---
title: "EMNLP 2021 — all accepted papers, page 5 — Elamur Research"
description: "All 895 papers of EMNLP 2021 · page 5 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 5 of 9 · the most cited first · [← EMNLP 2021](https://md.research.elamur.ai/free/en/venues/emnlp/2021/)

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401. **[What's in a Name? Answer Equivalence For Open-Domain Question Answering ↗](https://aclanthology.org/2021.emnlp-main.757/)**Chenglei Si, Chen Zhao, Jordan Boyd-Graber*18 citations*
402. **[COUGH: A Challenge Dataset and Models for COVID-19 FAQ Retrieval ↗](https://aclanthology.org/2021.emnlp-main.305/)**Xinliang Frederick Zhang, Heming Sun, Xiang Yue et al.*17 citations*
403. **[Crosslingual Transfer Learning for Relation and Event Extraction via Word Category and Class Alignments ↗](https://aclanthology.org/2021.emnlp-main.440/)**Minh Van Nguyen, Tuan Ngo Nguyen, Bonan Min et al.*17 citations*
404. **[Definition Modelling for Appropriate Specificity ↗](https://aclanthology.org/2021.emnlp-main.194/)**Han Huang, Tomoyuki Kajiwara, Yuki Arase*17 citations*
405. **[DiscoDVT: Generating Long Text with Discourse-Aware Discrete Variational Transformer ↗](https://aclanthology.org/2021.emnlp-main.347/)**Haozhe Ji, Minlie Huang*17 citations*
406. **[Filling the Gaps in Ancient Akkadian Texts: A Masked Language Modelling Approach](https://md.research.elamur.ai/free/en/papers/lazar-2021-filling-gaps-ancient-akkadian-texts/)**Koren Lazar, Benny Saret, Asaf Yehudai et al.*17 citations · our summary*
407. **[Human Rationales as Attribution Priors for Explainable Stance Detection](https://md.research.elamur.ai/free/en/papers/jayaram-2021-human-rationales-as-attribution-priors/)**Sahil Jayaram, Emily Allaway*17 citations · our summary*
408. **[Improving Multilingual Translation by Representation and Gradient Regularization ↗](https://aclanthology.org/2021.emnlp-main.578/)**Yilin Yang, Akiko Eriguchi, Alexandre Muzio et al.*17 citations*
409. **[Inducing Transformer's Compositional Generalization Ability via Auxiliary Sequence Prediction Tasks ↗](https://aclanthology.org/2021.emnlp-main.505/)**Yichen Jiang, Mohit Bansal*17 citations*
410. **[Injecting Entity Types into Entity-Guided Text Generation ↗](https://aclanthology.org/2021.emnlp-main.56/)**Xiangyu Dong, Wenhao Yu, Chenguang Zhu et al.*17 citations*
411. **[Multitask Semi-Supervised Learning for Class-Imbalanced Discourse Classification ↗](https://aclanthology.org/2021.emnlp-main.40/)**Alexander Spangher, Jonathan May, Sz-Rung Shiang et al.*17 citations*
412. **[PhoMT: A High-Quality and Large-Scale Benchmark Dataset for Vietnamese-English Machine Translation ↗](https://aclanthology.org/2021.emnlp-main.369/)**Long Doan, Linh The Nguyen, Nguyen Luong Tran et al.*17 citations*
413. **[ReasonBERT: Pre-trained to Reason with Distant Supervision ↗](https://aclanthology.org/2021.emnlp-main.494/)**Xiang Deng, Yu Su, Alyssa Lees et al.*17 citations*
414. **[Refocusing on Relevance: Personalization in NLG ↗](https://aclanthology.org/2021.emnlp-main.421/)**Shiran Dudy, Steven Bedrick, Bonnie Webber*17 citations*
415. **[Think about it! Improving defeasible reasoning by first modeling the question scenario. ↗](https://aclanthology.org/2021.emnlp-main.508/)**Aman Madaan, Niket Tandon, Dheeraj Rajagopal et al.*17 citations*
