---
title: "ACL 2019 — all accepted papers, page 2 — the most cited first"
description: "All 703 papers of ACL 2019 · page 2 of 8, the most cited first; those with our summary link to it."
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# ACL 2019: all accepted papers

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

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101. **[Enhancing Pre-Trained Language Representations with Rich Knowledge for Machine Reading Comprehension ↗](https://aclanthology.org/P19-1226/)**An Yang, Quan Wang, Jing Liu et al.*148 citations*
102. **[DOER: Dual Cross-Shared RNN for Aspect Term-Polarity Co-Extraction ↗](https://aclanthology.org/P19-1056/)**Huaishao Luo, Tianrui Li, Bing Liu et al.*147 citations*
103. **[Exploring Sequence-to-Sequence Learning in Aspect Term Extraction ↗](https://aclanthology.org/P19-1344/)**Dehong Ma, Sujian Li, Fangzhao Wu et al.*147 citations*
104. **[Divide, Conquer and Combine: Hierarchical Feature Fusion Network with Local and Global Perspectives for Multimodal Affective Computing ↗](https://aclanthology.org/P19-1046/)**Sijie Mai, Haifeng Hu, Songlong Xing*145 citations*
105. **[Encoding Social Information with Graph Convolutional Networks forPolitical Perspective Detection in News Media ↗](https://aclanthology.org/P19-1247/)**Chang Li, Dan Goldwasser*145 citations*
106. **[Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification ↗](https://aclanthology.org/P19-1277/)**Zhi-Xiu Ye, Zhen-Hua Ling*145 citations*
107. **[Handling Divergent Reference Texts when Evaluating Table-to-Text Generation](https://md.research.elamur.ai/free/en/papers/dhingra-2019-handling-divergent-reference-texts-when/)**Bhuwan Dhingra, Manaal Faruqui, Ankur Parikh et al.*144 citations · our summary*
108. **[Head-Driven Phrase Structure Grammar Parsing on Penn Treebank](https://md.research.elamur.ai/free/en/papers/zhou-2019-head-driven-phrase-structure-grammar/)**Junru Zhou, Hai Zhao*143 citations · our summary*
109. **[Proactive Human-Machine Conversation with Explicit Conversation Goal](https://md.research.elamur.ai/free/en/papers/wu-2019-proactive-human-machine-conversation-explicit/)**Wenquan Wu, Zhen Guo, Xiangyang Zhou et al.*143 citations · our summary*
110. **[Deep Unknown Intent Detection with Margin Loss](https://md.research.elamur.ai/free/en/papers/lin-2019-deep-unknown-intent-detection-margin/)**Ting-En Lin, Hua Xu*142 citations · our summary*
111. **[Generating Responses with a Specific Emotion in Dialog ↗](https://aclanthology.org/P19-1359/)**Zhenqiao Song, Xiaoqing Zheng, Lu Liu et al.*142 citations*
112. **[Real-Time Open-Domain Question Answering with Dense-Sparse Phrase Index](https://md.research.elamur.ai/free/en/papers/seo-2019-real-time-open-domain-question/)**Minjoon Seo, Jinhyuk Lee, Tom Kwiatkowski et al.*141 citations · our summary*
113. **[SParC: Cross-Domain Semantic Parsing in Context](https://md.research.elamur.ai/free/en/papers/yu-2019-sparc-cross-domain-semantic-parsing/)**Tao Yu, Rui Zhang, Michihiro Yasunaga et al.*141 citations · our summary*
114. **[Is Word Segmentation Necessary for Deep Learning of Chinese Representations? ↗](https://aclanthology.org/P19-1314/)**Xiaoya Li, Yuxian Meng, Xiaofei Sun et al.*140 citations*
115. **[EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit Editing](https://md.research.elamur.ai/free/en/papers/dong-2019-editnts-neural-programmer-interpreter-model/)**Yue Dong, Zichao Li, Mehdi Rezagholizadeh et al.*138 citations · our summary*
