ACL 2018: all accepted papers
- Universal Language Model Fine-tuning for Text ClassificationJeremy Howard, Sebastian Ruder · Long Papers3,882 citations
- Know What You Don't Know: Unanswerable Questions for SQuADPranav Rajpurkar, Robin Jia, Percy Liang · Short Papers2,197 citations · our summary
- Conceptual Captions: A Cleaned, Hypernymed, Image Alt-text Dataset For Automatic Image CaptioningPiyush Sharma, Nan Ding, Sebastian Goodman et al. · Long Papers1,804 citations · our summary
- Multimodal Language Analysis in the Wild: CMU-MOSEI Dataset and Interpretable Dynamic Fusion GraphAmirAli Bagher Zadeh, Paul Pu Liang, Soujanya Poria et al. · Long Papers1,342 citations · our summary
- Hierarchical Neural Story GenerationAngela Fan, Mike Lewis, Yann Dauphin · Long Papers1,215 citations
- Personalizing Dialogue Agents: I have a dog, do you have pets too?Saizheng Zhang, Emily Dinan, Jack Urbanek et al. · Long Papers1,153 citations · our summary
- Efficient Low-rank Multimodal Fusion With Modality-Specific FactorsZhun Liu, Ying Shen, Varun Bharadhwaj Lakshminarasimhan et al. · Long Papers1,096 citations · our summary
- Subword Regularization: Improving Neural Network Translation Models with Multiple Subword CandidatesTaku Kudo · Long Papers1,000 citations · our summary
- HotFlip: White-Box Adversarial Examples for Text ClassificationJavid Ebrahimi, Anyi Rao, Daniel Lowd et al. · Short Papers922 citations · our summary
- Chinese NER Using Lattice LSTMYue Zhang, Jie Yang · Long Papers878 citations · our summary
- A Stylometric Inquiry into Hyperpartisan and Fake NewsMartin Potthast, Johannes Kiesel, Kevin Reinartz et al. · Long Papers686 citations · our summary
- Aspect Based Sentiment Analysis with Gated Convolutional NetworksWei Xue, Tao Li · Long Papers634 citations
- Rumor Detection on Twitter with Tree-structured Recursive Neural NetworksJing Ma, Wei Gao, Kam-Fai Wong · Long Papers634 citations · our summary
- Obtaining Reliable Human Ratings of Valence, Arousal, and Dominance for 20,000 English WordsSaif Mohammad · Long Papers613 citations · our summary
- Fast Abstractive Summarization with Reinforce-Selected Sentence RewritingYen-Chun Chen, Mohit Bansal · Long Papers595 citations · our summary
- What you can cram into a single \$&!\#* vector: Probing sentence embeddings for linguistic propertiesAlexis Conneau, German Kruszewski, Guillaume Lample et al. · Long Papers582 citations · our summary
- A robust self-learning method for fully unsupervised cross-lingual mappings of word embeddingsMikel Artetxe, Gorka Labaka, Eneko Agirre · Long Papers555 citations · our summary
- Extracting Relational Facts by an End-to-End Neural Model with Copy MechanismXiangrong Zeng, Daojian Zeng, Shizhu He et al. · Long Papers519 citations · our summary
- Transformation Networks for Target-Oriented Sentiment ClassificationXin Li, Lidong Bing, Wai Lam et al. · Long Papers513 citations · our summary
- Constituency Parsing with a Self-Attentive EncoderNikita Kitaev, Dan Klein · Long Papers476 citations · our summary
- Analogical Reasoning on Chinese Morphological and Semantic RelationsShen Li, Zhe Zhao, Renfen Hu et al. · Short Papers438 citations
- Semantically Equivalent Adversarial Rules for Debugging NLP modelsMarco Tulio Ribeiro, Sameer Singh, Carlos Guestrin · Long Papers432 citations
- On the Automatic Generation of Medical Imaging ReportsBaoyu Jing, Pengtao Xie, Eric Xing · Long Papers420 citations · our summary
- The Best of Both Worlds: Combining Recent Advances in Neural Machine TranslationMia Xu Chen, Orhan Firat, Ankur Bapna et al. · Long Papers418 citations · our summary