416. **[What happens if you treat ordinal ratings as interval data? Human evaluations in NLP are even more under-powered than you think ↗](https://aclanthology.org/2021.emnlp-main.703/)**David M. Howcroft, Verena Rieser*17 citations*
417. **[A Simple and Effective Method To Eliminate the Self Language Bias in Multilingual Representations ↗](https://aclanthology.org/2021.emnlp-main.470/)**Ziyi Yang, Yinfei Yang, Daniel Cer et al.*16 citations*
418. **[Back to the Basics: A Quantitative Analysis of Statistical and Graph-Based Term Weighting Schemes for Keyword Extraction ↗](https://aclanthology.org/2021.emnlp-main.638/)**Asahi Ushio, Federico Liberatore, Jose Camacho-Collados*16 citations*
419. **[Benchmarking Commonsense Knowledge Base Population with an Effective Evaluation Dataset ↗](https://aclanthology.org/2021.emnlp-main.705/)**Tianqing Fang, Weiqi Wang, Sehyun Choi et al.*16 citations*
420. **[Controlling Machine Translation for Multiple Attributes with Additive Interventions ↗](https://aclanthology.org/2021.emnlp-main.535/)**Andrea Schioppa, David Vilar, Artem Sokolov et al.*16 citations*
421. **[Efficient Contrastive Learning via Novel Data Augmentation and Curriculum Learning ↗](https://aclanthology.org/2021.emnlp-main.138/)**Seonghyeon Ye, Jiseon Kim, Alice Oh*16 citations*
422. **[Fairness-aware Class Imbalanced Learning ↗](https://aclanthology.org/2021.emnlp-main.155/)**Shivashankar Subramanian, Afshin Rahimi, Timothy Baldwin et al.*16 citations*
423. **[Heterogeneous Graph Neural Networks for Keyphrase Generation ↗](https://aclanthology.org/2021.emnlp-main.213/)**Jiacheng Ye, Ruijian Cai, Tao Gui et al.*16 citations*
424. **[Idiosyncratic but not Arbitrary: Learning Idiolects in Online Registers Reveals Distinctive yet Consistent Individual Styles ↗](https://aclanthology.org/2021.emnlp-main.25/)**Jian Zhu, David Jurgens*16 citations*
425. **[Investigating Robustness of Dialog Models to Popular Figurative Language Constructs ↗](https://aclanthology.org/2021.emnlp-main.592/)**Harsh Jhamtani, Varun Gangal, Eduard Hovy et al.*16 citations*
426. **[Language Models are Few-Shot Butlers ↗](https://aclanthology.org/2021.emnlp-main.734/)**Vincent Micheli, Francois Fleuret*16 citations*
427. **[More is Better: Enhancing Open-Domain Dialogue Generation via Multi-Source Heterogeneous Knowledge ↗](https://aclanthology.org/2021.emnlp-main.175/)**Sixing Wu, Ying Li, Minghui Wang et al.*16 citations*
428. **[Mutual-Learning Improves End-to-End Speech Translation ↗](https://aclanthology.org/2021.emnlp-main.325/)**Jiawei Zhao, Wei Luo, Boxing Chen et al.*16 citations*
429. **[Neural Attention-Aware Hierarchical Topic Model ↗](https://aclanthology.org/2021.emnlp-main.80/)**Yuan Jin, He Zhao, Ming Liu et al.*16 citations*
430. **[Neural Machine Translation Quality and Post-Editing Performance ↗](https://aclanthology.org/2021.emnlp-main.801/)**Vilém Zouhar, Martin Popel, Ondřej Bojar et al.*16 citations*
431. **[Numeracy enhances the Literacy of Language Models ↗](https://aclanthology.org/2021.emnlp-main.557/)**Avijit Thawani, Jay Pujara, Filip Ilievski*16 citations*
432. **[SHAPE: Shifted Absolute Position Embedding for Transformers ↗](https://aclanthology.org/2021.emnlp-main.266/)**Shun Kiyono, Sosuke Kobayashi, Jun Suzuki et al.*16 citations*