116. **[Beyond BLEU: Training Neural Machine Translation with Semantic Similarity](https://md.research.elamur.ai/free/en/papers/wieting-2019-beyond-bleu-training-neural-machine/)**John Wieting, Taylor Berg-Kirkpatrick, Kevin Gimpel et al.*136 citations · our summary*
117. **[Compositional Questions Do Not Necessitate Multi-hop Reasoning](https://md.research.elamur.ai/free/en/papers/min-2019-compositional-questions-do-not-necessitate/)**Sewon Min, Eric Wallace, Sameer Singh et al.*136 citations · our summary*
118. **[A2N: Attending to Neighbors for Knowledge Graph Inference ↗](https://aclanthology.org/P19-1431/)**Trapit Bansal, Da-Cheng Juan, Sujith Ravi et al.*135 citations*
119. **[Sentence Mover's Similarity: Automatic Evaluation for Multi-Sentence Texts](https://md.research.elamur.ai/free/en/papers/clark-2019-sentence-mover-s-similarity-automatic/)**Elizabeth Clark, Asli Celikyilmaz, Noah A. Smith*135 citations · our summary*
120. **[Generating Fluent Adversarial Examples for Natural Languages ↗](https://aclanthology.org/P19-1559/)**Huangzhao Zhang, Hao Zhou, Ning Miao et al.*134 citations*
121. **[Domain Adaptive Dialog Generation via Meta Learning ↗](https://aclanthology.org/P19-1253/)**Kun Qian, Zhou Yu*132 citations*
122. **[Show, Describe and Conclude: On Exploiting the Structure Information of Chest X-ray Reports ↗](https://aclanthology.org/P19-1657/)**Baoyu Jing, Zeya Wang, Eric Xing*132 citations*
123. **[Low-resource Deep Entity Resolution with Transfer and Active Learning ↗](https://aclanthology.org/P19-1586/)**Jungo Kasai, Kun Qian, Sairam Gurajada et al.*130 citations*
124. **[Errudite: Scalable, Reproducible, and Testable Error Analysis ↗](https://aclanthology.org/P19-1073/)**Tongshuang Wu, Marco Tulio Ribeiro, Jeffrey Heer et al.*128 citations*
125. **[Keep Meeting Summaries on Topic: Abstractive Multi-Modal Meeting Summarization](https://md.research.elamur.ai/free/en/papers/li-2019-keep-meeting-summaries-topic-abstractive/)**Manling Li, Lingyu Zhang, Heng Ji et al.*128 citations · our summary*
126. **[Joint Type Inference on Entities and Relations via Graph Convolutional Networks ↗](https://aclanthology.org/P19-1131/)**Changzhi Sun, Yeyun Gong, Yuanbin Wu et al.*127 citations*
127. **[One Time of Interaction May Not Be Enough: Go Deep with an Interaction-over-Interaction Network for Response Selection in Dialogues ↗](https://aclanthology.org/P19-1001/)**Chongyang Tao, Wei Wu, Can Xu et al.*127 citations*
128. **[A Neural Multi-digraph Model for Chinese NER with Gazetteers ↗](https://aclanthology.org/P19-1141/)**Ruixue Ding, Pengjun Xie, Xiaoyan Zhang et al.*126 citations*
129. **[An Effective Approach to Unsupervised Machine Translation](https://md.research.elamur.ai/free/en/papers/artetxe-2019-effective-approach-unsupervised-machine-translation/)**Mikel Artetxe, Gorka Labaka, Eneko Agirre*126 citations · our summary*
130. **[Improving Question Answering over Incomplete KBs with Knowledge-Aware Reader ↗](https://aclanthology.org/P19-1417/)**Wenhan Xiong, Mo Yu, Shiyu Chang et al.*126 citations*
131. **[Topic Modeling with Wasserstein Autoencoders ↗](https://aclanthology.org/P19-1640/)**Feng Nan, Ran Ding, Ramesh Nallapati et al.*125 citations*
132. **[Unsupervised Question Answering by Cloze Translation](https://md.research.elamur.ai/free/en/papers/lewis-2019-unsupervised-question-answering-cloze-translation/)**Patrick Lewis, Ludovic Denoyer, Sebastian Riedel*125 citations · our summary*
