---
title: "EMNLP 2021 — all accepted papers, page 7 — Elamur Research"
description: "All 895 papers of EMNLP 2021 · page 7 of 9, the most cited first; those with our summary link to it."
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# EMNLP 2021: all accepted papers

895 papers · page 7 of 9 · the most cited first · [← EMNLP 2021](https://md.research.elamur.ai/free/en/venues/emnlp/2021/)

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601. **[Decision-Focused Summarization ↗](https://aclanthology.org/2021.emnlp-main.10/)**Chao-Chun Hsu, Chenhao Tan*9 citations*
602. **[Don't be Contradicted with Anything! CI-ToD: Towards Benchmarking Consistency for Task-oriented Dialogue System ↗](https://aclanthology.org/2021.emnlp-main.182/)**Libo Qin, Tianbao Xie, Shijue Huang et al.*9 citations*
603. **[Enhancing Multiple-choice Machine Reading Comprehension by Punishing Illogical Interpretations ↗](https://aclanthology.org/2021.emnlp-main.295/)**Yiming Ju, Yuanzhe Zhang, Zhixing Tian et al.*9 citations*
604. **[Exploring Strategies for Generalizable Commonsense Reasoning with Pre-trained Models ↗](https://aclanthology.org/2021.emnlp-main.445/)**Kaixin Ma, Filip Ilievski, Jonathan Francis et al.*9 citations*
605. **[Fine-grained Factual Consistency Assessment for Abstractive Summarization Models ↗](https://aclanthology.org/2021.emnlp-main.9/)**Sen Zhang, Jianwei Niu, Chuyuan Wei*9 citations*
606. **[Foreseeing the Benefits of Incidental Supervision ↗](https://aclanthology.org/2021.emnlp-main.134/)**Hangfeng He, Mingyuan Zhang, Qiang Ning et al.*9 citations*
607. **[Language Modeling, Lexical Translation, Reordering: The Training Process of NMT through the Lens of Classical SMT ↗](https://aclanthology.org/2021.emnlp-main.667/)**Elena Voita, Rico Sennrich, Ivan Titov*9 citations*
608. **[Meta-LMTC: Meta-Learning for Large-Scale Multi-Label Text Classification ↗](https://aclanthology.org/2021.emnlp-main.679/)**Ran Wang, Xi'ao Su, Siyu Long et al.*9 citations*
609. **[NegatER: Unsupervised Discovery of Negatives in Commonsense Knowledge Bases ↗](https://aclanthology.org/2021.emnlp-main.456/)**Tara Safavi, Jing Zhu, Danai Koutra*9 citations*
610. **[Neuralizing Regular Expressions for Slot Filling ↗](https://aclanthology.org/2021.emnlp-main.747/)**Chengyue Jiang, Zijian Jin, Kewei Tu*9 citations*
611. **[Open-Domain Question-Answering for COVID-19 and Other Emergent Domains ↗](https://aclanthology.org/2021.emnlp-demo.30/)**Sharon Levy, Kevin Mo, Wenhan Xiong et al. · System Demonstrations*9 citations*
612. **[PRIDE: Predicting Relationships in Conversations ↗](https://aclanthology.org/2021.emnlp-main.380/)**Anna Tigunova, Paramita Mirza, Andrew Yates et al.*9 citations*
613. **[Reducing Discontinuous to Continuous Parsing with Pointer Network Reordering ↗](https://aclanthology.org/2021.emnlp-main.825/)**Daniel Fernández-González, Carlos Gómez-Rodríguez*9 citations*
614. **[Speechformer: Reducing Information Loss in Direct Speech Translation ↗](https://aclanthology.org/2021.emnlp-main.127/)**Sara Papi, Marco Gaido, Matteo Negri et al.*9 citations*
615. **[Structure-Augmented Keyphrase Generation ↗](https://aclanthology.org/2021.emnlp-main.209/)**Jihyuk Kim, Myeongho Jeong, Seungtaek Choi et al.*9 citations*
