📰 EMNLP 2018 — accepted papers

EMNLP 2018 is the 2018 edition of the Conference on Empirical Methods in Natural Language Processing (EMNLP), held in Brussels, Belgium, October 2018 (publisher: Association for Computational Linguistics). The ACL Anthology lists 584 papers of it in 3 tracks; our library holds 89 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

Tracks

Main549System Demonstrations29Tutorial Abstracts6

Most cited papers

By their OpenAlex citations; a paper with our summary links to its page here, the others to the original.

1. SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text ProcessingTaku Kudo, John Richardson · System Demonstrations2,869 citations · our summary
2. HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question AnsweringZhilin Yang, Peng Qi, Saizheng Zhang et al.1,735 citations · our summary
3. Universal Sentence Encoder for EnglishDaniel Cer, Yinfei Yang, Sheng-yi Kong et al. · System Demonstrations1,277 citations · our summary
4. Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme SummarizationShashi Narayan, Shay B. Cohen, Mirella Lapata1,171 citations
5. MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue ModellingPaweł Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng et al.1,002 citations
6. Understanding Back-Translation at ScaleSergey Edunov, Myle Ott, Michael Auli et al.993 citations
7. Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL TaskTao Yu, Rui Zhang, Kai Yang et al.980 citations · our summary
8. XNLI: Evaluating Cross-lingual Sentence RepresentationsAlexis Conneau, Ruty Rinott, Guillaume Lample et al.915 citations
9. Graph Convolution over Pruned Dependency Trees Improves Relation ExtractionYuhao Zhang, Peng Qi, Christopher D. Manning847 citations · our summary
10. Generating Natural Language Adversarial ExamplesMoustafa Alzantot, Yash Sharma, Ahmed Elgohary et al.787 citations · our summary

All accepted papers (584)

The most cited first; 89 with our summary link to their page here, the others to the original.

1. SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text ProcessingTaku Kudo, John Richardson · System Demonstrations2,869 citations · our summary
2. HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question AnsweringZhilin Yang, Peng Qi, Saizheng Zhang et al.1,735 citations · our summary
3. Universal Sentence Encoder for EnglishDaniel Cer, Yinfei Yang, Sheng-yi Kong et al. · System Demonstrations1,277 citations · our summary
4. Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme SummarizationShashi Narayan, Shay B. Cohen, Mirella Lapata1,171 citations
5. MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue ModellingPaweł Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng et al.1,002 citations
6. Understanding Back-Translation at ScaleSergey Edunov, Myle Ott, Michael Auli et al.993 citations
7. Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL TaskTao Yu, Rui Zhang, Kai Yang et al.980 citations · our summary
8. XNLI: Evaluating Cross-lingual Sentence RepresentationsAlexis Conneau, Ruty Rinott, Guillaume Lample et al.915 citations
9. Graph Convolution over Pruned Dependency Trees Improves Relation ExtractionYuhao Zhang, Peng Qi, Christopher D. Manning847 citations · our summary
10. Generating Natural Language Adversarial ExamplesMoustafa Alzantot, Yash Sharma, Ahmed Elgohary et al.787 citations · our summary
11. SWAG: A Large-Scale Adversarial Dataset for Grounded Commonsense InferenceRowan Zellers, Yonatan Bisk, Roy Schwartz et al.690 citations
12. Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph ConstructionYi Luan, Luheng He, Mari Ostendorf et al.673 citations · our summary
13. Bottom-Up Abstractive SummarizationSebastian Gehrmann, Yuntian Deng, Alexander Rush667 citations · our summary
14. QuAC: Question Answering in ContextEunsol Choi, He He, Mohit Iyyer et al.667 citations · our summary
15. Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question AnsweringTodor Mihaylov, Peter Clark, Tushar Khot et al.649 citations
16. Cross-lingual Knowledge Graph Alignment via Graph Convolutional NetworksZhichun Wang, Qingsong Lv, Xiaohan Lan et al.622 citations · our summary
17. Phrase-Based & Neural Unsupervised Machine TranslationGuillaume Lample, Myle Ott, Alexis Conneau et al.615 citations
18. FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art EvaluationXu Han, Hao Zhu, Pengfei Yu et al.613 citations
19. Learning Sequence Encoders for Temporal Knowledge Graph CompletionAlberto García-Durán, Sebastijan Dumančić, Mathias Niepert588 citations
20. TVQA: Localized, Compositional Video Question AnsweringJie Lei, Licheng Yu, Mohit Bansal et al.527 citations · our summary
21. Multi-grained Attention Network for Aspect-Level Sentiment ClassificationFeifan Fan, Yansong Feng, Dongyan Zhao520 citations · our summary
22. HyTE: Hyperplane-based Temporally aware Knowledge Graph EmbeddingShib Sankar Dasgupta, Swayambhu Nath Ray, Partha Talukdar483 citations
23. Open Domain Question Answering Using Early Fusion of Knowledge Bases and TextHaitian Sun, Bhuwan Dhingra, Manzil Zaheer et al.466 citations
24. ICON: Interactive Conversational Memory Network for Multimodal Emotion DetectionDevamanyu Hazarika, Soujanya Poria, Rada Mihalcea et al.452 citations · our summary
25. Dissecting Contextual Word Embeddings: Architecture and RepresentationMatthew E. Peters, Mark Neumann, Luke Zettlemoyer et al.426 citations · our summary

See all 584 papers in EMNLP 2018 — accepted papers →

📄 Papers with our summary in our library (89)

The most cited first (OpenAlex citations plus our library's).

1. SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text ProcessingTaku Kudo, John Richardson2018 · 4,471 citations
2. HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question AnsweringZhilin Yang, Peng Qi, Saizheng Zhang, et al.2018 · 3,495 citations
3. Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL TaskTao Yu, Rui Zhang, Kai Yang, et al.2018 · 1,584 citations
4. Universal Sentence Encoder for EnglishDaniel Cer, Yinfei Yang, Sheng-yi Kong, et al.2018 · 1,545 citations
5. Generating Natural Language Adversarial ExamplesMoustafa Alzantot, Yash Sharma, Ahmed Elgohary, et al.2018 · 1,104 citations
6. QuAC: Question Answering in ContextEunsol Choi, He He, Mohit Iyyer, et al.2018 · 1,062 citations
7. Graph Convolution over Pruned Dependency Trees Improves Relation ExtractionYuhao Zhang, Peng Qi, Christopher D. Manning2018 · 1,049 citations
8. Bottom-Up Abstractive SummarizationSebastian Gehrmann, Yuntian Deng, Alexander Rush2018 · 944 citations
9. Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph ConstructionYi Luan, Luheng He, Mari Ostendorf, et al.2018 · 937 citations
10. Cross-lingual Knowledge Graph Alignment via Graph Convolutional NetworksZhichun Wang, Qingsong Lv, Xiaohan Lan, et al.2018 · 684 citations
11. TVQA: Localized, Compositional Video Question AnsweringJie Lei, Licheng Yu, Mohit Bansal, et al.2018 · 673 citations
12. Object Hallucination in Image CaptioningAnna Rohrbach, Lisa Anne Hendricks, Kaylee Burns, et al.2018 · 619 citations
13. Linguistically-Informed Self-Attention for Semantic Role LabelingEmma Strubell, Patrick Verga, Daniel Andor, et al.2018 · 601 citations
14. Dissecting Contextual Word Embeddings: Architecture and RepresentationMatthew E. Peters, Mark Neumann, Luke Zettlemoyer, et al.2018 · 587 citations
15. Multi-grained Attention Network for Aspect-Level Sentiment ClassificationFeifan Fan, Yansong Feng, Dongyan Zhao2018 · 573 citations
16. Deterministic Non-Autoregressive Neural Sequence Modeling by Iterative RefinementJason Lee, Elman Mansimov, Kyunghyun Cho2018 · 551 citations
17. ICON: Interactive Conversational Memory Network for Multimodal Emotion DetectionDevamanyu Hazarika, Soujanya Poria, Rada Mihalcea, et al.2018 · 525 citations
18. Learning Gender-Neutral Word EmbeddingsJieyu Zhao, Yichao Zhou, Zeyu Li, et al.2018 · 514 citations
19. Jointly Multiple Events Extraction via Attention-based Graph Information AggregationXiao Liu, Zhunchen Luo, Heyan Huang2018 · 509 citations
20. Semi-Supervised Sequence Modeling with Cross-View TrainingKevin Clark, Minh-Thang Luong, Christopher D. Manning, et al.2018 · 491 citations
21. Legal Judgment Prediction via Topological LearningHaoxi Zhong, Zhipeng Guo, Cunchao Tu, et al.2018 · 480 citations
22. Loss in Translation: Learning Bilingual Word Mapping with a Retrieval CriterionArmand Joulin, Piotr Bojanowski, Tomas Mikolov, et al.2018 · 477 citations
23. Reducing Gender Bias in Abusive Language DetectionJi Ho Park, Jamin Shin, Pascale Fung2018 · 465 citations
24. Meta-Learning for Low-Resource Neural Machine TranslationJiatao Gu, Yong Wang, Yun Chen, et al.2018 · 454 citations
25. CARER: Contextualized Affect Representations for Emotion RecognitionElvis Saravia, Hsien-Chi Toby Liu, Yen-Hao Huang, et al.2018 · 448 citations

See all 89 works in EMNLP 2018 — accepted papers →

🧭 Top topics

Topics of its works in our library, with the number of works on each.

🔁Machine translation (15)❓Question answering (9)🗨️Dialogue systems (6)🔗Coreference resolution (5)😊Sentiment & emotion (5)📝Summarization (5)🌍Multilingual & cross-lingual NLP (5)English (5)📏Evaluation & benchmarks (4)🧮Reasoning (4)🖼️Vision & language (4)🏷️Named entity recognition (3)🧾Semantic parsing & meaning representation (3)🔎Information extraction (2)✍️Text generation (2)

📚 Fields

🖥️Computer Science (88)🎭Arts and Humanities (79)🤝Social Sciences (9)💭Psychology (6)🧬Biochemistry, Genetics and Molecular Biology (4)

🧑‍🔬 Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

🏛️ Top institutions

Institutions on the bylines of its works here, by the number of works.

🎓Carnegie Mellon UniversityPittsburgh · United States9 works here🏢GoogleMountain View · United States7 works here🎓Stanford UniversityStanford · United States7 works here🎓University of WashingtonSeattle · United States5 works here🔬Allen Institute for Artificial IntelligenceSeattle · United States5 works here🎓University of EdinburghEdinburgh · United Kingdom4 works here🎓Massachusetts Institute of TechnologyCambridge · United States3 works here🎓University of PennsylvaniaPhiladelphia · United States3 works here🎓University of North Carolina at Chapel HillChapel Hill · United States2 works here🏢MicrosoftRedmond · United States2 works here🔬Centre National de la Recherche ScientifiqueParis · France2 works here🏢AmazonSeattle · United States2 works here

Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library.

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