---
title: "EMNLP 2019 — all accepted papers, page 2 — Elamur Research"
description: "All 741 papers of EMNLP 2019 · page 2 of 8, the most cited first; those with our summary link to it."
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---
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# EMNLP 2019: all accepted papers

741 papers · page 2 of 8 · the most cited first · [← EMNLP 2019](https://md.research.elamur.ai/free/en/venues/emnlp/2019/)

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101. **[Revealing the Importance of Semantic Retrieval for Machine Reading at Scale](https://md.research.elamur.ai/free/en/papers/nie-2019-revealing-importance-semantic-retrieval-machine/)**Yixin Nie, Songhe Wang, Mohit Bansal*127 citations · our summary*
102. **[The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling Objectives](https://md.research.elamur.ai/free/en/papers/voita-2019-bottom-up-evolution-representations-transformer/)**Elena Voita, Rico Sennrich, Ivan Titov*127 citations · our summary*
103. **[Jointly Learning to Align and Translate with Transformer Models](https://md.research.elamur.ai/free/en/papers/garg-2019-jointly-learning-align-translate-transformer/)**Sarthak Garg, Stephan Peitz, Udhyakumar Nallasamy et al.*121 citations · our summary*
104. **[Answers Unite! Unsupervised Metrics for Reinforced Summarization Models](https://md.research.elamur.ai/free/en/papers/scialom-2019-answers-unite-unsupervised-metrics-reinforced/)**Thomas Scialom, Sylvain Lamprier, Benjamin Piwowarski et al.*120 citations · our summary*
105. **[Multi-hop Selector Network for Multi-turn Response Selection in Retrieval-based Chatbots ↗](https://aclanthology.org/D19-1011/)**Chunyuan Yuan, Wei Zhou, Mingming Li et al.*119 citations*
106. **[NCLS: Neural Cross-Lingual Summarization ↗](https://aclanthology.org/D19-1302/)**Junnan Zhu, Qian Wang, Yining Wang et al.*119 citations*
107. **[Rethinking Cooperative Rationalization: Introspective Extraction and Complement Control](https://md.research.elamur.ai/free/en/papers/yu-2019-rethinking-cooperative-rationalization-introspective-extraction/)**Mo Yu, Shiyu Chang, Yang Zhang et al.*118 citations · our summary*
108. **[Tree Transformer: Integrating Tree Structures into Self-Attention ↗](https://aclanthology.org/D19-1098/)**Yaushian Wang, Hung-Yi Lee, Yun-Nung Chen*116 citations*
109. **[AllenNLP Interpret: A Framework for Explaining Predictions of NLP Models](https://md.research.elamur.ai/free/en/papers/wallace-2019-allennlp-interpret-framework-explaining-predictions/)**Eric Wallace, Jens Tuyls, Junlin Wang et al. · System Demonstrations · 🏆 Best Demo paper*115 citations · our summary*
110. **[Editing-Based SQL Query Generation for Cross-Domain Context-Dependent Questions](https://md.research.elamur.ai/free/en/papers/zhang-2019-editing-based-sql-query-generation/)**Rui Zhang, Tao Yu, Heyang Er et al.*115 citations · our summary*
111. **[Achieving Verified Robustness to Symbol Substitutions via Interval Bound Propagation](https://md.research.elamur.ai/free/en/papers/huang-2019-achieving-verified-robustness-symbol-substitutions/)**Po-Sen Huang, Robert Stanforth, Johannes Welbl et al.*113 citations · our summary*
112. **[Help, Anna! Visual Navigation with Natural Multimodal Assistance via Retrospective Curiosity-Encouraging Imitation Learning ↗](https://aclanthology.org/D19-1063/)**Khanh Nguyen, Hal Daumé III*113 citations*