616. **[\#HowYouTagTweets: Learning User Hashtagging Preferences via Personalized Topic Attention ↗](https://aclanthology.org/2021.emnlp-main.616/)**Yuji Zhang, Yubo Zhang, Chunpu Xu et al.*9 citations*
617. **[A Role-Selected Sharing Network for Joint Machine-Human Chatting Handoff and Service Satisfaction Analysis ↗](https://aclanthology.org/2021.emnlp-main.767/)**Jiawei Liu, Kaisong Song, Yangyang Kang et al.*8 citations*
618. **[Adversarial Scrubbing of Demographic Information for Text Classification ↗](https://aclanthology.org/2021.emnlp-main.43/)**Somnath Basu Roy Chowdhury, Sayan Ghosh, Yiyuan Li et al.*8 citations*
619. **[Analyzing the Surprising Variability in Word Embedding Stability Across Languages ↗](https://aclanthology.org/2021.emnlp-main.476/)**Laura Burdick, Jonathan K. Kummerfeld, Rada Mihalcea*8 citations*
620. **[Box Embeddings: An open-source library for representation learning using geometric structures ↗](https://aclanthology.org/2021.emnlp-demo.24/)**Tejas Chheda, Purujit Goyal, Trang Tran et al. · System Demonstrations*8 citations*
621. **[Building Adaptive Acceptability Classifiers for Neural NLG ↗](https://aclanthology.org/2021.emnlp-main.53/)**Soumya Batra, Shashank Jain, Peyman Heidari et al.*8 citations*
622. **[Certified Robustness to Programmable Transformations in LSTMs ↗](https://aclanthology.org/2021.emnlp-main.82/)**Yuhao Zhang, Aws Albarghouthi, Loris D'Antoni*8 citations*
623. **[Classification of hierarchical text using geometric deep learning: the case of clinical trials corpus ↗](https://aclanthology.org/2021.emnlp-main.48/)**Sohrab Ferdowsi, Nikolay Borissov, Julien Knafou et al.*8 citations*
624. **[CoPHE: A Count-Preserving Hierarchical Evaluation Metric in Large-Scale Multi-Label Text Classification ↗](https://aclanthology.org/2021.emnlp-main.69/)**Matúš Falis, Hang Dong, Alexandra Birch et al.*8 citations*
625. **[Contextual Rephrase Detection for Reducing Friction in Dialogue Systems ↗](https://aclanthology.org/2021.emnlp-main.143/)**Zhuoyi Wang, Saurabh Gupta, Jie Hao et al.*8 citations*
626. **[Contrasting Human- and Machine-Generated Word-Level Adversarial Examples for Text Classification ↗](https://aclanthology.org/2021.emnlp-main.651/)**Maximilian Mozes, Max Bartolo, Pontus Stenetorp et al.*8 citations*
627. **[DRIFT: A Toolkit for Diachronic Analysis of Scientific Literature ↗](https://aclanthology.org/2021.emnlp-demo.40/)**Abheesht Sharma, Gunjan Chhablani, Harshit Pandey et al. · System Demonstrations*8 citations*
628. **[Detecting Health Advice in Medical Research Literature ↗](https://aclanthology.org/2021.emnlp-main.486/)**Yingya Li, Jun Wang, Bei Yu*8 citations*
629. **[Domain-Lifelong Learning for Dialogue State Tracking via Knowledge Preservation Networks ↗](https://aclanthology.org/2021.emnlp-main.176/)**Qingbin Liu, Pengfei Cao, Cao Liu et al.*8 citations*
630. **[DomiKnowS: A Library for Integration of Symbolic Domain Knowledge in Deep Learning ↗](https://aclanthology.org/2021.emnlp-demo.27/)**Hossein Rajaby Faghihi, Quan Guo, Andrzej Uszok et al. · System Demonstrations*8 citations*
631. **[Dynamic Forecasting of Conversation Derailment ↗](https://aclanthology.org/2021.emnlp-main.624/)**Yova Kementchedjhieva, Anders Søgaard*8 citations*
632. **[End-to-End Conversational Search for Online Shopping with Utterance Transfer ↗](https://aclanthology.org/2021.emnlp-main.280/)**Liqiang Xiao, Jun Ma, Xin Luna Dong et al.*8 citations*
