EMNLP 2021: all accepted papers
- Decision-Focused Summarization ↗Chao-Chun Hsu, Chenhao Tan9 citations
- Don't be Contradicted with Anything! CI-ToD: Towards Benchmarking Consistency for Task-oriented Dialogue System ↗Libo Qin, Tianbao Xie, Shijue Huang et al.9 citations
- Enhancing Multiple-choice Machine Reading Comprehension by Punishing Illogical Interpretations ↗Yiming Ju, Yuanzhe Zhang, Zhixing Tian et al.9 citations
- Exploring Strategies for Generalizable Commonsense Reasoning with Pre-trained Models ↗Kaixin Ma, Filip Ilievski, Jonathan Francis et al.9 citations
- Fine-grained Factual Consistency Assessment for Abstractive Summarization Models ↗Sen Zhang, Jianwei Niu, Chuyuan Wei9 citations
- Foreseeing the Benefits of Incidental Supervision ↗Hangfeng He, Mingyuan Zhang, Qiang Ning et al.9 citations
- Language Modeling, Lexical Translation, Reordering: The Training Process of NMT through the Lens of Classical SMT ↗Elena Voita, Rico Sennrich, Ivan Titov9 citations
- Meta-LMTC: Meta-Learning for Large-Scale Multi-Label Text Classification ↗Ran Wang, Xi'ao Su, Siyu Long et al.9 citations
- NegatER: Unsupervised Discovery of Negatives in Commonsense Knowledge Bases ↗Tara Safavi, Jing Zhu, Danai Koutra9 citations
- Neuralizing Regular Expressions for Slot Filling ↗Chengyue Jiang, Zijian Jin, Kewei Tu9 citations
- Open-Domain Question-Answering for COVID-19 and Other Emergent Domains ↗Sharon Levy, Kevin Mo, Wenhan Xiong et al. · System Demonstrations9 citations
- PRIDE: Predicting Relationships in Conversations ↗Anna Tigunova, Paramita Mirza, Andrew Yates et al.9 citations
- Reducing Discontinuous to Continuous Parsing with Pointer Network Reordering ↗Daniel Fernández-González, Carlos Gómez-Rodríguez9 citations
- Speechformer: Reducing Information Loss in Direct Speech Translation ↗Sara Papi, Marco Gaido, Matteo Negri et al.9 citations
- Structure-Augmented Keyphrase Generation ↗Jihyuk Kim, Myeongho Jeong, Seungtaek Choi et al.9 citations
- \#HowYouTagTweets: Learning User Hashtagging Preferences via Personalized Topic Attention ↗Yuji Zhang, Yubo Zhang, Chunpu Xu et al.9 citations
- A Role-Selected Sharing Network for Joint Machine-Human Chatting Handoff and Service Satisfaction Analysis ↗Jiawei Liu, Kaisong Song, Yangyang Kang et al.8 citations
- Adversarial Scrubbing of Demographic Information for Text Classification ↗Somnath Basu Roy Chowdhury, Sayan Ghosh, Yiyuan Li et al.8 citations
- Analyzing the Surprising Variability in Word Embedding Stability Across Languages ↗Laura Burdick, Jonathan K. Kummerfeld, Rada Mihalcea8 citations
- Box Embeddings: An open-source library for representation learning using geometric structures ↗Tejas Chheda, Purujit Goyal, Trang Tran et al. · System Demonstrations8 citations
- Building Adaptive Acceptability Classifiers for Neural NLG ↗Soumya Batra, Shashank Jain, Peyman Heidari et al.8 citations
- Certified Robustness to Programmable Transformations in LSTMs ↗Yuhao Zhang, Aws Albarghouthi, Loris D'Antoni8 citations
- Classification of hierarchical text using geometric deep learning: the case of clinical trials corpus ↗Sohrab Ferdowsi, Nikolay Borissov, Julien Knafou et al.8 citations
- CoPHE: A Count-Preserving Hierarchical Evaluation Metric in Large-Scale Multi-Label Text Classification ↗Matúš Falis, Hang Dong, Alexandra Birch et al.8 citations
- Contextual Rephrase Detection for Reducing Friction in Dialogue Systems ↗Zhuoyi Wang, Saurabh Gupta, Jie Hao et al.8 citations