133. **[Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction ↗](https://aclanthology.org/P19-1134/)**Christoph Alt, Marc Hübner, Leonhard Hennig*124 citations*
134. **[Semantically Conditioned Dialog Response Generation via Hierarchical Disentangled Self-Attention ↗](https://aclanthology.org/P19-1360/)**Wenhu Chen, Jianshu Chen, Pengda Qin et al.*124 citations*
135. **[Training Neural Machine Translation to Apply Terminology Constraints](https://md.research.elamur.ai/free/en/papers/dinu-2019-training-neural-machine-translation-apply/)**Georgiana Dinu, Prashant Mathur, Marcello Federico et al.*123 citations · our summary*
136. **[ReCoSa: Detecting the Relevant Contexts with Self-Attention for Multi-turn Dialogue Generation ↗](https://aclanthology.org/P19-1362/)**Hainan Zhang, Yanyan Lan, Liang Pang et al.*122 citations*
137. **[A Just and Comprehensive Strategy for Using NLP to Address Online Abuse](https://md.research.elamur.ai/free/en/papers/jurgens-2019-just-comprehensive-strategy-nlp-address/)**David Jurgens, Libby Hemphill, Eshwar Chandrasekharan*121 citations · our summary*
138. **[Cross-Domain NER using Cross-Domain Language Modeling ↗](https://aclanthology.org/P19-1236/)**Chen Jia, Xiaobo Liang, Yue Zhang*119 citations*
139. **[Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study ↗](https://aclanthology.org/P19-1004/)**Chinnadhurai Sankar, Sandeep Subramanian, Chris Pal et al.*119 citations*
140. **[Language Modelling Makes Sense: Propagating Representations through WordNet for Full-Coverage Word Sense Disambiguation](https://md.research.elamur.ai/free/en/papers/loureiro-2019-language-modelling-makes-sense-propagating/)**Daniel Loureiro, Alípio Jorge*119 citations · our summary*
141. **[Compound Probabilistic Context-Free Grammars for Grammar Induction](https://md.research.elamur.ai/free/en/papers/kim-2019-compound-probabilistic-context-free-grammars/)**Yoon Kim, Chris Dyer, Alexander Rush*117 citations · our summary*
142. **[Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region Networks ↗](https://aclanthology.org/P19-1511/)**Hongyu Lin, Yaojie Lu, Xianpei Han et al.*117 citations*
143. **[AMR Parsing as Sequence-to-Graph Transduction ↗](https://aclanthology.org/P19-1009/)**Sheng Zhang, Xutai Ma, Kevin Duh et al.*116 citations*
144. **[Distantly Supervised Named Entity Recognition using Positive-Unlabeled Learning ↗](https://aclanthology.org/P19-1231/)**Minlong Peng, Xiaoyu Xing, Qi Zhang et al.*115 citations*
145. **[Soft Contextual Data Augmentation for Neural Machine Translation](https://md.research.elamur.ai/free/en/papers/gao-2019-soft-contextual-data-augmentation-neural/)**Fei Gao, Jinhua Zhu, Lijun Wu et al.*115 citations · our summary*
146. **[Tree LSTMs with Convolution Units to Predict Stance and Rumor Veracity in Social Media Conversations ↗](https://aclanthology.org/P19-1498/)**Sumeet Kumar, Kathleen Carley*115 citations*
147. **[Data-to-text Generation with Entity Modeling](https://md.research.elamur.ai/free/en/papers/puduppully-2019-data-text-generation-entity-modeling/)**Ratish Puduppully, Li Dong, Mirella Lapata*113 citations · our summary*
148. **[Hierarchical Transfer Learning for Multi-label Text Classification ↗](https://aclanthology.org/P19-1633/)**Siddhartha Banerjee, Cem Akkaya, Francisco Perez-Sorrosal et al.*112 citations*