633. **[Enhancing the Context Representation in Similarity-based Word Sense Disambiguation ↗](https://aclanthology.org/2021.emnlp-main.706/)**Ming Wang, Jianzhang Zhang, Yinglin Wang*8 citations*
634. **[Explore Better Relative Position Embeddings from Encoding Perspective for Transformer Models ↗](https://aclanthology.org/2021.emnlp-main.237/)**Anlin Qu, Jianwei Niu, Shasha Mo*8 citations*
635. **[Finnish Dialect Identification: The Effect of Audio and Text ↗](https://aclanthology.org/2021.emnlp-main.692/)**Mika Hämäläinen, Khalid Alnajjar, Niko Partanen et al.*8 citations*
636. **[Frame Semantic-Enhanced Sentence Modeling for Sentence-level Extractive Text Summarization](https://md.research.elamur.ai/free/en/papers/guan-2021-frame-semantic-enhanced-sentence-modeling/)**Yong Guan, Shaoru Guo, Ru Li et al.*8 citations · our summary*
637. **[GFST: Gender-Filtered Self-Training for More Accurate Gender in Translation ↗](https://aclanthology.org/2021.emnlp-main.123/)**Prafulla Kumar Choubey, Anna Currey, Prashant Mathur et al.*8 citations*
638. **[Graphine: A Dataset for Graph-aware Terminology Definition Generation ↗](https://aclanthology.org/2021.emnlp-main.278/)**Zequn Liu, Shukai Wang, Yiyang Gu et al.*8 citations*
639. **[HintedBT: Augmenting Back-Translation with Quality and Transliteration Hints ↗](https://aclanthology.org/2021.emnlp-main.129/)**Sahana Ramnath, Melvin Johnson, Abhirut Gupta et al.*8 citations*
640. **[I Wish I Would Have Loved This One, But I Didn't – A Multilingual Dataset for Counterfactual Detection in Product Review ↗](https://aclanthology.org/2021.emnlp-main.568/)**James O'Neill, Polina Rozenshtein, Ryuichi Kiryo et al.*8 citations*
641. **[Implicit Premise Generation with Discourse-aware Commonsense Knowledge Models ↗](https://aclanthology.org/2021.emnlp-main.504/)**Tuhin Chakrabarty, Aadit Trivedi, Smaranda Muresan*8 citations*
642. **[Improving Pre-trained Vision-and-Language Embeddings for Phrase Grounding ↗](https://aclanthology.org/2021.emnlp-main.513/)**Zi-Yi Dou, Nanyun Peng*8 citations*
643. **[Improving Sequence-to-Sequence Pre-training via Sequence Span Rewriting ↗](https://aclanthology.org/2021.emnlp-main.45/)**Wangchunshu Zhou, Tao Ge, Canwen Xu et al.*8 citations*
644. **[Instance-adaptive training with noise-robust losses against noisy labels ↗](https://aclanthology.org/2021.emnlp-main.457/)**Lifeng Jin, Linfeng Song, Kun Xu et al.*8 citations*
645. **[Integrating Semantic Scenario and Word Relations for Abstractive Sentence Summarization ↗](https://aclanthology.org/2021.emnlp-main.196/)**Yong Guan, Shaoru Guo, Ru Li et al.*8 citations*
646. **[On the Influence of Masking Policies in Intermediate Pre-training ↗](https://aclanthology.org/2021.emnlp-main.573/)**Qinyuan Ye, Belinda Z. Li, Sinong Wang et al.*8 citations*
647. **[Predicting emergent linguistic compositions through time: Syntactic frame extension via multimodal chaining ↗](https://aclanthology.org/2021.emnlp-main.71/)**Lei Yu, Yang Xu*8 citations*
648. **[Reconstruction Attack on Instance Encoding for Language Understanding ↗](https://aclanthology.org/2021.emnlp-main.154/)**Shangyu Xie, Yuan Hong*8 citations*
649. **[Rethinking Denoised Auto-Encoding in Language Pre-Training ↗](https://aclanthology.org/2021.emnlp-main.232/)**Fuli Luo, Pengcheng Yang, Shicheng Li et al.*8 citations*