- Double Embeddings and CNN-based Sequence Labeling for Aspect ExtractionHu Xu, Bing Liu, Lei Shu et al. · Short Papers414 citations · our summary
- Stock Movement Prediction from Tweets and Historical PricesYumo Xu, Shay B. Cohen · Long Papers407 citations
- Joint Embedding of Words and Labels for Text ClassificationGuoyin Wang, Chunyuan Li, Wenlin Wang et al. · Long Papers405 citations · our summary
- Simple and Effective Multi-Paragraph Reading ComprehensionChristopher Clark, Matt Gardner · Long Papers396 citations · our summary
- Coarse-to-Fine Decoding for Neural Semantic ParsingLi Dong, Mirella Lapata · Long Papers374 citations
- Graph-to-Sequence Learning using Gated Graph Neural NetworksDaniel Beck, Gholamreza Haffari, Trevor Cohn · Long Papers371 citations · our summary
- The Hitchhiker's Guide to Testing Statistical Significance in Natural Language ProcessingRotem Dror, Gili Baumer, Segev Shlomov et al. · Long Papers364 citations
- Neural Document Summarization by Jointly Learning to Score and Select SentencesQingyu Zhou, Nan Yang, Furu Wei et al. · Long Papers344 citations · our summary
- Style Transfer Through Back-TranslationShrimai Prabhumoye, Yulia Tsvetkov, Ruslan Salakhutdinov et al. · Long Papers342 citations · our summary
- Multi-Turn Response Selection for Chatbots with Deep Attention Matching NetworkXiangyang Zhou, Lu Li, Daxiang Dong et al. · Long Papers328 citations · our summary
- Sequicity: Simplifying Task-oriented Dialogue Systems with Single Sequence-to-Sequence ArchitecturesWenqiang Lei, Xisen Jin, Min-Yen Kan et al. · Long Papers320 citations · our summary
- ParaNMT-50M: Pushing the Limits of Paraphrastic Sentence Embeddings with Millions of Machine TranslationsJohn Wieting, Kevin Gimpel · Long Papers317 citations · our summary
- Breaking NLI Systems with Sentences that Require Simple Lexical InferencesMax Glockner, Vered Shwartz, Yoav Goldberg · Short Papers315 citations · our summary
- Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling MechanismsDinghan Shen, Guoyin Wang, Wenlin Wang et al. · Long Papers313 citations · our summary
- Mem2Seq: Effectively Incorporating Knowledge Bases into End-to-End Task-Oriented Dialog SystemsAndrea Madotto, Chien-Sheng Wu, Pascale Fung · Long Papers302 citations · our summary
- Sharp Nearby, Fuzzy Far Away: How Neural Language Models Use ContextUrvashi Khandelwal, He He, Peng Qi et al. · Long Papers300 citations
- Visual Attention Model for Name Tagging in Multimodal Social MediaDi Lu, Leonardo Neves, Vitor Carvalho et al. · Long Papers298 citations · our summary
- Context-Aware Neural Machine Translation Learns Anaphora ResolutionElena Voita, Pavel Serdyukov, Rico Sennrich et al. · Long Papers279 citations · our summary
- On the Limitations of Unsupervised Bilingual Dictionary InductionAnders Søgaard, Sebastian Ruder, Ivan Vulić · Long Papers254 citations · our summary
- Neural Natural Language Inference Models Enhanced with External KnowledgeQian Chen, Xiaodan Zhu, Zhen-Hua Ling et al. · Long Papers253 citations · our summary
- A Unified Model for Extractive and Abstractive Summarization using Inconsistency LossWan-Ting Hsu, Chieh-Kai Lin, Ming-Ying Lee et al. · Long Papers252 citations · our summary
- Sentence-State LSTM for Text RepresentationYue Zhang, Qi Liu, Linfeng Song · Long Papers239 citations
- Robust Distant Supervision Relation Extraction via Deep Reinforcement LearningPengda Qin, Weiran Xu, William Yang Wang · Long Papers236 citations · our summary
- Improving Entity Linking by Modeling Latent Relations between MentionsPhong Le, Ivan Titov · Long Papers224 citations
- On the Practical Computational Power of Finite Precision RNNs for Language RecognitionGail Weiss, Yoav Goldberg, Eran Yahav · Short Papers217 citations · our summary