149. **[Improving the Robustness of Question Answering Systems to Question Paraphrasing ↗](https://aclanthology.org/P19-1610/)**Wee Chung Gan, Hwee Tou Ng*112 citations*
150. **[Neural Relation Extraction for Knowledge Base Enrichment ↗](https://aclanthology.org/P19-1023/)**Bayu Distiawan Trisedya, Gerhard Weikum, Jianzhong Qi et al.*112 citations*
151. **[OpenKiwi: An Open Source Framework for Quality Estimation](https://md.research.elamur.ai/free/en/papers/kepler-2019-openkiwi-open-source-framework-quality/)**Fabio Kepler, Jonay Trénous, Marcos Treviso et al. · System Demonstrations · 🏆 Best Demo Paper*112 citations · our summary*
152. **[Fine-Grained Spoiler Detection from Large-Scale Review Corpora ↗](https://aclanthology.org/P19-1248/)**Mengting Wan, Rishabh Misra, Ndapa Nakashole et al.*109 citations*
153. **[Gender-preserving Debiasing for Pre-trained Word Embeddings ↗](https://aclanthology.org/P19-1160/)**Masahiro Kaneko, Danushka Bollegala*109 citations*
154. **[Multi-step Reasoning via Recurrent Dual Attention for Visual Dialog ↗](https://aclanthology.org/P19-1648/)**Zhe Gan, Yu Cheng, Ahmed Kholy et al.*109 citations*
155. **[Multimodal Abstractive Summarization for How2 Videos ↗](https://aclanthology.org/P19-1659/)**Shruti Palaskar, Jindřich Libovický, Spandana Gella et al.*109 citations*
156. **[Sentence-Level Evidence Embedding for Claim Verification with Hierarchical Attention Networks ↗](https://aclanthology.org/P19-1244/)**Jing Ma, Wei Gao, Shafiq Joty et al.*109 citations*
157. **[Understanding Undesirable Word Embedding Associations](https://md.research.elamur.ai/free/en/papers/ethayarajh-2019-understanding-undesirable-word-embedding-associations/)**Kawin Ethayarajh, David Duvenaud, Graeme Hirst*109 citations · our summary*
158. **[Zero-shot Word Sense Disambiguation using Sense Definition Embeddings ↗](https://aclanthology.org/P19-1568/)**Sawan Kumar, Sharmistha Jat, Karan Saxena et al.*109 citations*
159. **[Generalized Data Augmentation for Low-Resource Translation](https://md.research.elamur.ai/free/en/papers/xia-2019-generalized-data-augmentation-low-resource/)**Mengzhou Xia, Xiang Kong, Antonios Anastasopoulos et al.*108 citations · our summary*
160. **[Coreference Resolution with Entity Equalization](https://md.research.elamur.ai/free/en/papers/kantor-2019-coreference-resolution-entity-equalization/)**Ben Kantor, Amir Globerson*107 citations · our summary*
161. **[Improving Multi-turn Dialogue Modelling with Utterance ReWriter ↗](https://aclanthology.org/P19-1003/)**Hui Su, Xiaoyu Shen, Rongzhi Zhang et al.*106 citations*
162. **[Multi-Source Cross-Lingual Model Transfer: Learning What to Share](https://md.research.elamur.ai/free/en/papers/chen-2019-multi-source-cross-lingual-model/)**Xilun Chen, Ahmed Hassan Awadallah, Hany Hassan et al.*105 citations · our summary*
163. **[Target-Guided Open-Domain Conversation](https://md.research.elamur.ai/free/en/papers/tang-2019-target-guided-open-domain-conversation/)**Jianheng Tang, Tiancheng Zhao, Chenyan Xiong et al.*105 citations · our summary*
164. **[Revisiting Joint Modeling of Cross-document Entity and Event Coreference Resolution](https://md.research.elamur.ai/free/en/papers/barhom-2019-revisiting-joint-modeling-cross-document/)**Shany Barhom, Vered Shwartz, Alon Eirew et al.*104 citations · our summary*
165. **[Dual Adversarial Neural Transfer for Low-Resource Named Entity Recognition ↗](https://aclanthology.org/P19-1336/)**Joey Tianyi Zhou, Hao Zhang, Di Jin et al.*103 citations*