650. **[Robustness Evaluation of Entity Disambiguation Using Prior Probes: the Case of Entity Overshadowing ↗](https://aclanthology.org/2021.emnlp-main.820/)**Vera Provatorova, Samarth Bhargav, Svitlana Vakulenko et al.*8 citations*
651. **[SPRING Goes Online: End-to-End AMR Parsing and Generation ↗](https://aclanthology.org/2021.emnlp-demo.16/)**Rexhina Blloshmi, Michele Bevilacqua, Edoardo Fabiano et al. · System Demonstrations*8 citations*
652. **[Scalable Font Reconstruction with Dual Latent Manifolds ↗](https://aclanthology.org/2021.emnlp-main.244/)**Nikita Srivatsan, Si Wu, Jonathan Barron et al.*8 citations*
653. **[Self-Supervised Detection of Contextual Synonyms in a Multi-Class Setting: Phenotype Annotation Use Case ↗](https://aclanthology.org/2021.emnlp-main.690/)**Jingqing Zhang, Luis Bolanos Trujillo, Tong Li et al.*8 citations*
654. **[SummerTime: Text Summarization Toolkit for Non-experts ↗](https://aclanthology.org/2021.emnlp-demo.37/)**Ansong Ni, Zhangir Azerbayev, Mutethia Mutuma et al. · System Demonstrations*8 citations*
655. **[Topic Transferable Table Question Answering ↗](https://aclanthology.org/2021.emnlp-main.342/)**Saneem Chemmengath, Vishwajeet Kumar, Samarth Bharadwaj et al.*8 citations*
656. **[Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance ↗](https://aclanthology.org/2021.emnlp-main.623/)**Carel van Niekerk, Andrey Malinin, Christian Geishauser et al.*8 citations*
657. **[What's in Your Head? Emergent Behaviour in Multi-Task Transformer Models ↗](https://aclanthology.org/2021.emnlp-main.646/)**Mor Geva, Uri Katz, Aviv Ben-Arie et al.*8 citations*
658. **[WinoLogic: A Zero-Shot Logic-based Diagnostic Dataset for Winograd Schema Challenge ↗](https://aclanthology.org/2021.emnlp-main.307/)**Weinan He, Canming Huang, Yongmei Liu et al.*8 citations*
659. **[XLEnt: Mining a Large Cross-lingual Entity Dataset with Lexical-Semantic-Phonetic Word Alignment ↗](https://aclanthology.org/2021.emnlp-main.814/)**Ahmed El-Kishky, Adithya Renduchintala, James Cross et al.*8 citations*
660. **[A Language Model-based Generative Classifier for Sentence-level Discourse Parsing ↗](https://aclanthology.org/2021.emnlp-main.188/)**Ying Zhang, Hidetaka Kamigaito, Manabu Okumura*7 citations*
661. **[An Empirical Investigation of Word Alignment Supervision for Zero-Shot Multilingual Neural Machine Translation ↗](https://aclanthology.org/2021.emnlp-main.664/)**Alessandro Raganato, Raúl Vázquez, Mathias Creutz et al.*7 citations*
662. **[CSAGN: Conversational Structure Aware Graph Network for Conversational Semantic Role Labeling ↗](https://aclanthology.org/2021.emnlp-main.177/)**Han Wu, Kun Xu, Linqi Song*7 citations*
663. **[Code-switched inspired losses for spoken dialog representations ↗](https://aclanthology.org/2021.emnlp-main.656/)**Pierre Colombo, Emile Chapuis, Matthieu Labeau et al.*7 citations*
664. **[Context-Aware Interaction Network for Question Matching ↗](https://aclanthology.org/2021.emnlp-main.312/)**Zhe Hu, Zuohui Fu, Yu Yin et al.*7 citations*
665. **[Data Collection vs. Knowledge Graph Completion: What is Needed to Improve Coverage? ↗](https://aclanthology.org/2021.emnlp-main.501/)**Kenneth Church, Yuchen Bian*7 citations*
