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# Findings of the Association for Computational Linguistics 2020: all accepted papers

447 papers · page 2 of 5 · the most cited first · [← Findings of the Association for Computational Linguistics 2020](https://md.research.elamur.ai/free/en/venues/findings/2020/)

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101. **[Cost-effective Selection of Pretraining Data: A Case Study of Pretraining BERT on Social Media ↗](https://aclanthology.org/2020.findings-emnlp.151/)**Xiang Dai, Sarvnaz Karimi, Ben Hachey et al.*44 citations*
102. **[Denoising Multi-Source Weak Supervision for Neural Text Classification ↗](https://aclanthology.org/2020.findings-emnlp.334/)**Wendi Ren, Yinghao Li, Hanting Su et al.*44 citations*
103. **[GRUEN for Evaluating Linguistic Quality of Generated Text ↗](https://aclanthology.org/2020.findings-emnlp.9/)**Wanzheng Zhu, Suma Bhat*44 citations*
104. **[Investigating Transferability in Pretrained Language Models ↗](https://aclanthology.org/2020.findings-emnlp.125/)**Alex Tamkin, Trisha Singh, Davide Giovanardi et al.*44 citations*
105. **[MMFT-BERT: Multimodal Fusion Transformer with BERT Encodings for Visual Question Answering ↗](https://aclanthology.org/2020.findings-emnlp.417/)**Aisha Urooj, Amir Mazaheri, Niels Da vitoria lobo et al.*44 citations*
106. **[A Semi-supervised Approach to Generate the Code-Mixed Text using Pre-trained Encoder and Transfer Learning ↗](https://aclanthology.org/2020.findings-emnlp.206/)**Deepak Gupta, Asif Ekbal, Pushpak Bhattacharyya*43 citations*
107. **[Do Models of Mental Health Based on Social Media Data Generalize? ↗](https://aclanthology.org/2020.findings-emnlp.337/)**Keith Harrigian, Carlos Aguirre, Mark Dredze*43 citations*
108. **[Gradient-based Analysis of NLP Models is Manipulable ↗](https://aclanthology.org/2020.findings-emnlp.24/)**Junlin Wang, Jens Tuyls, Eric Wallace et al.*43 citations*
109. **[LIMIT-BERT : Linguistics Informed Multi-Task BERT ↗](https://aclanthology.org/2020.findings-emnlp.399/)**Junru Zhou, Zhuosheng Zhang, Hai Zhao et al.*43 citations*
110. **[Parsing with Multilingual BERT, a Small Corpus, and a Small Treebank](https://md.research.elamur.ai/free/en/papers/chau-2020-parsing-multilingual-bert-small-corpus/)**Ethan C. Chau, Lucy H. Lin, Noah A. Smith*43 citations · our summary*
111. **[Query-Key Normalization for Transformers ↗](https://aclanthology.org/2020.findings-emnlp.379/)**Alex Henry, Prudhvi Raj Dachapally, Shubham Shantaram Pawar et al.*43 citations*
112. **[Difference-aware Knowledge Selection for Knowledge-grounded Conversation Generation ↗](https://aclanthology.org/2020.findings-emnlp.11/)**Chujie Zheng, Yunbo Cao, Daxin Jiang et al.*42 citations*
113. **[Graph Transformer Networks with Syntactic and Semantic Structures for Event Argument Extraction ↗](https://aclanthology.org/2020.findings-emnlp.326/)**Amir Pouran Ben Veyseh, Tuan Ngo Nguyen, Thien Huu Nguyen*42 citations*
114. **[Hierarchical Pre-training for Sequence Labelling in Spoken Dialog ↗](https://aclanthology.org/2020.findings-emnlp.239/)**Emile Chapuis, Pierre Colombo, Matteo Manica et al.*42 citations*
115. **[Poison Attacks against Text Datasets with Conditional Adversarially Regularized Autoencoder ↗](https://aclanthology.org/2020.findings-emnlp.373/)**Alvin Chan, Yi Tay, Yew-Soon Ong et al.*42 citations*