113. **[Learning to Discriminate Perturbations for Blocking Adversarial Attacks in Text Classification ↗](https://aclanthology.org/D19-1496/)**Yichao Zhou, Jyun-Yu Jiang, Kai-Wei Chang et al.*113 citations*
114. **[Perturbation Sensitivity Analysis to Detect Unintended Model Biases ↗](https://aclanthology.org/D19-1578/)**Vinodkumar Prabhakaran, Ben Hutchinson, Margaret Mitchell*113 citations*
115. **[Small and Practical BERT Models for Sequence Labeling ↗](https://aclanthology.org/D19-1374/)**Henry Tsai, Jason Riesa, Melvin Johnson et al.*113 citations*
116. **[Finding Microaggressions in the Wild: A Case for Locating Elusive Phenomena in Social Media Posts](https://md.research.elamur.ai/free/en/papers/breitfeller-2019-finding-microaggressions-wild-case-locating/)**Luke Breitfeller, Emily Ahn, David Jurgens et al.*112 citations · our summary*
117. **[Joint Event and Temporal Relation Extraction with Shared Representations and Structured Prediction ↗](https://aclanthology.org/D19-1041/)**Rujun Han, Qiang Ning, Nanyun Peng*112 citations*
118. **[Pretrained Language Models for Sequential Sentence Classification ↗](https://aclanthology.org/D19-1383/)**Arman Cohan, Iz Beltagy, Daniel King et al.*112 citations*
119. **[Pre-Training BERT on Domain Resources for Short Answer Grading ↗](https://aclanthology.org/D19-1628/)**Chul Sung, Tejas Dhamecha, Swarnadeep Saha et al.*110 citations*
120. **[Global Reasoning over Database Structures for Text-to-SQL Parsing ↗](https://aclanthology.org/D19-1378/)**Ben Bogin, Matt Gardner, Jonathan Berant*108 citations*
121. **[Dependency-Guided LSTM-CRF for Named Entity Recognition ↗](https://aclanthology.org/D19-1399/)**Zhanming Jie, Wei Lu*107 citations*
122. **[Multilingual Neural Machine Translation with Language Clustering](https://md.research.elamur.ai/free/en/papers/tan-2019-multilingual-neural-machine-translation-language/)**Xu Tan, Jiale Chen, Di He et al.*107 citations · our summary*
123. **[NumNet: Machine Reading Comprehension with Numerical Reasoning ↗](https://aclanthology.org/D19-1251/)**Qiu Ran, Yankai Lin, Peng Li et al.*107 citations*
124. **[On NMT Search Errors and Model Errors: Cat Got Your Tongue?](https://md.research.elamur.ai/free/en/papers/stahlberg-2019-nmt-search-errors-model-errors/)**Felix Stahlberg, Bill Byrne*106 citations · our summary*
125. **[Talk2Car: Taking Control of Your Self-Driving Car ↗](https://aclanthology.org/D19-1215/)**Thierry Deruyttere, Simon Vandenhende, Dusan Grujicic et al.*106 citations*
126. **[Addressing Semantic Drift in Question Generation for Semi-Supervised Question Answering](https://md.research.elamur.ai/free/en/papers/zhang-2019-addressing-semantic-drift-question-generation/)**Shiyue Zhang, Mohit Bansal*105 citations · our summary*
127. **[CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text ↗](https://aclanthology.org/D19-1458/)**Koustuv Sinha, Shagun Sodhani, Jin Dong et al.*105 citations*
128. **[Humor Detection: A Transformer Gets the Last Laugh](https://md.research.elamur.ai/free/en/papers/weller-2019-humor-detection-transformer-gets-last/)**Orion Weller, Kevin Seppi*103 citations · our summary*
129. **[It's All in the Name: Mitigating Gender Bias with Name-Based Counterfactual Data Substitution](https://md.research.elamur.ai/free/en/papers/maudslay-2019-it-s-all-name-mitigating/)**Rowan Hall Maudslay, Hila Gonen, Ryan Cotterell et al.*103 citations · our summary*