666. **[Detect and Classify – Joint Span Detection and Classification for Health Outcomes ↗](https://aclanthology.org/2021.emnlp-main.686/)**Micheal Abaho, Danushka Bollegala, Paula Williamson et al.*7 citations*
667. **[Detecting Contact-Induced Semantic Shifts: What Can Embedding-Based Methods Do in Practice? ↗](https://aclanthology.org/2021.emnlp-main.847/)**Filip Miletic, Anne Przewozny-Desriaux, Ludovic Tanguy*7 citations*
668. **[Does It Capture STEL? A Modular, Similarity-based Linguistic Style Evaluation Framework ↗](https://aclanthology.org/2021.emnlp-main.569/)**Anna Wegmann, Dong Nguyen*7 citations*
669. **[ET: A Workstation for Querying, Editing and Evaluating Annotated Corpora ↗](https://aclanthology.org/2021.emnlp-demo.5/)**Elvis de Souza, Cláudia Freitas · System Demonstrations*7 citations*
670. **[Effective Fine-Tuning Methods for Cross-lingual Adaptation ↗](https://aclanthology.org/2021.emnlp-main.668/)**Tao Yu, Shafiq Joty*7 citations*
671. **[Efficient Inference for Multilingual Neural Machine Translation ↗](https://aclanthology.org/2021.emnlp-main.674/)**Alexandre Berard, Dain Lee, Stephane Clinchant et al.*7 citations*
672. **[Enjoy the Salience: Towards Better Transformer-based Faithful Explanations with Word Salience ↗](https://aclanthology.org/2021.emnlp-main.645/)**George Chrysostomou, Nikolaos Aletras*7 citations*
673. **[Evaluation Paradigms in Question Answering ↗](https://aclanthology.org/2021.emnlp-main.758/)**Pedro Rodriguez, Jordan Boyd-Graber*7 citations*
674. **[Exploiting Twitter as Source of Large Corpora of Weakly Similar Pairs for Semantic Sentence Embeddings ↗](https://aclanthology.org/2021.emnlp-main.780/)**Marco Di Giovanni, Marco Brambilla*7 citations*
675. **[Generation and Extraction Combined Dialogue State Tracking with Hierarchical Ontology Integration ↗](https://aclanthology.org/2021.emnlp-main.171/)**Xinmeng Li, Qian Li, Wansen Wu et al.*7 citations*
676. **[HRKD: Hierarchical Relational Knowledge Distillation for Cross-domain Language Model Compression ↗](https://aclanthology.org/2021.emnlp-main.250/)**Chenhe Dong, Yaliang Li, Ying Shen et al.*7 citations*
677. **[HypMix: Hyperbolic Interpolative Data Augmentation ↗](https://aclanthology.org/2021.emnlp-main.776/)**Ramit Sawhney, Megh Thakkar, Shivam Agarwal et al.*7 citations*
678. **[InVeRo-XL: Making Cross-Lingual Semantic Role Labeling Accessible with Intelligible Verbs and Roles ↗](https://aclanthology.org/2021.emnlp-demo.36/)**Simone Conia, Riccardo Orlando, Fabrizio Brignone et al. · System Demonstrations*7 citations*
679. **[Integrating Personalized PageRank into Neural Word Sense Disambiguation ↗](https://aclanthology.org/2021.emnlp-main.715/)**Ahmed El Sheikh, Michele Bevilacqua, Roberto Navigli*7 citations*
680. **[Knowledge-Aware Meta-learning for Low-Resource Text Classification ↗](https://aclanthology.org/2021.emnlp-main.136/)**Huaxiu Yao, Ying-xin Wu, Maruan Al-Shedivat et al.*7 citations*
681. **[Learning with Instance Bundles for Reading Comprehension ↗](https://aclanthology.org/2021.emnlp-main.584/)**Dheeru Dua, Pradeep Dasigi, Sameer Singh et al.*7 citations*
682. **[Low-Rank Subspaces for Unsupervised Entity Linking ↗](https://aclanthology.org/2021.emnlp-main.634/)**Akhil Arora, Alberto Garcia-Duran, Robert West*7 citations*
683. **[MetaTS: Meta Teacher-Student Network for Multilingual Sequence Labeling with Minimal Supervision ↗](https://aclanthology.org/2021.emnlp-main.255/)**Zheng Li, Danqing Zhang, Tianyu Cao et al.*7 citations*