116. **[Improving Grammatical Error Correction with Machine Translation Pairs ↗](https://aclanthology.org/2020.findings-emnlp.30/)**Wangchunshu Zhou, Tao Ge, Chang Mu et al.*41 citations*
117. **[Unsupervised Extractive Summarization by Pre-training Hierarchical Transformers ↗](https://aclanthology.org/2020.findings-emnlp.161/)**Shusheng Xu, Xingxing Zhang, Yi Wu et al.*41 citations*
118. **[The Pragmatics behind Politics: Modelling Metaphor, Framing and Emotion in Political Discourse](https://md.research.elamur.ai/free/en/papers/cabot-2020-pragmatics-behind-politics-modelling-metaphor/)**Pere-Lluís Huguet Cabot, Verna Dankers, David Abadi et al.*40 citations · our summary*
119. **[Multi-hop Question Generation with Graph Convolutional Network ↗](https://aclanthology.org/2020.findings-emnlp.416/)**Dan Su, Yan Xu, Wenliang Dai et al.*39 citations*
120. **[Efficient Transformer-based Large Scale Language Representations using Hardware-friendly Block Structured Pruning ↗](https://aclanthology.org/2020.findings-emnlp.286/)**Bingbing Li, Zhenglun Kong, Tianyun Zhang et al.*38 citations*
121. **[GRACE: Gradient Harmonized and Cascaded Labeling for Aspect-based Sentiment Analysis ↗](https://aclanthology.org/2020.findings-emnlp.6/)**Huaishao Luo, Lei Ji, Tianrui Li et al.*38 citations*
122. **[How Decoding Strategies Affect the Verifiability of Generated Text ↗](https://aclanthology.org/2020.findings-emnlp.22/)**Luca Massarelli, Fabio Petroni, Aleksandra Piktus et al.*38 citations*
123. **[HyperText: Endowing FastText with Hyperbolic Geometry ↗](https://aclanthology.org/2020.findings-emnlp.104/)**Yudong Zhu, Di Zhou, Jinghui Xiao et al.*38 citations*
124. **[Inexpensive Domain Adaptation of Pretrained Language Models: Case Studies on Biomedical NER and Covid-19 QA ↗](https://aclanthology.org/2020.findings-emnlp.134/)**Nina Poerner, Ulli Waltinger, Hinrich Schütze*38 citations*
125. **[A BERT-based Distractor Generation Scheme with Multi-tasking and Negative Answer Training Strategies. ↗](https://aclanthology.org/2020.findings-emnlp.393/)**Ho-Lam Chung, Ying-Hong Chan, Yao-Chung Fan*37 citations*
126. **[Cross-lingual Alignment Methods for Multilingual BERT: A Comparative Study ↗](https://aclanthology.org/2020.findings-emnlp.83/)**Saurabh Kulshreshtha, Jose Luis Redondo Garcia, Ching-Yun Chang*37 citations*
127. **[Improving Constituency Parsing with Span Attention ↗](https://aclanthology.org/2020.findings-emnlp.153/)**Yuanhe Tian, Yan Song, Fei Xia et al.*37 citations*
128. **[TurnGPT: a Transformer-based Language Model for Predicting Turn-taking in Spoken Dialog ↗](https://aclanthology.org/2020.findings-emnlp.268/)**Erik Ekstedt, Gabriel Skantze*37 citations*
129. **[WER we are and WER we think we are ↗](https://aclanthology.org/2020.findings-emnlp.295/)**Piotr Szymański, Piotr Żelasko, Mikolaj Morzy et al.*37 citations*
130. **[AutoETER: Automated Entity Type Representation for Knowledge Graph Embedding ↗](https://aclanthology.org/2020.findings-emnlp.105/)**Guanglin Niu, Bo Li, Yongfei Zhang et al.*36 citations*
131. **[Claim Check-Worthiness Detection as Positive Unlabelled Learning ↗](https://aclanthology.org/2020.findings-emnlp.43/)**Dustin Wright, Isabelle Augenstein*36 citations*