130. **[Integrating Text and Image: Determining Multimodal Document Intent in Instagram Posts ↗](https://aclanthology.org/D19-1469/)**Julia Kruk, Jonah Lubin, Karan Sikka et al.*102 citations*
131. **[Do We Really Need Fully Unsupervised Cross-Lingual Embeddings?](https://md.research.elamur.ai/free/en/papers/vulic-2019-do-we-really-need-fully/)**Ivan Vulić, Goran Glavaš, Roi Reichart et al.*99 citations · our summary*
132. **[Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding Tasks](https://md.research.elamur.ai/free/en/papers/dou-2019-investigating-meta-learning-algorithms-low/)**Zi-Yi Dou, Keyi Yu, Antonios Anastasopoulos*99 citations · our summary*
133. **[Question Answering for Privacy Policies: Combining Computational and Legal Perspectives](https://md.research.elamur.ai/free/en/papers/ravichander-2019-question-answering-privacy-policies-combining/)**Abhilasha Ravichander, Alan W Black, Shomir Wilson et al.*99 citations · our summary*
134. **[UER: An Open-Source Toolkit for Pre-training Models ↗](https://aclanthology.org/D19-3041/)**Zhe Zhao, Hui Chen, Jinbin Zhang et al. · System Demonstrations*99 citations*
135. **[Counterfactual Story Reasoning and Generation ↗](https://aclanthology.org/D19-1509/)**Lianhui Qin, Antoine Bosselut, Ari Holtzman et al.*98 citations*
136. **[CrossWeigh: Training Named Entity Tagger from Imperfect Annotations ↗](https://aclanthology.org/D19-1519/)**Zihan Wang, Jingbo Shang, Liyuan Liu et al.*98 citations*
137. **[Hierarchical Text Classification with Reinforced Label Assignment ↗](https://aclanthology.org/D19-1042/)**Yuning Mao, Jingjing Tian, Jiawei Han et al.*98 citations*
138. **[Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial Learning ↗](https://aclanthology.org/D19-1466/)**Zheng Li, Xin Li, Ying Wei et al.*97 citations*
139. **[Answering Complex Open-domain Questions Through Iterative Query Generation](https://md.research.elamur.ai/free/en/papers/qi-2019-answering-complex-open-domain-questions/)**Peng Qi, Xiaowen Lin, Leo Mehr et al.*96 citations · our summary*
140. **[Using Local Knowledge Graph Construction to Scale Seq2Seq Models to Multi-Document Inputs ↗](https://aclanthology.org/D19-1428/)**Angela Fan, Claire Gardent, Chloé Braud et al.*96 citations*
141. **[AMPERSAND: Argument Mining for PERSuAsive oNline Discussions ↗](https://aclanthology.org/D19-1291/)**Tuhin Chakrabarty, Christopher Hidey, Smaranda Muresan et al.*95 citations*
142. **[Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing](https://md.research.elamur.ai/free/en/papers/wang-2019-cross-lingual-bert-transformation-zero/)**Yuxuan Wang, Wanxiang Che, Jiang Guo et al.*95 citations · our summary*
143. **[Hierarchically-Refined Label Attention Network for Sequence Labeling ↗](https://aclanthology.org/D19-1422/)**Leyang Cui, Yue Zhang*95 citations*
144. **[Investigating Multilingual NMT Representations at Scale](https://md.research.elamur.ai/free/en/papers/kudugunta-2019-investigating-multilingual-nmt-representations-scale/)**Sneha Kudugunta, Ankur Bapna, Isaac Caswell et al.*95 citations · our summary*
145. **[Latent Suicide Risk Detection on Microblog via Suicide-Oriented Word Embeddings and Layered Attention ↗](https://aclanthology.org/D19-1181/)**Lei Cao, Huijun Zhang, Ling Feng et al.*95 citations*
146. **[Context-aware Interactive Attention for Multi-modal Sentiment and Emotion Analysis ↗](https://aclanthology.org/D19-1566/)**Dushyant Singh Chauhan, Md Shad Akhtar, Asif Ekbal et al.*94 citations*