433. **[Sentence Bottleneck Autoencoders from Transformer Language Models ↗](https://aclanthology.org/2021.emnlp-main.137/)**Ivan Montero, Nikolaos Pappas, Noah A. Smith*16 citations*
434. **[Simple and Effective Unsupervised Redundancy Elimination to Compress Dense Vectors for Passage Retrieval ↗](https://aclanthology.org/2021.emnlp-main.227/)**Xueguang Ma, Minghan Li, Kai Sun et al.*16 citations*
435. **[TEMP: Taxonomy Expansion with Dynamic Margin Loss through Taxonomy-Paths ↗](https://aclanthology.org/2021.emnlp-main.313/)**Zichen Liu, Hongyuan Xu, Yanlong Wen et al.*16 citations*
436. **[Towards Realistic Few-Shot Relation Extraction ↗](https://aclanthology.org/2021.emnlp-main.433/)**Sam Brody, Sichao Wu, Adrian Benton*16 citations*
437. **[fairseq S\textasciicircum2: A Scalable and Integrable Speech Synthesis Toolkit ↗](https://aclanthology.org/2021.emnlp-demo.17/)**Changhan Wang, Wei-Ning Hsu, Yossi Adi et al. · System Demonstrations*16 citations*
438. **[A Bayesian Framework for Information-Theoretic Probing ↗](https://aclanthology.org/2021.emnlp-main.229/)**Tiago Pimentel, Ryan Cotterell*15 citations*
439. **[CAPE: Context-Aware Private Embeddings for Private Language Learning ↗](https://aclanthology.org/2021.emnlp-main.628/)**Richard Plant, Dimitra Gkatzia, Valerio Giuffrida*15 citations*
440. **[CATE: A Contrastive Pre-trained Model for Metaphor Detection with Semi-supervised Learning ↗](https://aclanthology.org/2021.emnlp-main.316/)**Zhenxi Lin, Qianli Ma, Jiangyue Yan et al.*15 citations*
441. **[CoLV: A Collaborative Latent Variable Model for Knowledge-Grounded Dialogue Generation ↗](https://aclanthology.org/2021.emnlp-main.172/)**Haolan Zhan, Lei Shen, Hongshen Chen et al.*15 citations*
442. **[Distilling Relation Embeddings from Pretrained Language Models ↗](https://aclanthology.org/2021.emnlp-main.712/)**Asahi Ushio, Jose Camacho-Collados, Steven Schockaert*15 citations*
443. **[Efficient Multi-Task Auxiliary Learning: Selecting Auxiliary Data by Feature Similarity ↗](https://aclanthology.org/2021.emnlp-main.34/)**Po-Nien Kung, Sheng-Siang Yin, Yi-Cheng Chen et al.*15 citations*
444. **[Exploring the Role of BERT Token Representations to Explain Sentence Probing Results ↗](https://aclanthology.org/2021.emnlp-main.61/)**Hosein Mohebbi, Ali Modarressi, Mohammad Taher Pilehvar*15 citations*
445. **[FLiText: A Faster and Lighter Semi-Supervised Text Classification with Convolution Networks ↗](https://aclanthology.org/2021.emnlp-main.192/)**Chen Liu, Zhang Mengchao, Fu Zhibing et al.*15 citations*
446. **[FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation ↗](https://aclanthology.org/2021.emnlp-main.301/)**Kushal Lakhotia, Bhargavi Paranjape, Asish Ghoshal et al.*15 citations*
447. **[Finding a Balanced Degree of Automation for Summary Evaluation ↗](https://aclanthology.org/2021.emnlp-main.531/)**Shiyue Zhang, Mohit Bansal*15 citations*
448. **[Finding needles in a haystack: Sampling Structurally-diverse Training Sets from Synthetic Data for Compositional Generalization ↗](https://aclanthology.org/2021.emnlp-main.843/)**Inbar Oren, Jonathan Herzig, Jonathan Berant*15 citations*
449. **[IndoNLI: A Natural Language Inference Dataset for Indonesian ↗](https://aclanthology.org/2021.emnlp-main.821/)**Rahmad Mahendra, Alham Fikri Aji, Samuel Louvan et al.*15 citations*