132. **[Do Language Embeddings capture Scales? ↗](https://aclanthology.org/2020.findings-emnlp.439/)**Xikun Zhang, Deepak Ramachandran, Ian Tenney et al.*35 citations*
133. **[Multilingual Knowledge Graph Completion via Ensemble Knowledge Transfer ↗](https://aclanthology.org/2020.findings-emnlp.290/)**Xuelu Chen, Muhao Chen, Changjun Fan et al.*35 citations*
134. **[PTUM: Pre-training User Model from Unlabeled User Behaviors via Self-supervision ↗](https://aclanthology.org/2020.findings-emnlp.174/)**Chuhan Wu, Fangzhao Wu, Tao Qi et al.*35 citations*
135. **[Learning Visual-Semantic Embeddings for Reporting Abnormal Findings on Chest X-rays ↗](https://aclanthology.org/2020.findings-emnlp.176/)**Jianmo Ni, Chun-Nan Hsu, Amilcare Gentili et al.*34 citations*
136. **[Pruning Redundant Mappings in Transformer Models via Spectral-Normalized Identity Prior ↗](https://aclanthology.org/2020.findings-emnlp.64/)**Zi Lin, Jeremiah Liu, Zi Yang et al.*34 citations*
137. **[Scheduled DropHead: A Regularization Method for Transformer Models ↗](https://aclanthology.org/2020.findings-emnlp.178/)**Wangchunshu Zhou, Tao Ge, Furu Wei et al.*34 citations*
138. **[Multi\textasciicircum2OIE: Multilingual Open Information Extraction Based on Multi-Head Attention with BERT ↗](https://aclanthology.org/2020.findings-emnlp.99/)**Youngbin Ro, Yukyung Lee, Pilsung Kang*33 citations*
139. **[A Concise Model for Multi-Criteria Chinese Word Segmentation with Transformer Encoder ↗](https://aclanthology.org/2020.findings-emnlp.260/)**Xipeng Qiu, Hengzhi Pei, Hang Yan et al.*32 citations*
140. **[A Fully Hyperbolic Neural Model for Hierarchical Multi-Class Classification ↗](https://aclanthology.org/2020.findings-emnlp.42/)**Federico López, Michael Strube*32 citations*
141. **[Adaptive Feature Selection for End-to-End Speech Translation ↗](https://aclanthology.org/2020.findings-emnlp.230/)**Biao Zhang, Ivan Titov, Barry Haddow et al.*32 citations*
142. **[DocStruct: A Multimodal Method to Extract Hierarchy Structure in Document for General Form Understanding ↗](https://aclanthology.org/2020.findings-emnlp.80/)**Zilong Wang, Mingjie Zhan, Xuebo Liu et al.*32 citations*
143. **[Parsing All: Syntax and Semantics, Dependencies and Spans ↗](https://aclanthology.org/2020.findings-emnlp.398/)**Junru Zhou, Zuchao Li, Hai Zhao*32 citations*
144. **[Visually-Grounded Planning without Vision: Language Models Infer Detailed Plans from High-level Instructions ↗](https://aclanthology.org/2020.findings-emnlp.395/)**Peter Jansen*32 citations*
145. **[Adapting BERT for Word Sense Disambiguation with Gloss Selection Objective and Example Sentences ↗](https://aclanthology.org/2020.findings-emnlp.4/)**Boon Peng Yap, Andrew Koh, Eng Siong Chng*31 citations*
146. **[DivGAN: Towards Diverse Paraphrase Generation via Diversified Generative Adversarial Network ↗](https://aclanthology.org/2020.findings-emnlp.218/)**Yue Cao, Xiaojun Wan*31 citations*
147. **[Multilingual Argument Mining: Datasets and Analysis ↗](https://aclanthology.org/2020.findings-emnlp.29/)**Orith Toledo-Ronen, Matan Orbach, Yonatan Bilu et al.*31 citations*
148. **[What Can We Do to Improve Peer Review in NLP? ↗](https://aclanthology.org/2020.findings-emnlp.112/)**Anna Rogers, Isabelle Augenstein*31 citations*
149. **[A Multilingual View of Unsupervised Machine Translation ↗](https://aclanthology.org/2020.findings-emnlp.283/)**Xavier Garcia, Pierre Foret, Thibault Sellam et al.*30 citations*