- Contrasting Human- and Machine-Generated Word-Level Adversarial Examples for Text Classification ↗Maximilian Mozes, Max Bartolo, Pontus Stenetorp et al.8 citations
- DRIFT: A Toolkit for Diachronic Analysis of Scientific Literature ↗Abheesht Sharma, Gunjan Chhablani, Harshit Pandey et al. · System Demonstrations8 citations
- Detecting Health Advice in Medical Research Literature ↗Yingya Li, Jun Wang, Bei Yu8 citations
- Domain-Lifelong Learning for Dialogue State Tracking via Knowledge Preservation Networks ↗Qingbin Liu, Pengfei Cao, Cao Liu et al.8 citations
- DomiKnowS: A Library for Integration of Symbolic Domain Knowledge in Deep Learning ↗Hossein Rajaby Faghihi, Quan Guo, Andrzej Uszok et al. · System Demonstrations8 citations
- Dynamic Forecasting of Conversation Derailment ↗Yova Kementchedjhieva, Anders Søgaard8 citations
- End-to-End Conversational Search for Online Shopping with Utterance Transfer ↗Liqiang Xiao, Jun Ma, Xin Luna Dong et al.8 citations
- Enhancing the Context Representation in Similarity-based Word Sense Disambiguation ↗Ming Wang, Jianzhang Zhang, Yinglin Wang8 citations
- Explore Better Relative Position Embeddings from Encoding Perspective for Transformer Models ↗Anlin Qu, Jianwei Niu, Shasha Mo8 citations
- Finnish Dialect Identification: The Effect of Audio and Text ↗Mika Hämäläinen, Khalid Alnajjar, Niko Partanen et al.8 citations
- Frame Semantic-Enhanced Sentence Modeling for Sentence-level Extractive Text SummarizationYong Guan, Shaoru Guo, Ru Li et al.8 citations · our summary
- GFST: Gender-Filtered Self-Training for More Accurate Gender in Translation ↗Prafulla Kumar Choubey, Anna Currey, Prashant Mathur et al.8 citations
- Graphine: A Dataset for Graph-aware Terminology Definition Generation ↗Zequn Liu, Shukai Wang, Yiyang Gu et al.8 citations
- HintedBT: Augmenting Back-Translation with Quality and Transliteration Hints ↗Sahana Ramnath, Melvin Johnson, Abhirut Gupta et al.8 citations
- I Wish I Would Have Loved This One, But I Didn't – A Multilingual Dataset for Counterfactual Detection in Product Review ↗James O'Neill, Polina Rozenshtein, Ryuichi Kiryo et al.8 citations
- Implicit Premise Generation with Discourse-aware Commonsense Knowledge Models ↗Tuhin Chakrabarty, Aadit Trivedi, Smaranda Muresan8 citations
- Improving Pre-trained Vision-and-Language Embeddings for Phrase Grounding ↗Zi-Yi Dou, Nanyun Peng8 citations
- Improving Sequence-to-Sequence Pre-training via Sequence Span Rewriting ↗Wangchunshu Zhou, Tao Ge, Canwen Xu et al.8 citations
- Instance-adaptive training with noise-robust losses against noisy labels ↗Lifeng Jin, Linfeng Song, Kun Xu et al.8 citations
- Integrating Semantic Scenario and Word Relations for Abstractive Sentence Summarization ↗Yong Guan, Shaoru Guo, Ru Li et al.8 citations
- On the Influence of Masking Policies in Intermediate Pre-training ↗Qinyuan Ye, Belinda Z. Li, Sinong Wang et al.8 citations
- Reconstruction Attack on Instance Encoding for Language Understanding ↗Shangyu Xie, Yuan Hong8 citations
- Rethinking Denoised Auto-Encoding in Language Pre-Training ↗Fuli Luo, Pengcheng Yang, Shicheng Li et al.8 citations
- Robustness Evaluation of Entity Disambiguation Using Prior Probes: the Case of Entity Overshadowing ↗Vera Provatorova, Samarth Bhargav, Svitlana Vakulenko et al.8 citations