450. **[Inflate and Shrink:Enriching and Reducing Interactions for Fast Text-Image Retrieval ↗](https://aclanthology.org/2021.emnlp-main.772/)**Haoliang Liu, Tan Yu, Ping Li*15 citations*
451. **[Is Multi-Hop Reasoning Really Explainable? Towards Benchmarking Reasoning Interpretability ↗](https://aclanthology.org/2021.emnlp-main.700/)**Xin Lv, Yixin Cao, Lei Hou et al.*15 citations*
452. **[Learning Constraints and Descriptive Segmentation for Subevent Detection ↗](https://aclanthology.org/2021.emnlp-main.423/)**Haoyu Wang, Hongming Zhang, Muhao Chen et al.*15 citations*
453. **[Maximal Clique Based Non-Autoregressive Open Information Extraction ↗](https://aclanthology.org/2021.emnlp-main.764/)**Bowen Yu, Yucheng Wang, Tingwen Liu et al.*15 citations*
454. **[RAST: Domain-Robust Dialogue Rewriting as Sequence Tagging ↗](https://aclanthology.org/2021.emnlp-main.402/)**Jie Hao, Linfeng Song, Liwei Wang et al.*15 citations*
455. **[RuleBERT: Teaching Soft Rules to Pre-Trained Language Models ↗](https://aclanthology.org/2021.emnlp-main.110/)**Mohammed Saeed, Naser Ahmadi, Preslav Nakov et al.*15 citations*
456. **[Ultra-High Dimensional Sparse Representations with Binarization for Efficient Text Retrieval ↗](https://aclanthology.org/2021.emnlp-main.78/)**Kyoung-Rok Jang, Junmo Kang, Giwon Hong et al.*15 citations*
457. **[Will this Question be Answered? Question Filtering via Answer Model Distillation for Efficient Question Answering ↗](https://aclanthology.org/2021.emnlp-main.583/)**Siddhant Garg, Alessandro Moschitti*15 citations*
458. **[Allocating Large Vocabulary Capacity for Cross-Lingual Language Model Pre-Training ↗](https://aclanthology.org/2021.emnlp-main.257/)**Bo Zheng, Li Dong, Shaohan Huang et al.*14 citations*
459. **[Argument Pair Extraction with Mutual Guidance and Inter-sentence Relation Graph ↗](https://aclanthology.org/2021.emnlp-main.319/)**Jianzhu Bao, Bin Liang, Jingyi Sun et al.*14 citations*
460. **[COVR: A Test-Bed for Visually Grounded Compositional Generalization with Real Images ↗](https://aclanthology.org/2021.emnlp-main.774/)**Ben Bogin, Shivanshu Gupta, Matt Gardner et al.*14 citations*
461. **[Distributionally Robust Multilingual Machine Translation ↗](https://aclanthology.org/2021.emnlp-main.458/)**Chunting Zhou, Daniel Levy, Xian Li et al.*14 citations*
462. **[Effect of Visual Extensions on Natural Language Understanding in Vision-and-Language Models ↗](https://aclanthology.org/2021.emnlp-main.167/)**Taichi Iki, Akiko Aizawa*14 citations*
463. **[Emotion Inference in Multi-Turn Conversations with Addressee-Aware Module and Ensemble Strategy ↗](https://aclanthology.org/2021.emnlp-main.320/)**Dayu Li, Xiaodan Zhu, Yang Li et al.*14 citations*
464. **[GAML-BERT: Improving BERT Early Exiting by Gradient Aligned Mutual Learning ↗](https://aclanthology.org/2021.emnlp-main.242/)**Wei Zhu, Xiaoling Wang, Yuan Ni et al.*14 citations*
465. **[Generic resources are what you need: Style transfer tasks without task-specific parallel training data ↗](https://aclanthology.org/2021.emnlp-main.349/)**Huiyuan Lai, Antonio Toral, Malvina Nissim*14 citations*
466. **[Improving Query Graph Generation for Complex Question Answering over Knowledge Base ↗](https://aclanthology.org/2021.emnlp-main.346/)**Kechen Qin, Cheng Li, Virgil Pavlu et al.*14 citations*