684. **[On Classifying whether Two Texts are on the Same Side of an Argument ↗](https://aclanthology.org/2021.emnlp-main.795/)**Erik Körner, Gregor Wiedemann, Ahmad Dawar Hakimi et al.*7 citations*
685. **[Perhaps PTLMs Should Go to School – A Task to Assess Open Book and Closed Book QA ↗](https://aclanthology.org/2021.emnlp-main.493/)**Manuel R. Ciosici, Joe Cecil, Alex Hedges et al.*7 citations*
686. **[Powering Comparative Classification with Sentiment Analysis via Domain Adaptive Knowledge Transfer ↗](https://aclanthology.org/2021.emnlp-main.546/)**Zeyu Li, Yilong Qin, Zihan Liu et al.*7 citations*
687. **[Recurrent Attention for Neural Machine Translation ↗](https://aclanthology.org/2021.emnlp-main.258/)**Jiali Zeng, Shuangzhi Wu, Yongjing Yin et al.*7 citations*
688. **[Segment, Mask, and Predict: Augmenting Chinese Word Segmentation with Self-Supervision ↗](https://aclanthology.org/2021.emnlp-main.158/)**Mieradilijiang Maimaiti, Yang Liu, Yuanhang Zheng et al.*7 citations*
689. **[Semi-Supervised Exaggeration Detection of Health Science Press Releases ↗](https://aclanthology.org/2021.emnlp-main.845/)**Dustin Wright, Isabelle Augenstein*7 citations*
690. **[Sentence-Permuted Paragraph Generation ↗](https://aclanthology.org/2021.emnlp-main.412/)**Wenhao Yu, Chenguang Zhu, Tong Zhao et al.*7 citations*
691. **[Style Pooling: Automatic Text Style Obfuscation for Improved Classification Fairness ↗](https://aclanthology.org/2021.emnlp-main.152/)**Fatemehsadat Mireshghallah, Taylor Berg-Kirkpatrick*7 citations*
692. **[Summary Explorer: Visualizing the State of the Art in Text Summarization ↗](https://aclanthology.org/2021.emnlp-demo.22/)**Shahbaz Syed, Tariq Yousef, Khalid Al Khatib et al. · System Demonstrations*7 citations*
693. **[Systematic Generalization on gSCAN: What is Nearly Solved and What is Next? ↗](https://aclanthology.org/2021.emnlp-main.166/)**Linlu Qiu, Hexiang Hu, Bowen Zhang et al.*7 citations*
694. **[The Impact of Positional Encodings on Multilingual Compression ↗](https://aclanthology.org/2021.emnlp-main.59/)**Vinit Ravishankar, Anders Søgaard*7 citations*
695. **[Thermostat: A Large Collection of NLP Model Explanations and Analysis Tools ↗](https://aclanthology.org/2021.emnlp-demo.11/)**Nils Feldhus, Robert Schwarzenberg, Sebastian Möller · System Demonstrations*7 citations*
696. **[Understanding Politics via Contextualized Discourse Processing ↗](https://aclanthology.org/2021.emnlp-main.102/)**Rajkumar Pujari, Dan Goldwasser*7 citations*
697. **[$k$Folden: $k$-Fold Ensemble for Out-Of-Distribution Detection ↗](https://aclanthology.org/2021.emnlp-main.248/)**Xiaoya Li, Jiwei Li, Xiaofei Sun et al.*6 citations*
698. **[A Semantic Filter Based on Relations for Knowledge Graph Completion ↗](https://aclanthology.org/2021.emnlp-main.625/)**Zongwei Liang, Junan Yang, Hui Liu et al.*6 citations*
699. **[A Unified Speaker Adaptation Approach for ASR ↗](https://aclanthology.org/2021.emnlp-main.737/)**Yingzhu Zhao, Chongjia Ni, Cheung-Chi Leung et al.*6 citations*
700. **[Aligning Multidimensional Worldviews and Discovering Ideological Differences ↗](https://aclanthology.org/2021.emnlp-main.396/)**Jeremiah Milbauer, Adarsh Mathew, James Evans*6 citations*

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