[CascadeBERT: Accelerating Inference of Pre-trained Language Models via Calibrated Complete Models Cascade ↗](https://aclanthology.org/2021.findings-emnlp.43/)**Lei Li, Yankai Lin, Deli Chen et al.*32 citations*
156. **[Context-aware Entity Typing in Knowledge Graphs ↗](https://aclanthology.org/2021.findings-emnlp.193/)**Weiran Pan, Wei Wei, Xian-Ling Mao*32 citations*
157. **[Knowledge-Interactive Network with Sentiment Polarity Intensity-Aware Multi-Task Learning for Emotion Recognition in Conversations ↗](https://aclanthology.org/2021.findings-emnlp.245/)**Yunhe Xie, Kailai Yang, Chengjie Sun et al.*32 citations*
158. **[Progressive Multi-Granularity Training for Non-Autoregressive Translation ↗](https://aclanthology.org/2021.findings-acl.247/)**Liang Ding, Longyue Wang, Xuebo Liu et al.*32 citations*
159. **[RiddleSense: Reasoning about Riddle Questions Featuring Linguistic Creativity and Commonsense Knowledge ↗](https://aclanthology.org/2021.findings-acl.131/)**Bill Yuchen Lin, Ziyi Wu, Yichi Yang et al.*32 citations*
160. **[Unpacking the Interdependent Systems of Discrimination: Ableist Bias in NLP Systems through an Intersectional Lens ↗](https://aclanthology.org/2021.findings-emnlp.267/)**Saad Hassan, Matt Huenerfauth, Cecilia Ovesdotter Alm*32 citations*
161. **[Word Graph Guided Summarization for Radiology Findings ↗](https://aclanthology.org/2021.findings-acl.441/)**Jinpeng Hu, Jianling Li, Zhihong Chen et al.*32 citations*
162. **[Dialogue Graph Modeling for Conversational Machine Reading ↗](https://aclanthology.org/2021.findings-acl.279/)**Siru Ouyang, Zhuosheng Zhang, Hai Zhao*31 citations*
163. **[End-to-End Construction of NLP Knowledge Graph ↗](https://aclanthology.org/2021.findings-acl.165/)**Ishani Mondal, Yufang Hou, Charles Jochim*31 citations*
164. **[GooAQ: Open Question Answering with Diverse Answer Types ↗](https://aclanthology.org/2021.findings-emnlp.38/)**Daniel Khashabi, Amos Ng, Tushar Khot et al.*31 citations*
165. **[Grounding `Grounding' in NLP ↗](https://aclanthology.org/2021.findings-acl.375/)**Khyathi Raghavi Chandu, Yonatan Bisk, Alan W Black*31 citations*
166. **[Speaker Turn Modeling for Dialogue Act Classification](https://md.research.elamur.ai/free/en/papers/he-2021-speaker-turn-modeling-dialogue-act/)**Zihao He, Leili Tavabi, Kristina Lerman et al.*31 citations · our summary*
167. **[Trade the Event: Corporate Events Detection for News-Based Event-Driven Trading ↗](https://aclanthology.org/2021.findings-acl.186/)**Zhihan Zhou, Liqian Ma, Han Liu*31 citations*
168. **[EBERT: Efficient BERT Inference with Dynamic Structured Pruning ↗](https://aclanthology.org/2021.findings-acl.425/)**Zejian Liu, Fanrong Li, Gang Li et al.*30 citations*
169. **[Fight Fire with Fire: Fine-tuning Hate Detectors using Large Samples of Generated Hate Speech ↗](https://aclanthology.org/2021.findings-emnlp.402/)**Tomer Wullach, Amir Adler, Einat Minkov*30 citations*
170. **[Generate, Prune, Select: A Pipeline for Counterspeech Generation against Online Hate Speech ↗](https://aclanthology.org/2021.findings-acl.12/)**Wanzheng Zhu, Suma Bhat*30 citations*
171. **[GoG: Relation-aware Graph-over-Graph Network for Visual Dialog ↗](https://aclanthology.org/2021.findings-acl.20/)**Feilong Chen, Xiuyi Chen, Fandong Meng et al.*30 citations*
172. **[KGPool: Dynamic Knowledge Graph Context Selection for Relation Extraction ↗](https://aclanthology.org/2021.findings-acl.48/)**Abhishek Nadgeri, Anson Bastos, Kuldeep Singh et al.*30 citations*
173. **[Uncovering the Limits of Text-based Emotion Detection ↗](https://aclanthology.org/2021.findings-emnlp.219/)**Nurudin Alvarez-Gonzalez, Andreas Kaltenbrunner, Vicenç Gómez*30 citations*
174. **[Why Machine Reading Comprehension Models Learn Shortcuts? ↗](https://aclanthology.org/2021.findings-acl.85/)**Yuxuan Lai, Chen Zhang, Yansong Feng et al.*30 citations*
175. **[An Edge-Enhanced Hierarchical Graph-to-Tree Network for Math Word Problem Solving ↗](https://aclanthology.org/2021.findings-emnlp.127/)**Qinzhuo Wu, Qi Zhang, Zhongyu Wei*29 citations*
176. **[Awakening Latent Grounding from Pretrained Language Models for Semantic Parsing ↗](https://aclanthology.org/2021.findings-acl.100/)**Qian Liu, Dejian Yang, Jiahui Zhang et al.*29 citations*
177. **[COM2SENSE: A Commonsense Reasoning Benchmark with Complementary Sentences ↗](https://aclanthology.org/2021.findings-acl.78/)**Shikhar Singh, Nuan Wen, Yu Hou et al.*29 citations*