- SPRING Goes Online: End-to-End AMR Parsing and Generation ↗Rexhina Blloshmi, Michele Bevilacqua, Edoardo Fabiano et al. · System Demonstrations8 citations
- Scalable Font Reconstruction with Dual Latent Manifolds ↗Nikita Srivatsan, Si Wu, Jonathan Barron et al.8 citations
- Self-Supervised Detection of Contextual Synonyms in a Multi-Class Setting: Phenotype Annotation Use Case ↗Jingqing Zhang, Luis Bolanos Trujillo, Tong Li et al.8 citations
- SummerTime: Text Summarization Toolkit for Non-experts ↗Ansong Ni, Zhangir Azerbayev, Mutethia Mutuma et al. · System Demonstrations8 citations
- Topic Transferable Table Question Answering ↗Saneem Chemmengath, Vishwajeet Kumar, Samarth Bharadwaj et al.8 citations
- Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance ↗Carel van Niekerk, Andrey Malinin, Christian Geishauser et al.8 citations
- What's in Your Head? Emergent Behaviour in Multi-Task Transformer Models ↗Mor Geva, Uri Katz, Aviv Ben-Arie et al.8 citations
- WinoLogic: A Zero-Shot Logic-based Diagnostic Dataset for Winograd Schema Challenge ↗Weinan He, Canming Huang, Yongmei Liu et al.8 citations
- XLEnt: Mining a Large Cross-lingual Entity Dataset with Lexical-Semantic-Phonetic Word Alignment ↗Ahmed El-Kishky, Adithya Renduchintala, James Cross et al.8 citations
- A Language Model-based Generative Classifier for Sentence-level Discourse Parsing ↗Ying Zhang, Hidetaka Kamigaito, Manabu Okumura7 citations
- An Empirical Investigation of Word Alignment Supervision for Zero-Shot Multilingual Neural Machine Translation ↗Alessandro Raganato, Raúl Vázquez, Mathias Creutz et al.7 citations
- CSAGN: Conversational Structure Aware Graph Network for Conversational Semantic Role Labeling ↗Han Wu, Kun Xu, Linqi Song7 citations
- Code-switched inspired losses for spoken dialog representations ↗Pierre Colombo, Emile Chapuis, Matthieu Labeau et al.7 citations
- Context-Aware Interaction Network for Question Matching ↗Zhe Hu, Zuohui Fu, Yu Yin et al.7 citations
- Data Collection vs. Knowledge Graph Completion: What is Needed to Improve Coverage? ↗Kenneth Church, Yuchen Bian7 citations
- Detect and Classify – Joint Span Detection and Classification for Health Outcomes ↗Micheal Abaho, Danushka Bollegala, Paula Williamson et al.7 citations
- Detecting Contact-Induced Semantic Shifts: What Can Embedding-Based Methods Do in Practice? ↗Filip Miletic, Anne Przewozny-Desriaux, Ludovic Tanguy7 citations
- Does It Capture STEL? A Modular, Similarity-based Linguistic Style Evaluation Framework ↗Anna Wegmann, Dong Nguyen7 citations
- ET: A Workstation for Querying, Editing and Evaluating Annotated Corpora ↗Elvis de Souza, Cláudia Freitas · System Demonstrations7 citations
- Effective Fine-Tuning Methods for Cross-lingual Adaptation ↗Tao Yu, Shafiq Joty7 citations
- Efficient Inference for Multilingual Neural Machine Translation ↗Alexandre Berard, Dain Lee, Stephane Clinchant et al.7 citations
- Enjoy the Salience: Towards Better Transformer-based Faithful Explanations with Word Salience ↗George Chrysostomou, Nikolaos Aletras7 citations
- Evaluation Paradigms in Question Answering ↗Pedro Rodriguez, Jordan Boyd-Graber7 citations
- Exploiting Twitter as Source of Large Corpora of Weakly Similar Pairs for Semantic Sentence Embeddings ↗Marco Di Giovanni, Marco Brambilla7 citations
- Generation and Extraction Combined Dialogue State Tracking with Hierarchical Ontology Integration ↗Xinmeng Li, Qian Li, Wansen Wu et al.7 citations
