---
title: "ACL 2016 — all accepted papers with summaries and citations"
description: "All 364 papers of ACL 2016 · page 1 of 4, the most cited first; those with our summary link to it."
canonical: "https://research.elamur.ai/free/en/venues/acl/2016/papers/"
---
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# ACL 2016: all accepted papers

364 papers · page 1 of 4 · the most cited first · [← ACL 2016](https://md.research.elamur.ai/free/en/venues/acl/2016/)

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1. **[End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF ↗](https://aclanthology.org/P16-1101/)**Xuezhe Ma, Eduard Hovy · Long Papers*2,499 citations*
2. **[Attention-Based Bidirectional Long Short-Term Memory Networks for Relation Classification](https://md.research.elamur.ai/free/en/papers/zhou-2016-attention-based-bidirectional-long-short/)**Peng Zhou, Wei Shi, Jun Tian et al. · Short Papers*2,012 citations · our summary*
3. **[Incorporating Copying Mechanism in Sequence-to-Sequence Learning](https://md.research.elamur.ai/free/en/papers/gu-2016-incorporating-copying-mechanism-sequence-sequence/)**Jiatao Gu, Zhengdong Lu, Hang Li et al. · Long Papers*1,446 citations · our summary*
4. **[End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures](https://md.research.elamur.ai/free/en/papers/miwa-2016-end-end-relation-extraction-lstms/)**Makoto Miwa, Mohit Bansal · Long Papers*1,322 citations · our summary*
5. **[Neural Relation Extraction with Selective Attention over Instances ↗](https://aclanthology.org/P16-1200/)**Yankai Lin, Shiqi Shen, Zhiyuan Liu et al. · Long Papers*1,021 citations*
6. **[Diachronic Word Embeddings Reveal Statistical Laws of Semantic Change](https://md.research.elamur.ai/free/en/papers/hamilton-2016-diachronic-word-embeddings-reveal-statistical/)**William L. Hamilton, Jure Leskovec, Dan Jurafsky · Long Papers*943 citations · our summary*
7. **[A Persona-Based Neural Conversation Model ↗](https://aclanthology.org/P16-1094/)**Jiwei Li, Michel Galley, Chris Brockett et al. · Long Papers*871 citations*
8. **[Neural Summarization by Extracting Sentences and Words](https://md.research.elamur.ai/free/en/papers/cheng-2016-neural-summarization-extracting-sentences-words/)**Jianpeng Cheng, Mirella Lapata · Long Papers*790 citations · our summary*
9. **[Summarizing Source Code using a Neural Attention Model ↗](https://aclanthology.org/P16-1195/)**Srinivasan Iyer, Ioannis Konstas, Alvin Cheung et al. · Long Papers*701 citations*
10. **[Modeling Coverage for Neural Machine Translation](https://md.research.elamur.ai/free/en/papers/tu-2016-modeling-coverage-neural-machine-translation/)**Zhaopeng Tu, Zhengdong Lu, Yang Liu et al. · Long Papers*692 citations · our summary*
11. **[Language to Logical Form with Neural Attention](https://md.research.elamur.ai/free/en/papers/dong-2016-language-logical-form-neural-attention/)**Li Dong, Mirella Lapata · Long Papers*690 citations · our summary*
12. **[Dimensional Sentiment Analysis Using a Regional CNN-LSTM Model ↗](https://aclanthology.org/P16-2037/)**Jin Wang, Liang-Chih Yu, K. Robert Lai et al. · Short Papers*584 citations*
13. **[Harnessing Deep Neural Networks with Logic Rules](https://md.research.elamur.ai/free/en/papers/hu-2016-harnessing-deep-neural-networks-logic/)**Zhiting Hu, Xuezhe Ma, Zhengzhong Liu et al. · Long Papers*545 citations · our summary*
14. **[Neural Machine Translation of Rare Words with Subword Units](https://md.research.elamur.ai/free/en/papers/sennrich-2016-neural-machine-translation-rare-words/)**Rico Sennrich, Barry Haddow, Alexandra Birch · Long Papers · 🏆 ACL 2026 Test of Time Award*536 citations · our summary*