178. **[Cross-document Coreference Resolution over Predicted Mentions](https://md.research.elamur.ai/free/en/papers/cattan-2021-cross-document-coreference-resolution-over/)**Arie Cattan, Alon Eirew, Gabriel Stanovsky et al.*29 citations · our summary*
179. **[Hyperbolic Temporal Knowledge Graph Embeddings with Relational and Time Curvatures ↗](https://aclanthology.org/2021.findings-acl.292/)**Sebastien Montella, Lina M. Rojas Barahona, Johannes Heinecke*29 citations*
180. **[Improved Word Sense Disambiguation with Enhanced Sense Representations ↗](https://aclanthology.org/2021.findings-emnlp.365/)**Yang Song, Xin Cai Ong, Hwee Tou Ng et al.*29 citations*
181. **[Improving Unsupervised Extractive Summarization with Facet-Aware Modeling ↗](https://aclanthology.org/2021.findings-acl.147/)**Xinnian Liang, Shuangzhi Wu, Mu Li et al.*29 citations*
182. **[Modeling Event-Pair Relations in External Knowledge Graphs for Script Reasoning ↗](https://aclanthology.org/2021.findings-acl.403/)**Yucheng Zhou, Xiubo Geng, Tao Shen et al.*29 citations*
183. **[On the Ethical Limits of Natural Language Processing on Legal Text ↗](https://aclanthology.org/2021.findings-acl.314/)**Dimitrios Tsarapatsanis, Nikolaos Aletras*29 citations*
184. **[Recall and Learn: A Memory-augmented Solver for Math Word Problems ↗](https://aclanthology.org/2021.findings-emnlp.68/)**Shifeng Huang, Jiawei Wang, Jiao Xu et al.*29 citations*
185. **[proScript: Partially Ordered Scripts Generation ↗](https://aclanthology.org/2021.findings-emnlp.184/)**Keisuke Sakaguchi, Chandra Bhagavatula, Ronan Le Bras et al.*29 citations*
186. **[Entity-Aware Abstractive Multi-Document Summarization ↗](https://aclanthology.org/2021.findings-acl.30/)**Hao Zhou, Weidong Ren, Gongshen Liu et al.*28 citations*
187. **[Exploring Sentence Community for Document-Level Event Extraction ↗](https://aclanthology.org/2021.findings-emnlp.32/)**Yusheng Huang, Weijia Jia*28 citations*
188. **[Figurative Language in Recognizing Textual Entailment](https://md.research.elamur.ai/free/en/papers/chakrabarty-2021-figurative-language-recognizing-textual-entailment/)**Tuhin Chakrabarty, Debanjan Ghosh, Adam Poliak et al.*28 citations · our summary*
189. **[He is very intelligent, she is very beautiful? On Mitigating Social Biases in Language Modelling and Generation ↗](https://aclanthology.org/2021.findings-acl.397/)**Aparna Garimella, Akhash Amarnath, Kiran Kumar et al.*28 citations*
190. **[Learning Contextualized Knowledge Structures for Commonsense Reasoning ↗](https://aclanthology.org/2021.findings-acl.354/)**Jun Yan, Mrigank Raman, Aaron Chan et al.*28 citations*
191. **[Named Entity Recognition for Entity Linking: What Works and What's Next ↗](https://aclanthology.org/2021.findings-emnlp.220/)**Simone Tedeschi, Simone Conia, Francesco Cecconi et al.*28 citations*
192. **[Reader-Guided Passage Reranking for Open-Domain Question Answering ↗](https://aclanthology.org/2021.findings-acl.29/)**Yuning Mao, Pengcheng He, Xiaodong Liu et al.*28 citations*
193. **[Towards Knowledge-Grounded Counter Narrative Generation for Hate Speech ↗](https://aclanthology.org/2021.findings-acl.79/)**Yi-Ling Chung, Serra Sinem Tekiroğlu, Marco Guerini*28 citations*
194. **[Contrastive Aligned Joint Learning for Multilingual Summarization ↗](https://aclanthology.org/2021.findings-acl.242/)**Danqing Wang, Jiaze Chen, Hao Zhou et al.*27 citations*
195. **[Cross-Modal Retrieval Augmentation for Multi-Modal Classification ↗](https://aclanthology.org/2021.findings-emnlp.11/)**Shir Gur, Natalia Neverova, Chris Stauffer et al.*27 citations*
196. **[Distilling Knowledge for Empathy Detection ↗](https://aclanthology.org/2021.findings-emnlp.314/)**Mahshid Hosseini, Cornelia Caragea*27 citations*
197. **[Euphemistic Phrase Detection by Masked Language Model ↗](https://aclanthology.org/2021.findings-emnlp.16/)**Wanzheng Zhu, Suma Bhat*27 citations*
198. **[Hyperbolic Hierarchy-Aware Knowledge Graph Embedding for Link Prediction ↗](https://aclanthology.org/2021.findings-emnlp.251/)**Zhe Pan, Peng Wang*27 citations*
199. **[Injecting Knowledge Base Information into End-to-End Joint Entity and Relation Extraction and Coreference Resolution ↗](https://aclanthology.org/2021.findings-acl.171/)**Severine Verlinden, Klim Zaporojets, Johannes Deleu et al.*27 citations*
200. **[Manual Evaluation Matters: Reviewing Test Protocols of Distantly Supervised Relation Extraction ↗](https://aclanthology.org/2021.findings-acl.112/)**Tianyu Gao, Xu Han, Yuzhuo Bai et al.*27 citations*

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