147. **[Improved Differentiable Architecture Search for Language Modeling and Named Entity Recognition ↗](https://aclanthology.org/D19-1367/)**Yufan Jiang, Chi Hu, Tong Xiao et al.*94 citations*
148. **[Robust Navigation with Language Pretraining and Stochastic Sampling ↗](https://aclanthology.org/D19-1159/)**Xiujun Li, Chunyuan Li, Qiaolin Xia et al.*94 citations*
149. **[Next Sentence Prediction helps Implicit Discourse Relation Classification within and across Domains](https://md.research.elamur.ai/free/en/papers/shi-2019-next-sentence-prediction-helps-implicit/)**Wei Shi, Vera Demberg*93 citations · our summary*
150. **[HMEAE: Hierarchical Modular Event Argument Extraction ↗](https://aclanthology.org/D19-1584/)**Xiaozhi Wang, Ziqi Wang, Xu Han et al.*92 citations*
151. **[Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented Graphs ↗](https://aclanthology.org/D19-1187/)**Zhibin Liu, Zheng-Yu Niu, Hua Wu et al.*92 citations*
152. **[Applying BERT to Document Retrieval with Birch ↗](https://aclanthology.org/D19-3004/)**Zeynep Akkalyoncu Yilmaz, Shengjin Wang, Wei Yang et al. · System Demonstrations*91 citations*
153. **[Long and Diverse Text Generation with Planning-based Hierarchical Variational Model ↗](https://aclanthology.org/D19-1321/)**Zhihong Shao, Minlie Huang, Jiangtao Wen et al.*91 citations*
154. **[Practical Obstacles to Deploying Active Learning ↗](https://aclanthology.org/D19-1003/)**David Lowell, Zachary C. Lipton, Byron C. Wallace*90 citations*
155. **[Fact-Checking Meets Fauxtography: Verifying Claims About Images ↗](https://aclanthology.org/D19-1216/)**Dimitrina Zlatkova, Preslav Nakov, Ivan Koychev*89 citations*
156. **[Modeling Graph Structure in Transformer for Better AMR-to-Text Generation ↗](https://aclanthology.org/D19-1548/)**Jie Zhu, Junhui Li, Muhua Zhu et al.*88 citations*
157. **[MultiFiT: Efficient Multi-lingual Language Model Fine-tuning ↗](https://aclanthology.org/D19-1572/)**Julian Eisenschlos, Sebastian Ruder, Piotr Czapla et al.*88 citations*
158. **[CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding ↗](https://aclanthology.org/D19-1097/)**Yijin Liu, Fandong Meng, Jinchao Zhang et al.*87 citations*
159. **[Distributionally Robust Language Modeling ↗](https://aclanthology.org/D19-1432/)**Yonatan Oren, Shiori Sagawa, Tatsunori B. Hashimoto et al.*87 citations*
160. **[Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations ↗](https://aclanthology.org/D19-1533/)**Christian Hadiwinoto, Hwee Tou Ng, Wee Chung Gan*87 citations*
161. **[In Plain Sight: Media Bias Through the Lens of Factual Reporting ↗](https://aclanthology.org/D19-1664/)**Lisa Fan, Marshall White, Eva Sharma et al.*87 citations*
162. **[Scalable and Accurate Dialogue State Tracking via Hierarchical Sequence Generation ↗](https://aclanthology.org/D19-1196/)**Liliang Ren, Jianmo Ni, Julian McAuley*87 citations*
163. **[Tree-structured Decoding for Solving Math Word Problems ↗](https://aclanthology.org/D19-1241/)**Qianying Liu, Wenyv Guan, Sujian Li et al.*87 citations*
164. **[Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations ↗](https://aclanthology.org/D19-1334/)**Xin Lv, Yuxian Gu, Xu Han et al.*85 citations*
165. **[Investigating BERT's Knowledge of Language: Five Analysis Methods with NPIs](https://md.research.elamur.ai/free/en/papers/warstadt-2019-investigating-bert-s-knowledge-language/)**Alex Warstadt, Yu Cao, Ioana Grosu et al.*85 citations · our summary*