150. **[RMM: A Recursive Mental Model for Dialogue Navigation ↗](https://aclanthology.org/2020.findings-emnlp.157/)**Homero Roman Roman, Yonatan Bisk, Jesse Thomason et al.*30 citations*
151. **[Resource-Enhanced Neural Model for Event Argument Extraction ↗](https://aclanthology.org/2020.findings-emnlp.318/)**Jie Ma, Shuai Wang, Rishita Anubhai et al.*30 citations*
152. **[CDEvalSumm: An Empirical Study of Cross-Dataset Evaluation for Neural Summarization Systems ↗](https://aclanthology.org/2020.findings-emnlp.329/)**Yiran Chen, Pengfei Liu, Ming Zhong et al.*29 citations*
153. **[Detecting Media Bias in News Articles using Gaussian Bias Distributions ↗](https://aclanthology.org/2020.findings-emnlp.383/)**Wei-Fan Chen, Khalid Al Khatib, Benno Stein et al.*29 citations*
154. **[Group-wise Contrastive Learning for Neural Dialogue Generation ↗](https://aclanthology.org/2020.findings-emnlp.70/)**Hengyi Cai, Hongshen Chen, Yonghao Song et al.*29 citations*
155. **[Semi-supervised Formality Style Transfer using Language Model Discriminator and Mutual Information Maximization ↗](https://aclanthology.org/2020.findings-emnlp.212/)**Kunal Chawla, Diyi Yang*29 citations*
156. **[Temporal Reasoning in Natural Language Inference](https://md.research.elamur.ai/free/en/papers/vashishtha-2020-temporal-reasoning-natural-language-inference/)**Siddharth Vashishtha, Adam Poliak, Yash Kumar Lal et al.*29 citations · our summary*
157. **[TopicBERT for Energy Efficient Document Classification ↗](https://aclanthology.org/2020.findings-emnlp.152/)**Yatin Chaudhary, Pankaj Gupta, Khushbu Saxena et al.*29 citations*
158. **[Automatically Identifying Gender Issues in Machine Translation using Perturbations ↗](https://aclanthology.org/2020.findings-emnlp.180/)**Hila Gonen, Kellie Webster*28 citations*
159. **[Contextual Text Style Transfer ↗](https://aclanthology.org/2020.findings-emnlp.263/)**Yu Cheng, Zhe Gan, Yizhe Zhang et al.*28 citations*
160. **[Document Classification for COVID-19 Literature ↗](https://aclanthology.org/2020.findings-emnlp.332/)**Bernal Jimenez Gutierrez, Jucheng Zeng, Dongdong Zhang et al.*27 citations*
161. **[Tensorized Embedding Layers ↗](https://aclanthology.org/2020.findings-emnlp.436/)**Oleksii Hrinchuk, Valentin Khrulkov, Leyla Mirvakhabova et al.*27 citations*
162. **[Composed Variational Natural Language Generation for Few-shot Intents ↗](https://aclanthology.org/2020.findings-emnlp.303/)**Congying Xia, Caiming Xiong, Philip Yu et al.*26 citations*
163. **[The Dots Have Their Values: Exploiting the Node-Edge Connections in Graph-based Neural Models for Document-level Relation Extraction ↗](https://aclanthology.org/2020.findings-emnlp.409/)**Hieu Minh Tran, Minh Trung Nguyen, Thien Huu Nguyen*26 citations*
164. **[High-order Semantic Role Labeling ↗](https://aclanthology.org/2020.findings-emnlp.102/)**Zuchao Li, Hai Zhao, Rui Wang et al.*25 citations*
165. **[Learning Numeral Embedding ↗](https://aclanthology.org/2020.findings-emnlp.235/)**Chengyue Jiang, Zhonglin Nian, Kaihao Guo et al.*25 citations*
166. **[Making Information Seeking Easier: An Improved Pipeline for Conversational Search ↗](https://aclanthology.org/2020.findings-emnlp.354/)**Vaibhav Kumar, Jamie Callan*25 citations*