15. **[A Thorough Examination of the CNN/Daily Mail Reading Comprehension Task](https://md.research.elamur.ai/free/en/papers/chen-2016-thorough-examination-cnn-daily-mail/)**Danqi Chen, Jason Bolton, Christopher D. Manning · Long Papers*491 citations · our summary*
16. **[Relation Classification via Multi-Level Attention CNNs](https://md.research.elamur.ai/free/en/papers/wang-2016-relation-classification-multi-level-attention/)**Linlin Wang, Zhu Cao, Gerard de Melo et al. · Long Papers*487 citations · our summary*
17. **[Pointing the Unknown Words](https://md.research.elamur.ai/free/en/papers/gulcehre-2016-pointing-unknown-words/)**Caglar Gulcehre, Sungjin Ahn, Ramesh Nallapati et al. · Long Papers*478 citations · our summary*
18. **[Globally Normalized Transition-Based Neural Networks](https://md.research.elamur.ai/free/en/papers/andor-2016-globally-normalized-transition-based-neural/)**Daniel Andor, Chris Alberti, David Weiss et al. · Long Papers*472 citations · our summary*
19. **[The Value of Semantic Parse Labeling for Knowledge Base Question Answering](https://md.research.elamur.ai/free/en/papers/yih-2016-value-semantic-parse-labeling-knowledge/)**Wen-tau Yih, Matthew Richardson, Chris Meek et al. · Short Papers*461 citations · our summary*
20. **[Deep multi-task learning with low level tasks supervised at lower layers](https://md.research.elamur.ai/free/en/papers/sogaard-2016-deep-multi-task-learning-low/)**Anders Søgaard, Yoav Goldberg · Short Papers*445 citations · our summary*
21. **[Data Recombination for Neural Semantic Parsing ↗](https://aclanthology.org/P16-1002/)**Robin Jia, Percy Liang · Long Papers*434 citations*
22. **[Minimum Risk Training for Neural Machine Translation](https://md.research.elamur.ai/free/en/papers/shen-2015-minimum-risk-training-neural-machine/)**Shiqi Shen, Yong Cheng, Zhongjun He et al. · Long Papers*375 citations · our summary*
23. **[TransG : A Generative Model for Knowledge Graph Embedding ↗](https://aclanthology.org/P16-1219/)**Han Xiao, Minlie Huang, Xiaoyan Zhu · Long Papers*356 citations*
24. **[Achieving Open Vocabulary Neural Machine Translation with Hybrid Word-Character Models](https://md.research.elamur.ai/free/en/papers/luong-2016-achieving-open-vocabulary-neural-machine/)**Minh-Thang Luong, Christopher D. Manning · Long Papers*345 citations · our summary*
25. **[Natural Language Inference by Tree-Based Convolution and Heuristic Matching](https://md.research.elamur.ai/free/en/papers/mou-2016-natural-language-inference-tree-based/)**Lili Mou, Rui Men, Ge Li et al. · Short Papers*332 citations · our summary*
26. **[The Social Impact of Natural Language Processing](https://md.research.elamur.ai/free/en/papers/hovy-2016-social-impact-natural-language-processing/)**Dirk Hovy, Shannon L. Spruit · Short Papers*315 citations · our summary*
27. **[A Character-level Decoder without Explicit Segmentation for Neural Machine Translation](https://md.research.elamur.ai/free/en/papers/chung-2016-character-level-decoder-without-explicit/)**Junyoung Chung, Kyunghyun Cho, Yoshua Bengio · Long Papers*309 citations · our summary*
28. **[Improving Coreference Resolution by Learning Entity-Level Distributed Representations](https://md.research.elamur.ai/free/en/papers/clark-2016-improving-coreference-resolution-learning-entity/)**Kevin Clark, Christopher D. Manning · Long Papers*303 citations · our summary*
29. **[Text Understanding with the Attention Sum Reader Network](https://md.research.elamur.ai/free/en/papers/kadlec-2016-text-understanding-attention-sum-reader/)**Rudolf Kadlec, Martin Schmid, Ondrej Bajgar et al. · Long Papers*295 citations · our summary*