166. **[Controllable Paraphrase Generation with a Syntactic Exemplar](https://md.research.elamur.ai/free/en/papers/chen-2019-controllable-paraphrase-generation-syntactic-exemplar/)**Mingda Chen, Qingming Tang, Sam Wiseman et al.*102 citations · our summary*
167. **[Incremental Transformer with Deliberation Decoder for Document Grounded Conversations ↗](https://aclanthology.org/P19-1002/)**Zekang Li, Cheng Niu, Fandong Meng et al.*102 citations*
168. **[Scoring Sentence Singletons and Pairs for Abstractive Summarization](https://md.research.elamur.ai/free/en/papers/lebanoff-2019-scoring-sentence-singletons-pairs-abstractive/)**Logan Lebanoff, Kaiqiang Song, Franck Dernoncourt et al.*102 citations · our summary*
169. **[Bilingual Lexicon Induction with Semi-supervision in Non-Isometric Embedding Spaces](https://md.research.elamur.ai/free/en/papers/patra-2019-bilingual-lexicon-induction-semi-supervision/)**Barun Patra, Joel Ruben Antony Moniz, Sarthak Garg et al.*100 citations · our summary*
170. **[Extracting Multiple-Relations in One-Pass with Pre-Trained Transformers ↗](https://aclanthology.org/P19-1132/)**Haoyu Wang, Ming Tan, Mo Yu et al.*100 citations*
171. **[Towards Improving Neural Named Entity Recognition with Gazetteers ↗](https://aclanthology.org/P19-1524/)**Tianyu Liu, Jin-Ge Yao, Chin-Yew Lin*98 citations*
172. **[Confusionset-guided Pointer Networks for Chinese Spelling Check ↗](https://aclanthology.org/P19-1578/)**Dingmin Wang, Yi Tay, Li Zhong*97 citations*
173. **[Does it Make Sense? And Why? A Pilot Study for Sense Making and Explanation](https://md.research.elamur.ai/free/en/papers/wang-2019-does-it-make-sense-why/)**Cunxiang Wang, Shuailong Liang, Yue Zhang et al.*97 citations · our summary*
174. **[Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional Networks ↗](https://aclanthology.org/P19-1320/)**Shikhar Vashishth, Manik Bhandari, Prateek Yadav et al.*97 citations*
175. **[Merge and Label: A Novel Neural Network Architecture for Nested NER ↗](https://aclanthology.org/P19-1585/)**Joseph Fisher, Andreas Vlachos*96 citations*
176. **[Time-Out: Temporal Referencing for Robust Modeling of Lexical Semantic Change ↗](https://aclanthology.org/P19-1044/)**Haim Dubossarsky, Simon Hengchen, Nina Tahmasebi et al.*96 citations*
177. **[Deep Dominance - How to Properly Compare Deep Neural Models ↗](https://aclanthology.org/P19-1266/)**Rotem Dror, Segev Shlomov, Roi Reichart*95 citations*
178. **[We Need to Talk about Standard Splits ↗](https://aclanthology.org/P19-1267/)**Kyle Gorman, Steven Bedrick · 🏆 Outstanding Paper*95 citations*
179. **[GCDT: A Global Context Enhanced Deep Transition Architecture for Sequence Labeling ↗](https://aclanthology.org/P19-1233/)**Yijin Liu, Fandong Meng, Jinchao Zhang et al.*94 citations*
180. **[Weakly-Supervised Spatio-Temporally Grounding Natural Sentence in Video ↗](https://aclanthology.org/P19-1183/)**Zhenfang Chen, Lin Ma, Wenhan Luo et al.*94 citations*
181. **[Are Red Roses Red? Evaluating Consistency of Question-Answering Models ↗](https://aclanthology.org/P19-1621/)**Marco Tulio Ribeiro, Carlos Guestrin, Sameer Singh*93 citations*
182. **[End-to-End Sequential Metaphor Identification Inspired by Linguistic Theories ↗](https://aclanthology.org/P19-1378/)**Rui Mao, Chenghua Lin, Frank Guerin*93 citations*
183. **[Generating Sentences from Disentangled Syntactic and Semantic Spaces](https://md.research.elamur.ai/free/en/papers/bao-2019-generating-sentences-disentangled-syntactic-semantic/)**Yu Bao, Hao Zhou, Shujian Huang et al.*93 citations · our summary*