167. **[Paraphrasing vs Coreferring: Two Sides of the Same Coin](https://md.research.elamur.ai/free/en/papers/meged-2020-paraphrasing-vs-coreferring-two-sides/)**Yehudit Meged, Avi Caciularu, Vered Shwartz et al.*25 citations · our summary*
168. **[Reference Language based Unsupervised Neural Machine Translation ↗](https://aclanthology.org/2020.findings-emnlp.371/)**Zuchao Li, Hai Zhao, Rui Wang et al.*25 citations*
169. **[Dynamic Semantic Matching and Aggregation Network for Few-shot Intent Detection ↗](https://aclanthology.org/2020.findings-emnlp.108/)**Hoang Nguyen, Chenwei Zhang, Congying Xia et al.*24 citations*
170. **[It's not a Non-Issue: Negation as a Source of Error in Machine Translation ↗](https://aclanthology.org/2020.findings-emnlp.345/)**Md Mosharaf Hossain, Antonios Anastasopoulos, Eduardo Blanco et al.*24 citations*
171. **[Probabilistic Case-based Reasoning for Open-World Knowledge Graph Completion ↗](https://aclanthology.org/2020.findings-emnlp.427/)**Rajarshi Das, Ameya Godbole, Nicholas Monath et al.*24 citations*
172. **[Pushing the Limits of AMR Parsing with Self-Learning ↗](https://aclanthology.org/2020.findings-emnlp.288/)**Young-Suk Lee, Ramón Fernandez Astudillo, Tahira Naseem et al.*24 citations*
173. **[Teaching Machine Comprehension with Compositional Explanations ↗](https://aclanthology.org/2020.findings-emnlp.145/)**Qinyuan Ye, Xiao Huang, Elizabeth Boschee et al.*24 citations*
174. **[A Multi-Persona Chatbot for Hotline Counselor Training ↗](https://aclanthology.org/2020.findings-emnlp.324/)**Orianna Demasi, Yu Li, Zhou Yu*23 citations*
175. **[Bootstrapping a Crosslingual Semantic Parser ↗](https://aclanthology.org/2020.findings-emnlp.45/)**Tom Sherborne, Yumo Xu, Mirella Lapata*23 citations*
176. **[Chunk-based Chinese Spelling Check with Global Optimization ↗](https://aclanthology.org/2020.findings-emnlp.184/)**Zuyi Bao, Chen Li, Rui Wang*23 citations*
177. **[Dual Low-Rank Multimodal Fusion ↗](https://aclanthology.org/2020.findings-emnlp.35/)**Tao Jin, Siyu Huang, Yingming Li et al.*23 citations*
178. **[Extremely Low Bit Transformer Quantization for On-Device Neural Machine Translation ↗](https://aclanthology.org/2020.findings-emnlp.433/)**Insoo Chung, Byeongwook Kim, Yoonjung Choi et al.*23 citations*
179. **[Few-Shot Multi-Hop Relation Reasoning over Knowledge Bases ↗](https://aclanthology.org/2020.findings-emnlp.51/)**Chuxu Zhang, Lu Yu, Mandana Saebi et al.*23 citations*
180. **[Joint Turn and Dialogue level User Satisfaction Estimation on Multi-Domain Conversations ↗](https://aclanthology.org/2020.findings-emnlp.347/)**Praveen Kumar Bodigutla, Aditya Tiwari, Spyros Matsoukas et al.*23 citations*
181. **[Learning to Stop: A Simple yet Effective Approach to Urban Vision-Language Navigation ↗](https://aclanthology.org/2020.findings-emnlp.62/)**Jiannan Xiang, Xin Wang, William Yang Wang*23 citations*
182. **[Long Document Ranking with Query-Directed Sparse Transformer ↗](https://aclanthology.org/2020.findings-emnlp.412/)**Jyun-Yu Jiang, Chenyan Xiong, Chia-Jung Lee et al.*23 citations*
183. **[Reinforcement Learning with Imbalanced Dataset for Data-to-Text Medical Report Generation ↗](https://aclanthology.org/2020.findings-emnlp.202/)**Toru Nishino, Ryota Ozaki, Yohei Momoki et al.*23 citations*