30. **[Latent Predictor Networks for Code Generation ↗](https://aclanthology.org/P16-1057/)**Wang Ling, Phil Blunsom, Edward Grefenstette et al. · Long Papers*289 citations*
31. **[Generating Factoid Questions With Recurrent Neural Networks: The 30M Factoid Question-Answer Corpus ↗](https://aclanthology.org/P16-1056/)**Iulian Vlad Serban, Alberto García-Durán, Caglar Gulcehre et al. · Long Papers*279 citations*
32. **[Question Answering on Freebase via Relation Extraction and Textual Evidence](https://md.research.elamur.ai/free/en/papers/xu-2016-question-answering-freebase-relation-extraction/)**Kun Xu, Siva Reddy, Yansong Feng et al. · Long Papers*279 citations · our summary*
33. **[The Creation and Analysis of a Website Privacy Policy Corpus](https://md.research.elamur.ai/free/en/papers/wilson-2016-creation-analysis-website-privacy-policy/)**Shomir Wilson, Florian Schaub, Aswarth Abhilash Dara et al. · Long Papers*275 citations · our summary*
34. **[Generating Natural Questions About an Image](https://md.research.elamur.ai/free/en/papers/mostafazadeh-2016-generating-natural-questions-about-image/)**Nasrin Mostafazadeh, Ishan Misra, Jacob Devlin et al. · Long Papers*265 citations · our summary*
35. **[Tree-to-Sequence Attentional Neural Machine Translation ↗](https://aclanthology.org/P16-1078/)**Akiko Eriguchi, Kazuma Hashimoto, Yoshimasa Tsuruoka · Long Papers*265 citations*
36. **[Embeddings for Word Sense Disambiguation: An Evaluation Study ↗](https://aclanthology.org/P16-1085/)**Ignacio Iacobacci, Mohammad Taher Pilehvar, Roberto Navigli · Long Papers*253 citations*
37. **[Improved Representation Learning for Question Answer Matching ↗](https://aclanthology.org/P16-1044/)**Ming Tan, Cicero dos Santos, Bing Xiang et al. · Long Papers*250 citations*
38. **[Siamese CBOW: Optimizing Word Embeddings for Sentence Representations ↗](https://aclanthology.org/P16-1089/)**Tom Kenter, Alexey Borisov, Maarten de Rijke · Long Papers*244 citations*
39. **[The LAMBADA dataset: Word prediction requiring a broad discourse context](https://md.research.elamur.ai/free/en/papers/paperno-2016-lambada-dataset-word-prediction-requiring/)**Denis Paperno, Germán Kruszewski, Angeliki Lazaridou et al. · Long Papers*241 citations · our summary*
40. **[Improving Named Entity Recognition for Chinese Social Media with Word Segmentation Representation Learning ↗](https://aclanthology.org/P16-2025/)**Nanyun Peng, Mark Dredze · Short Papers*230 citations*
41. **[A Fast Unified Model for Parsing and Sentence Understanding ↗](https://aclanthology.org/P16-1139/)**Samuel R. Bowman, Jon Gauthier, Abhinav Rastogi et al. · Long Papers*226 citations*
42. **[Bidirectional Recurrent Convolutional Neural Network for Relation Classification ↗](https://aclanthology.org/P16-1072/)**Rui Cai, Xiaodong Zhang, Houfeng Wang · Long Papers*216 citations*
43. **[A Trainable Spaced Repetition Model for Language Learning ↗](https://aclanthology.org/P16-1174/)**Burr Settles, Brendan Meeder · Long Papers*215 citations*
44. **[Improving Hypernymy Detection with an Integrated Path-based and Distributional Method](https://md.research.elamur.ai/free/en/papers/shwartz-2016-improving-hypernymy-detection-integrated-path/)**Vered Shwartz, Yoav Goldberg, Ido Dagan · Long Papers*210 citations · our summary*
45. **[Query Expansion with Locally-Trained Word Embeddings ↗](https://aclanthology.org/P16-1035/)**Fernando Diaz, Bhaskar Mitra, Nick Craswell · Long Papers*201 citations*
46. **[Inner Attention based Recurrent Neural Networks for Answer Selection ↗](https://aclanthology.org/P16-1122/)**Bingning Wang, Kang Liu, Jun Zhao · Long Papers*194 citations*