184. **[Variational Pretraining for Semi-supervised Text Classification ↗](https://aclanthology.org/P19-1590/)**Suchin Gururangan, Tam Dang, Dallas Card et al.*93 citations*
185. **[Can You Tell Me How to Get Past Sesame Street? Sentence-Level Pretraining Beyond Language Modeling ↗](https://aclanthology.org/P19-1439/)**Alex Wang, Jan Hula, Patrick Xia et al.*92 citations*
186. **[Chinese Relation Extraction with Multi-Grained Information and External Linguistic Knowledge ↗](https://aclanthology.org/P19-1430/)**Ziran Li, Ning Ding, Zhiyuan Liu et al.*92 citations*
187. **[Comparison of Diverse Decoding Methods from Conditional Language Models ↗](https://aclanthology.org/P19-1365/)**Daphne Ippolito, Reno Kriz, João Sedoc et al.*92 citations*
188. **[Diachronic Sense Modeling with Deep Contextualized Word Embeddings: An Ecological View ↗](https://aclanthology.org/P19-1379/)**Renfen Hu, Shen Li, Shichen Liang*92 citations*
189. **[Learning Representations from Imperfect Time Series Data via Tensor Rank Regularization ↗](https://aclanthology.org/P19-1152/)**Paul Pu Liang, Zhun Liu, Yao-Hung Hubert Tsai et al.*92 citations*
190. **[Progressive Self-Supervised Attention Learning for Aspect-Level Sentiment Analysis ↗](https://aclanthology.org/P19-1053/)**Jialong Tang, Ziyao Lu, Jinsong Su et al.*92 citations*
191. **[XQA: A Cross-lingual Open-domain Question Answering Dataset ↗](https://aclanthology.org/P19-1227/)**Jiahua Liu, Yankai Lin, Zhiyuan Liu et al.*92 citations*
192. **[A Wind of Change: Detecting and Evaluating Lexical Semantic Change across Times and Domains ↗](https://aclanthology.org/P19-1072/)**Dominik Schlechtweg, Anna Hätty, Marco Del Tredici et al.*91 citations*
193. **[Answering while Summarizing: Multi-task Learning for Multi-hop QA with Evidence Extraction ↗](https://aclanthology.org/P19-1225/)**Kosuke Nishida, Kyosuke Nishida, Masaaki Nagata et al.*91 citations*
194. **[CONAN - COunter NArratives through Nichesourcing: a Multilingual Dataset of Responses to Fight Online Hate Speech](https://md.research.elamur.ai/free/en/papers/chung-2019-conan-counter-narratives-through-nichesourcing/)**Yi-Ling Chung, Elizaveta Kuzmenko, Serra Sinem Tekiroglu et al.*91 citations · our summary*
195. **[Incorporating Priors with Feature Attribution on Text Classification ↗](https://aclanthology.org/P19-1631/)**Frederick Liu, Besim Avci*91 citations*
196. **[Modeling Intra-Relation in Math Word Problems with Different Functional Multi-Head Attentions ↗](https://aclanthology.org/P19-1619/)**Jierui Li, Lei Wang, Jipeng Zhang et al.*91 citations*
197. **[Multi-Hop Paragraph Retrieval for Open-Domain Question Answering ↗](https://aclanthology.org/P19-1222/)**Yair Feldman, Ran El-Yaniv*91 citations*
198. **[Multi-grained Named Entity Recognition ↗](https://aclanthology.org/P19-1138/)**Congying Xia, Chenwei Zhang, Tao Yang et al.*91 citations*
199. **[On the Robustness of Self-Attentive Models ↗](https://aclanthology.org/P19-1147/)**Yu-Lun Hsieh, Minhao Cheng, Da-Cheng Juan et al.*91 citations*
200. **[Improved Zero-shot Neural Machine Translation via Ignoring Spurious Correlations](https://md.research.elamur.ai/free/en/papers/gu-2019-improved-zero-shot-neural-machine/)**Jiatao Gu, Yong Wang, Kyunghyun Cho et al.*90 citations · our summary*

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