166. **[To Annotate or Not? Predicting Performance Drop under Domain Shift ↗](https://aclanthology.org/D19-1222/)**Hady Elsahar, Matthias Gallé*85 citations*
167. **[Context-Aware Monolingual Repair for Neural Machine Translation](https://md.research.elamur.ai/free/en/papers/voita-2019-context-aware-monolingual-repair-neural/)**Elena Voita, Rico Sennrich, Ivan Titov*84 citations · our summary*
168. **[Multi-Task Learning for Conversational Question Answering over a Large-Scale Knowledge Base ↗](https://aclanthology.org/D19-1248/)**Tao Shen, Xiubo Geng, Tao Qin et al.*84 citations*
169. **[Recommendation as a Communication Game: Self-Supervised Bot-Play for Goal-oriented Dialogue ↗](https://aclanthology.org/D19-1203/)**Dongyeop Kang, Anusha Balakrishnan, Pararth Shah et al.*83 citations*
170. **[Generating Personalized Recipes from Historical User Preferences ↗](https://aclanthology.org/D19-1613/)**Bodhisattwa Prasad Majumder, Shuyang Li, Jianmo Ni et al.*82 citations*
171. **[Guided Dialog Policy Learning: Reward Estimation for Multi-Domain Task-Oriented Dialog ↗](https://aclanthology.org/D19-1010/)**Ryuichi Takanobu, Hanlin Zhu, Minlie Huang*82 citations*
172. **[CAN: Constrained Attention Networks for Multi-Aspect Sentiment Analysis ↗](https://aclanthology.org/D19-1467/)**Mengting Hu, Shiwan Zhao, Li Zhang et al.*81 citations*
173. **[Capsule Network with Interactive Attention for Aspect-Level Sentiment Classification ↗](https://aclanthology.org/D19-1551/)**Chunning Du, Haifeng Sun, Jingyu Wang et al.*81 citations*
174. **[Low-Resource Name Tagging Learned with Weakly Labeled Data ↗](https://aclanthology.org/D19-1025/)**Yixin Cao, Zikun Hu, Tat-seng Chua et al.*80 citations*
175. **[Multi-Task Stance Detection with Sentiment and Stance Lexicons](https://md.research.elamur.ai/free/en/papers/li-2019-multi-task-stance-detection-sentiment/)**Yingjie Li, Cornelia Caragea*80 citations · our summary*
176. **[Dual Attention Networks for Visual Reference Resolution in Visual Dialog ↗](https://aclanthology.org/D19-1209/)**Gi-Cheon Kang, Jaeseo Lim, Byoung-Tak Zhang*79 citations*
177. **[Joey NMT: A Minimalist NMT Toolkit for Novices ↗](https://aclanthology.org/D19-3019/)**Julia Kreutzer, Jasmijn Bastings, Stefan Riezler · System Demonstrations*79 citations*
178. **[Charge-Based Prison Term Prediction with Deep Gating Network ↗](https://aclanthology.org/D19-1667/)**Huajie Chen, Deng Cai, Wei Dai et al.*78 citations*
179. **[Modeling Conversation Structure and Temporal Dynamics for Jointly Predicting Rumor Stance and Veracity ↗](https://aclanthology.org/D19-1485/)**Penghui Wei, Nan Xu, Wenji Mao*77 citations*
180. **[Improving Deep Transformer with Depth-Scaled Initialization and Merged Attention ↗](https://aclanthology.org/D19-1083/)**Biao Zhang, Ivan Titov, Rico Sennrich*76 citations*
181. **[Examining Gender Bias in Languages with Grammatical Gender ↗](https://aclanthology.org/D19-1531/)**Pei Zhou, Weijia Shi, Jieyu Zhao et al.*75 citations*
182. **[Learning to Learn and Predict: A Meta-Learning Approach for Multi-Label Classification ↗](https://aclanthology.org/D19-1444/)**Jiawei Wu, Wenhan Xiong, William Yang Wang*75 citations*
183. **[A Multi-Type Multi-Span Network for Reading Comprehension that Requires Discrete Reasoning ↗](https://aclanthology.org/D19-1170/)**Minghao Hu, Yuxing Peng, Zhen Huang et al.*74 citations*