184. **[Robustness to Modification with Shared Words in Paraphrase Identification ↗](https://aclanthology.org/2020.findings-emnlp.16/)**Zhouxing Shi, Minlie Huang*23 citations*
185. **[Stay Hungry, Stay Focused: Generating Informative and Specific Questions in Information-Seeking Conversations ↗](https://aclanthology.org/2020.findings-emnlp.3/)**Peng Qi, Yuhao Zhang, Christopher D. Manning*23 citations*
186. **[Incremental Text-to-Speech Synthesis with Prefix-to-Prefix Framework ↗](https://aclanthology.org/2020.findings-emnlp.346/)**Mingbo Ma, Baigong Zheng, Kaibo Liu et al.*22 citations*
187. **[Active Learning Approaches to Enhancing Neural Machine Translation ↗](https://aclanthology.org/2020.findings-emnlp.162/)**Yuekai Zhao, Haoran Zhang, Shuchang Zhou et al.*21 citations*
188. **[Pretrained Language Models for Dialogue Generation with Multiple Input Sources ↗](https://aclanthology.org/2020.findings-emnlp.81/)**Yu Cao, Wei Bi, Meng Fang et al.*21 citations*
189. **[The workweek is the best time to start a family – A Study of GPT-2 Based Claim Generation ↗](https://aclanthology.org/2020.findings-emnlp.47/)**Shai Gretz, Yonatan Bilu, Edo Cohen-Karlik et al.*21 citations*
190. **[Why do you think that? Exploring Faithful Sentence-Level Rationales Without Supervision ↗](https://aclanthology.org/2020.findings-emnlp.97/)**Max Glockner, Ivan Habernal, Iryna Gurevych*21 citations*
191. **[ZEST: Zero-shot Learning from Text Descriptions using Textual Similarity and Visual Summarization ↗](https://aclanthology.org/2020.findings-emnlp.50/)**Tzuf Paz-Argaman, Reut Tsarfaty, Gal Chechik et al.*21 citations*
192. **[Adversarial Grammatical Error Correction ↗](https://aclanthology.org/2020.findings-emnlp.275/)**Vipul Raheja, Dimitris Alikaniotis*20 citations*
193. **[Cross-Lingual Text Classification with Minimal Resources by Transferring a Sparse Teacher ↗](https://aclanthology.org/2020.findings-emnlp.323/)**Giannis Karamanolakis, Daniel Hsu, Luis Gravano*20 citations*
194. **[DiPair: Fast and Accurate Distillation for Trillion-Scale Text Matching and Pair Modeling ↗](https://aclanthology.org/2020.findings-emnlp.264/)**Jiecao Chen, Liu Yang, Karthik Raman et al.*20 citations*
195. **[Inferring about fraudulent collusion risk on Brazilian public works contracts in official texts using a Bi-LSTM approach ↗](https://aclanthology.org/2020.findings-emnlp.143/)**Marcos Lima, Roberta Silva, Felipe Lopes de Souza Mendes et al.*20 citations*
196. **[Interpretable Entity Representations through Large-Scale Typing ↗](https://aclanthology.org/2020.findings-emnlp.54/)**Yasumasa Onoe, Greg Durrett*20 citations*
197. **[On Long-Tailed Phenomena in Neural Machine Translation ↗](https://aclanthology.org/2020.findings-emnlp.276/)**Vikas Raunak, Siddharth Dalmia, Vivek Gupta et al.*20 citations*
198. **[On the Sub-layer Functionalities of Transformer Decoder ↗](https://aclanthology.org/2020.findings-emnlp.432/)**Yilin Yang, Longyue Wang, Shuming Shi et al.*20 citations*
199. **[Open-Ended Visual Question Answering by Multi-Modal Domain Adaptation ↗](https://aclanthology.org/2020.findings-emnlp.34/)**Yiming Xu, Lin Chen, Zhongwei Cheng et al.*20 citations*
200. **[RecoBERT: A Catalog Language Model for Text-Based Recommendations ↗](https://aclanthology.org/2020.findings-emnlp.154/)**Itzik Malkiel, Oren Barkan, Avi Caciularu et al.*20 citations*

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