47. **[Which argument is more convincing? Analyzing and predicting convincingness of Web arguments using bidirectional LSTM](https://md.research.elamur.ai/free/en/papers/habernal-2016-which-argument-is-more-convincing/)**Ivan Habernal, Iryna Gurevych · Long Papers*190 citations · our summary*
48. **[Automatic Text Scoring Using Neural Networks](https://md.research.elamur.ai/free/en/papers/alikaniotis-2016-automatic-text-scoring-neural-networks/)**Dimitrios Alikaniotis, Helen Yannakoudakis, Marek Rei · Long Papers*183 citations · our summary*
49. **[Cross-lingual Models of Word Embeddings: An Empirical Comparison](https://md.research.elamur.ai/free/en/papers/upadhyay-2016-cross-lingual-models-word-embeddings/)**Shyam Upadhyay, Manaal Faruqui, Chris Dyer et al. · Long Papers*177 citations · our summary*
50. **[Tweet2Vec: Character-Based Distributed Representations for Social Media ↗](https://aclanthology.org/P16-2044/)**Bhuwan Dhingra, Zhong Zhou, Dylan Fitzpatrick et al. · Short Papers*176 citations*
51. **[Improving Neural Machine Translation Models with Monolingual Data ↗](https://aclanthology.org/P16-1009/)**Rico Sennrich, Barry Haddow, Alexandra Birch · Long Papers*170 citations*
52. **[Neural Semantic Role Labeling with Dependency Path Embeddings](https://md.research.elamur.ai/free/en/papers/roth-2016-neural-semantic-role-labeling-dependency/)**Michael Roth, Mirella Lapata · Long Papers*170 citations · our summary*
53. **[Deep Reinforcement Learning with a Natural Language Action Space ↗](https://aclanthology.org/P16-1153/)**Ji He, Jianshu Chen, Xiaodong He et al. · Long Papers*164 citations*
54. **[Neural Word Segmentation Learning for Chinese ↗](https://aclanthology.org/P16-1039/)**Deng Cai, Hai Zhao · Long Papers*157 citations*
55. **[Commonsense Knowledge Base Completion](https://md.research.elamur.ai/free/en/papers/li-2016-commonsense-knowledge-base-completion/)**Xiang Li, Aynaz Taheri, Lifu Tu et al. · Long Papers*155 citations · our summary*
56. **[Graph-based Dependency Parsing with Bidirectional LSTM ↗](https://aclanthology.org/P16-1218/)**Wenhui Wang, Baobao Chang · Long Papers*153 citations*
57. **[A Language-Independent Neural Network for Event Detection](https://md.research.elamur.ai/free/en/papers/feng-2016-language-independent-neural-network-event/)**Xiaocheng Feng, Lifu Huang, Duyu Tang et al. · Short Papers*147 citations · our summary*
58. **[Learning-Based Single-Document Summarization with Compression and Anaphoricity Constraints](https://md.research.elamur.ai/free/en/papers/durrett-2016-learning-based-single-document-summarization/)**Greg Durrett, Taylor Berg-Kirkpatrick, Dan Klein · Long Papers*146 citations · our summary*
59. **[CFO: Conditional Focused Neural Question Answering with Large-scale Knowledge Bases ↗](https://aclanthology.org/P16-1076/)**Zihang Dai, Lei Li, Wei Xu · Long Papers*141 citations*
60. **[On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems ↗](https://aclanthology.org/P16-1230/)**Pei-Hao Su, Milica Gašić, Nikola Mrkšić et al. · Long Papers*140 citations*
61. **[Investigating LSTMs for Joint Extraction of Opinion Entities and Relations ↗](https://aclanthology.org/P16-1087/)**Arzoo Katiyar, Claire Cardie · Long Papers*139 citations*
62. **[Compositional Learning of Embeddings for Relation Paths in Knowledge Base and Text ↗](https://aclanthology.org/P16-1136/)**Kristina Toutanova, Xi Victoria Lin, Wen-tau Yih et al. · Long Papers*138 citations*
63. **[Discriminative Deep Random Walk for Network Classification ↗](https://aclanthology.org/P16-1095/)**Juzheng Li, Jun Zhu, Bo Zhang · Long Papers*136 citations*