- Exploiting Document Knowledge for Aspect-level Sentiment ClassificationRuidan He, Wee Sun Lee, Hwee Tou Ng et al. · Short Papers215 citations
- A Corpus with Multi-Level Annotations of Patients, Interventions and Outcomes to Support Language Processing for Medical LiteratureBenjamin Nye, Junyi Jessy Li, Roma Patel et al. · Long Papers213 citations · our summary
- A Graph-to-Sequence Model for AMR-to-Text GenerationLinfeng Song, Yue Zhang, Zhiguo Wang et al. · Long Papers212 citations · our summary
- Global-Locally Self-Attentive Encoder for Dialogue State TrackingVictor Zhong, Caiming Xiong, Richard Socher · Long Papers209 citations
- Improving Text-to-SQL Evaluation MethodologyCatherine Finegan-Dollak, Jonathan K. Kummerfeld, Li Zhang et al. · Long Papers208 citations · our summary
- MojiTalk: Generating Emotional Responses at ScaleXianda Zhou, William Yang Wang · Long Papers203 citations
- Retrieve, Rerank and Rewrite: Soft Template Based Neural SummarizationZiqiang Cao, Wenjie Li, Sujian Li et al. · Long Papers198 citations · our summary
- Ultra-Fine Entity TypingEunsol Choi, Omer Levy, Yejin Choi et al. · Long Papers198 citations
- Stochastic Answer Networks for Machine Reading ComprehensionXiaodong Liu, Yelong Shen, Kevin Duh et al. · Long Papers197 citations
- Task-oriented Dialogue System for Automatic DiagnosisZhongyu Wei, Qianlong Liu, Baolin Peng et al. · Short Papers193 citations · our summary
- Knowledgeable Reader: Enhancing Cloze-Style Reading Comprehension with External Commonsense KnowledgeTodor Mihaylov, Anette Frank · Long Papers192 citations · our summary
- Reasoning with Sarcasm by Reading In-BetweenYi Tay, Anh Tuan Luu, Siu Cheung Hui et al. · Long Papers192 citations · our summary
- Learning to Write with Cooperative DiscriminatorsAri Holtzman, Jan Buys, Maxwell Forbes et al. · Long Papers186 citations · our summary
- Zero-Shot Transfer Learning for Event ExtractionLifu Huang, Heng Ji, Kyunghyun Cho et al. · Long Papers185 citations · our summary
- Deep Dyna-Q: Integrating Planning for Task-Completion Dialogue Policy LearningBaolin Peng, Xiujun Li, Jianfeng Gao et al. · Long Papers184 citations
- Unpaired Sentiment-to-Sentiment Translation: A Cycled Reinforcement Learning ApproachJingjing Xu, Xu Sun, Qi Zeng et al. · Long Papers183 citations · our summary
- Jointly Predicting Predicates and Arguments in Neural Semantic Role LabelingLuheng He, Kenton Lee, Omer Levy et al. · Short Papers181 citations · our summary
- DCFEE: A Document-level Chinese Financial Event Extraction System based on Automatically Labeled Training DataHang Yang, Yubo Chen, Kang Liu et al.179 citations
- Target-Sensitive Memory Networks for Aspect Sentiment ClassificationShuai Wang, Sahisnu Mazumder, Bing Liu et al. · Long Papers179 citations
- Conversations Gone Awry: Detecting Early Signs of Conversational FailureJustine Zhang, Jonathan Chang, Cristian Danescu-Niculescu-Mizil et al. · Long Papers175 citations · our summary
- NCRF++: An Open-source Neural Sequence Labeling ToolkitJie Yang, Yue Zhang175 citations · our summary
- Semi-supervised User Geolocation via Graph Convolutional NetworksAfshin Rahimi, Trevor Cohn, Timothy Baldwin · Long Papers174 citations
- Event2Mind: Commonsense Inference on Events, Intents, and ReactionsHannah Rashkin, Maarten Sap, Emily Allaway et al. · Long Papers169 citations
- Towards Robust Neural Machine TranslationYong Cheng, Zhaopeng Tu, Fandong Meng et al. · Long Papers169 citations · our summary
- Strong Baselines for Neural Semi-Supervised Learning under Domain ShiftSebastian Ruder, Barbara Plank · Long Papers165 citations · our summary