- HRKD: Hierarchical Relational Knowledge Distillation for Cross-domain Language Model Compression ↗Chenhe Dong, Yaliang Li, Ying Shen et al.7 citations
- HypMix: Hyperbolic Interpolative Data Augmentation ↗Ramit Sawhney, Megh Thakkar, Shivam Agarwal et al.7 citations
- InVeRo-XL: Making Cross-Lingual Semantic Role Labeling Accessible with Intelligible Verbs and Roles ↗Simone Conia, Riccardo Orlando, Fabrizio Brignone et al. · System Demonstrations7 citations
- Integrating Personalized PageRank into Neural Word Sense Disambiguation ↗Ahmed El Sheikh, Michele Bevilacqua, Roberto Navigli7 citations
- Knowledge-Aware Meta-learning for Low-Resource Text Classification ↗Huaxiu Yao, Ying-xin Wu, Maruan Al-Shedivat et al.7 citations
- Learning with Instance Bundles for Reading Comprehension ↗Dheeru Dua, Pradeep Dasigi, Sameer Singh et al.7 citations
- Low-Rank Subspaces for Unsupervised Entity Linking ↗Akhil Arora, Alberto Garcia-Duran, Robert West7 citations
- MetaTS: Meta Teacher-Student Network for Multilingual Sequence Labeling with Minimal Supervision ↗Zheng Li, Danqing Zhang, Tianyu Cao et al.7 citations
- On Classifying whether Two Texts are on the Same Side of an Argument ↗Erik Körner, Gregor Wiedemann, Ahmad Dawar Hakimi et al.7 citations
- Perhaps PTLMs Should Go to School – A Task to Assess Open Book and Closed Book QA ↗Manuel R. Ciosici, Joe Cecil, Alex Hedges et al.7 citations
- Powering Comparative Classification with Sentiment Analysis via Domain Adaptive Knowledge Transfer ↗Zeyu Li, Yilong Qin, Zihan Liu et al.7 citations
- Recurrent Attention for Neural Machine Translation ↗Jiali Zeng, Shuangzhi Wu, Yongjing Yin et al.7 citations
- Segment, Mask, and Predict: Augmenting Chinese Word Segmentation with Self-Supervision ↗Mieradilijiang Maimaiti, Yang Liu, Yuanhang Zheng et al.7 citations
- Semi-Supervised Exaggeration Detection of Health Science Press Releases ↗Dustin Wright, Isabelle Augenstein7 citations
- Sentence-Permuted Paragraph Generation ↗Wenhao Yu, Chenguang Zhu, Tong Zhao et al.7 citations
- Style Pooling: Automatic Text Style Obfuscation for Improved Classification Fairness ↗Fatemehsadat Mireshghallah, Taylor Berg-Kirkpatrick7 citations
- Summary Explorer: Visualizing the State of the Art in Text Summarization ↗Shahbaz Syed, Tariq Yousef, Khalid Al Khatib et al. · System Demonstrations7 citations
- Systematic Generalization on gSCAN: What is Nearly Solved and What is Next? ↗Linlu Qiu, Hexiang Hu, Bowen Zhang et al.7 citations
- The Impact of Positional Encodings on Multilingual Compression ↗Vinit Ravishankar, Anders Søgaard7 citations
- Thermostat: A Large Collection of NLP Model Explanations and Analysis Tools ↗Nils Feldhus, Robert Schwarzenberg, Sebastian Möller · System Demonstrations7 citations
- Understanding Politics via Contextualized Discourse Processing ↗Rajkumar Pujari, Dan Goldwasser7 citations
- $k$Folden: $k$-Fold Ensemble for Out-Of-Distribution Detection ↗Xiaoya Li, Jiwei Li, Xiaofei Sun et al.6 citations
- A Semantic Filter Based on Relations for Knowledge Graph Completion ↗Zongwei Liang, Junan Yang, Hui Liu et al.6 citations
- A Unified Speaker Adaptation Approach for ASR ↗Yingzhu Zhao, Chongjia Ni, Cheung-Chi Leung et al.6 citations
- Aligning Multidimensional Worldviews and Discovering Ideological Differences ↗Jeremiah Milbauer, Adarsh Mathew, James Evans6 citations
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