184. **[WSLLN:Weakly Supervised Natural Language Localization Networks ↗](https://aclanthology.org/D19-1157/)**Mingfei Gao, Larry Davis, Richard Socher et al.*74 citations*
185. **[Cross-lingual Structure Transfer for Relation and Event Extraction ↗](https://aclanthology.org/D19-1030/)**Ananya Subburathinam, Di Lu, Heng Ji et al.*73 citations*
186. **[Giving BERT a Calculator: Finding Operations and Arguments with Reading Comprehension ↗](https://aclanthology.org/D19-1609/)**Daniel Andor, Luheng He, Kenton Lee et al.*72 citations*
187. **[Adversarial Learning with Contextual Embeddings for Zero-resource Cross-lingual Classification and NER ↗](https://aclanthology.org/D19-1138/)**Phillip Keung, Yichao Lu, Vikas Bhardwaj*71 citations*
188. **[An Improved Neural Baseline for Temporal Relation Extraction ↗](https://aclanthology.org/D19-1642/)**Qiang Ning, Sanjay Subramanian, Dan Roth*70 citations*
189. **[Entity Projection via Machine Translation for Cross-Lingual NER ↗](https://aclanthology.org/D19-1100/)**Alankar Jain, Bhargavi Paranjape, Zachary C. Lipton*70 citations*
190. **[Linking artificial and human neural representations of language ↗](https://aclanthology.org/D19-1050/)**Jon Gauthier, Roger Levy*70 citations*
191. **[Room to Glo: A Systematic Comparison of Semantic Change Detection Approaches with Word Embeddings ↗](https://aclanthology.org/D19-1007/)**Philippa Shoemark, Farhana Ferdousi Liza, Dong Nguyen et al.*69 citations*
192. **[Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables ↗](https://aclanthology.org/D19-1129/)**Zihan Liu, Jamin Shin, Yan Xu et al.*68 citations*
193. **[A Span-Extraction Dataset for Chinese Machine Reading Comprehension](https://md.research.elamur.ai/free/en/papers/cui-2018-span-extraction-dataset-chinese/)**Yiming Cui, Ting Liu, Wanxiang Che et al.*67 citations · our summary*
194. **[Better Rewards Yield Better Summaries: Learning to Summarise Without References](https://md.research.elamur.ai/free/en/papers/bohm-2019-better-rewards-yield-better-summaries/)**Florian Böhm, Yang Gao, Christian M. Meyer et al.*67 citations · our summary*
195. **[Broad-Coverage Semantic Parsing as Transduction](https://md.research.elamur.ai/free/en/papers/zhang-2019-broad-coverage-semantic-parsing-as/)**Sheng Zhang, Xutai Ma, Kevin Duh et al.*67 citations · our summary*
196. **[DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs ↗](https://aclanthology.org/D19-1194/)**Yi-Lin Tuan, Yun-Nung Chen, Hung-yi Lee*67 citations*
197. **[EASSE: Easier Automatic Sentence Simplification Evaluation](https://md.research.elamur.ai/free/en/papers/manchego-2019-easse-easier-automatic-sentence-simplification/)**Fernando Alva-Manchego, Louis Martin, Carolina Scarton et al. · System Demonstrations*67 citations · our summary*
198. **[Improving Back-Translation with Uncertainty-based Confidence Estimation ↗](https://aclanthology.org/D19-1073/)**Shuo Wang, Yang Liu, Chao Wang et al.*67 citations*
199. **[Pushing the Limits of Low-Resource Morphological Inflection](https://md.research.elamur.ai/free/en/papers/anastasopoulos-2019-pushing-limits-low-resource-morphological/)**Antonios Anastasopoulos, Graham Neubig*67 citations · our summary*
200. **[Quantity doesn't buy quality syntax with neural language models ↗](https://aclanthology.org/D19-1592/)**Marten van Schijndel, Aaron Mueller, Tal Linzen*66 citations*

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