64. **[Hawkes Processes for Continuous Time Sequence Classification: an Application to Rumour Stance Classification in Twitter ↗](https://aclanthology.org/P16-2064/)**Michal Lukasik, P. K. Srijith, Duy Vu et al. · Short Papers*136 citations*
65. **[Take and Took, Gaggle and Goose, Book and Read: Evaluating the Utility of Vector Differences for Lexical Relation Learning ↗](https://aclanthology.org/P16-1158/)**Ekaterina Vylomova, Laura Rimell, Trevor Cohn et al. · Long Papers*136 citations*
66. **[How well do Computers Solve Math Word Problems? Large-Scale Dataset Construction and Evaluation ↗](https://aclanthology.org/P16-1084/)**Danqing Huang, Shuming Shi, Chin-Yew Lin et al. · Long Papers*135 citations*
67. **[Normalising Medical Concepts in Social Media Texts by Learning Semantic Representation ↗](https://aclanthology.org/P16-1096/)**Nut Limsopatham, Nigel Collier · Long Papers*133 citations*
68. **[Liberal Event Extraction and Event Schema Induction ↗](https://aclanthology.org/P16-1025/)**Lifu Huang, Taylor Cassidy, Xiaocheng Feng et al. · Long Papers*132 citations*
69. **[Learning Language Games through Interaction ↗](https://aclanthology.org/P16-1224/)**Sida I. Wang, Percy Liang, Christopher D. Manning · Long Papers*131 citations*
70. **[Learning To Use Formulas To Solve Simple Arithmetic Problems](https://md.research.elamur.ai/free/en/papers/mitra-2016-learning-use-formulas-solve-simple/)**Arindam Mitra, Chitta Baral · Long Papers*127 citations · our summary*
71. **[Which Coreference Evaluation Metric Do You Trust? A Proposal for a Link-based Entity Aware Metric](https://md.research.elamur.ai/free/en/papers/moosavi-2016-which-coreference-evaluation-metric-do/)**Nafise Sadat Moosavi, Michael Strube · Long Papers*125 citations · our summary*
72. **[Is This Post Persuasive? Ranking Argumentative Comments in Online Forum ↗](https://aclanthology.org/P16-2032/)**Zhongyu Wei, Yang Liu, Yi Li · Short Papers*122 citations*
73. **[WikiReading: A Novel Large-scale Language Understanding Task over Wikipedia ↗](https://aclanthology.org/P16-1145/)**Daniel Hewlett, Alexandre Lacoste, Llion Jones et al. · Long Papers*121 citations*
74. **[DocChat: An Information Retrieval Approach for Chatbot Engines Using Unstructured Documents ↗](https://aclanthology.org/P16-1049/)**Zhao Yan, Nan Duan, Junwei Bao et al. · Long Papers*118 citations*
75. **[Leveraging FrameNet to Improve Automatic Event Detection](https://md.research.elamur.ai/free/en/papers/liu-2016-leveraging-framenet-improve-automatic-event/)**Shulin Liu, Yubo Chen, Shizhu He et al. · Long Papers*118 citations · our summary*
76. **[Collective Entity Resolution with Multi-Focal Attention ↗](https://aclanthology.org/P16-1059/)**Amir Globerson, Nevena Lazic, Soumen Chakrabarti et al. · Long Papers*116 citations*
77. **[Strategies for Training Large Vocabulary Neural Language Models ↗](https://aclanthology.org/P16-1186/)**Wenlin Chen, David Grangier, Michael Auli · Long Papers*115 citations*
78. **[Transition-Based Neural Word Segmentation ↗](https://aclanthology.org/P16-1040/)**Meishan Zhang, Yue Zhang, Guohong Fu · Long Papers*115 citations*
79. **[Cross-Lingual Sentiment Classification with Bilingual Document Representation Learning ↗](https://aclanthology.org/P16-1133/)**Xinjie Zhou, Xiaojun Wan, Jianguo Xiao · Long Papers*114 citations*
80. **[Integrating Distributional Lexical Contrast into Word Embeddings for Antonym-Synonym Distinction ↗](https://aclanthology.org/P16-2074/)**Kim Anh Nguyen, Sabine Schulte im Walde, Ngoc Thang Vu · Short Papers*105 citations*
81. **[Compositional Sequence Labeling Models for Error Detection in Learner Writing](https://md.research.elamur.ai/free/en/papers/rei-2016-compositional-sequence-labeling-models-error/)**Marek Rei, Helen Yannakoudakis · Long Papers*102 citations · our summary*