- Harvesting Paragraph-level Question-Answer Pairs from WikipediaXinya Du, Claire Cardie · Long Papers163 citations · our summary
- Knowledge Diffusion for Neural Dialogue GenerationShuman Liu, Hongshen Chen, Zhaochun Ren et al. · Long Papers163 citations
- A Multi-Axis Annotation Scheme for Event Temporal RelationsQiang Ning, Hao Wu, Dan Roth · Long Papers161 citations
- No Metrics Are Perfect: Adversarial Reward Learning for Visual StorytellingXin Wang, Wenhu Chen, Yuan-Fang Wang et al. · Long Papers161 citations
- Simpler but More Accurate Semantic Dependency ParsingTimothy Dozat, Christopher D. Manning · Short Papers159 citations · our summary
- DSGAN: Generative Adversarial Training for Distant Supervision Relation ExtractionPengda Qin, Weiran Xu, William Yang Wang · Long Papers158 citations
- Multimodal Affective Analysis Using Hierarchical Attention Strategy with Word-Level AlignmentYue Gu, Kangning Yang, Shiyu Fu et al. · Long Papers158 citations
- Probabilistic FastText for Multi-Sense Word EmbeddingsBen Athiwaratkun, Andrew Wilson, Anima Anandkumar · Long Papers158 citations
- DeepPavlov: Open-Source Library for Dialogue SystemsMikhail Burtsev, Alexander Seliverstov, Rafael Airapetyan et al.157 citations
- Document Context Neural Machine Translation with Memory NetworksSameen Maruf, Gholamreza Haffari · Long Papers156 citations · our summary
- Learning to Ask Good Questions: Ranking Clarification Questions using Neural Expected Value of Perfect InformationSudha Rao, Hal Daumé III · Long Papers152 citations
- Towards Robust and Privacy-preserving Text RepresentationsYitong Li, Timothy Baldwin, Trevor Cohn · Short Papers152 citations · our summary
- Did the Model Understand the Question?Pramod Kaushik Mudrakarta, Ankur Taly, Mukund Sundararajan et al. · Long Papers151 citations · our summary
- Efficient and Robust Question Answering from Minimal Context over DocumentsSewon Min, Victor Zhong, Richard Socher et al. · Long Papers145 citations · our summary
- Global Encoding for Abstractive SummarizationJunyang Lin, Xu Sun, Shuming Ma et al. · Short Papers144 citations
- Joint Reasoning for Temporal and Causal RelationsQiang Ning, Zhili Feng, Hao Wu et al. · Long Papers144 citations
- Denoising Distantly Supervised Open-Domain Question AnsweringYankai Lin, Haozhe Ji, Zhiyuan Liu et al. · Long Papers142 citations · our summary
- Syntax for Semantic Role Labeling, To Be, Or Not To BeShexia He, Zuchao Li, Hai Zhao et al. · Long Papers139 citations · our summary
- Unsupervised Discrete Sentence Representation Learning for Interpretable Neural Dialog GenerationTiancheng Zhao, Kyusong Lee, Maxine Eskenazi · Long Papers139 citations
- An End-to-end Approach for Handling Unknown Slot Values in Dialogue State TrackingPuyang Xu, Qi Hu · Long Papers137 citations · our summary
- LSTMs Can Learn Syntax-Sensitive Dependencies Well, But Modeling Structure Makes Them BetterAdhiguna Kuncoro, Chris Dyer, John Hale et al. · Long Papers137 citations · our summary
- Large-Scale Multi-Domain Belief Tracking with Knowledge SharingOsman Ramadan, Paweł Budzianowski, Milica Gašić · Short Papers136 citations · our summary
- Finding syntax in human encephalography with beam searchJohn Hale, Chris Dyer, Adhiguna Kuncoro et al. · Long Papers135 citations
- Neural Open Information ExtractionLei Cui, Furu Wei, Ming Zhou · Short Papers133 citations · our summary
- Word Error Rate Estimation for Speech Recognition: e-WERAhmed Ali, Steve Renals · Short Papers132 citations
- Soft Layer-Specific Multi-Task Summarization with Entailment and Question GenerationHan Guo, Ramakanth Pasunuru, Mohit Bansal · Long Papers129 citations
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