82. **[Generative Topic Embedding: a Continuous Representation of Documents ↗](https://aclanthology.org/P16-1063/)**Shaohua Li, Tat-Seng Chua, Jun Zhu et al. · Long Papers*102 citations*
83. **[Learning Word Meta-Embeddings ↗](https://aclanthology.org/P16-1128/)**Wenpeng Yin, Hinrich Schütze · Long Papers*100 citations*
84. **[Identifying Causal Relations Using Parallel Wikipedia Articles](https://md.research.elamur.ai/free/en/papers/hidey-2016-identifying-causal-relations-parallel-wikipedia/)**Christopher Hidey, Kathy McKeown · Long Papers*98 citations · our summary*
85. **[On the Role of Seed Lexicons in Learning Bilingual Word Embeddings ↗](https://aclanthology.org/P16-1024/)**Ivan Vulić, Anna Korhonen · Long Papers*98 citations*
86. **[Cross-Lingual Image Caption Generation ↗](https://aclanthology.org/P16-1168/)**Takashi Miyazaki, Nobuyuki Shimizu · Long Papers*97 citations*
87. **[Neural Networks For Negation Scope Detection ↗](https://aclanthology.org/P16-1047/)**Federico Fancellu, Adam Lopez, Bonnie Webber · Long Papers*92 citations*
88. **[Sentiment Domain Adaptation with Multiple Sources ↗](https://aclanthology.org/P16-1029/)**Fangzhao Wu, Yongfeng Huang · Long Papers*91 citations*
89. **[Learning Multiview Embeddings of Twitter Users ↗](https://aclanthology.org/P16-2003/)**Adrian Benton, Raman Arora, Mark Dredze · Short Papers*88 citations*
90. **[Multimodal Pivots for Image Caption Translation ↗](https://aclanthology.org/P16-1227/)**Julian Hitschler, Shigehiko Schamoni, Stefan Riezler · Long Papers*88 citations*
91. **[Semi-Supervised Learning for Neural Machine Translation](https://md.research.elamur.ai/free/en/papers/cheng-2016-semi-supervised-learning-neural-machine/)**Yong Cheng, Wei Xu, Zhongjun He et al. · Long Papers*87 citations · our summary*
92. **[Simpler Context-Dependent Logical Forms via Model Projections ↗](https://aclanthology.org/P16-1138/)**Reginald Long, Panupong Pasupat, Percy Liang · Long Papers*85 citations*
93. **[Implicit Discourse Relation Detection via a Deep Architecture with Gated Relevance Network](https://md.research.elamur.ai/free/en/papers/chen-2016-implicit-discourse-relation-detection-deep/)**Jifan Chen, Qi Zhang, Pengfei Liu et al. · Long Papers*83 citations · our summary*
94. **[Nonparametric Spherical Topic Modeling with Word Embeddings ↗](https://aclanthology.org/P16-2087/)**Kayhan Batmanghelich, Ardavan Saeedi, Karthik Narasimhan et al. · Short Papers*83 citations*
95. **[Sequence-based Structured Prediction for Semantic Parsing ↗](https://aclanthology.org/P16-1127/)**Chunyang Xiao, Marc Dymetman, Claire Gardent · Long Papers*83 citations*
96. **[Semantic classifications for detection of verb metaphors ↗](https://aclanthology.org/P16-2017/)**Beata Beigman Klebanov, Chee Wee Leong, E. Dario Gutierrez et al. · Short Papers*81 citations*
97. **[Simple PPDB: A Paraphrase Database for Simplification ↗](https://aclanthology.org/P16-2024/)**Ellie Pavlick, Chris Callison-Burch · Short Papers*80 citations*
98. **[Connotation Frames: A Data-Driven Investigation ↗](https://aclanthology.org/P16-1030/)**Hannah Rashkin, Sameer Singh, Yejin Choi · Long Papers*78 citations*
99. **[Hunting for Troll Comments in News Community Forums ↗](https://aclanthology.org/P16-2065/)**Todor Mihaylov, Preslav Nakov · Short Papers*76 citations*
100. **[Weakly Supervised Part-of-speech Tagging Using Eye-tracking Data ↗](https://aclanthology.org/P16-2094/)**Maria Barrett, Joachim Bingel, Frank Keller et al. · Short Papers*76 citations*

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