467. **[LMdiff: A Visual Diff Tool to Compare Language Models ↗](https://aclanthology.org/2021.emnlp-demo.12/)**Hendrik Strobelt, Benjamin Hoover, Arvind Satyanaryan et al. · System Demonstrations*14 citations*
468. **[Memory and Knowledge Augmented Language Models for Inferring Salience in Long-Form Stories ↗](https://aclanthology.org/2021.emnlp-main.65/)**David Wilmot, Frank Keller*14 citations*
469. **[Not Just Classification: Recognizing Implicit Discourse Relation on Joint Modeling of Classification and Generation](https://md.research.elamur.ai/free/en/papers/jiang-2021-not-just-classification-recognizing-implicit/)**Feng Jiang, Yaxin Fan, Xiaomin Chu et al.*14 citations · our summary*
470. **[Open-domain clarification question generation without question examples ↗](https://aclanthology.org/2021.emnlp-main.44/)**Julia White, Gabriel Poesia, Robert Hawkins et al.*14 citations*
471. **[PermuteFormer: Efficient Relative Position Encoding for Long Sequences ↗](https://aclanthology.org/2021.emnlp-main.828/)**Peng Chen*14 citations*
472. **[Relation Extraction with Word Graphs from N-grams ↗](https://aclanthology.org/2021.emnlp-main.228/)**Han Qin, Yuanhe Tian, Yan Song*14 citations*
473. **[Self-Supervised Curriculum Learning for Spelling Error Correction ↗](https://aclanthology.org/2021.emnlp-main.281/)**Zifa Gan, Hongfei Xu, Hongying Zan*14 citations*
474. **[TEBNER: Domain Specific Named Entity Recognition with Type Expanded Boundary-aware Network ↗](https://aclanthology.org/2021.emnlp-main.18/)**Zheng Fang, Yanan Cao, Tai Li et al.*14 citations*
475. **[Text Counterfactuals via Latent Optimization and Shapley-Guided Search ↗](https://aclanthology.org/2021.emnlp-main.452/)**Xiaoli Fern, Quintin Pope*14 citations*
476. **[Towards Incremental Transformers: An Empirical Analysis of Transformer Models for Incremental NLU ↗](https://aclanthology.org/2021.emnlp-main.90/)**Patrick Kahardipraja, Brielen Madureira, David Schlangen*14 citations*
477. **[Treasures Outside Contexts: Improving Event Detection via Global Statistics ↗](https://aclanthology.org/2021.emnlp-main.206/)**Rui Li, Wenlin Zhao, Cheng Yang et al.*14 citations*
478. **[Uncertain Local-to-Global Networks for Document-Level Event Factuality Identification ↗](https://aclanthology.org/2021.emnlp-main.207/)**Pengfei Cao, Yubo Chen, Yuqing Yang et al.*14 citations*
479. **[A Collaborative Multi-agent Reinforcement Learning Framework for Dialog Action Decomposition ↗](https://aclanthology.org/2021.emnlp-main.621/)**Huimin Wang, Kam-Fai Wong*13 citations*
480. **[A Label-Aware BERT Attention Network for Zero-Shot Multi-Intent Detection in Spoken Language Understanding ↗](https://aclanthology.org/2021.emnlp-main.399/)**Ting-Wei Wu, Ruolin Su, Biing Juang*13 citations*
481. **[AMuSE-WSD: An All-in-one Multilingual System for Easy Word Sense Disambiguation ↗](https://aclanthology.org/2021.emnlp-demo.34/)**Riccardo Orlando, Simone Conia, Fabrizio Brignone et al. · System Demonstrations*13 citations*
482. **[AfroMT: Pretraining Strategies and Reproducible Benchmarks for Translation of 8 African Languages ↗](https://aclanthology.org/2021.emnlp-main.99/)**Machel Reid, Junjie Hu, Graham Neubig et al.*13 citations*
483. **[Assessing the Reliability of Word Embedding Gender Bias Measures ↗](https://aclanthology.org/2021.emnlp-main.785/)**Yupei Du, Qixiang Fang, Dong Nguyen*13 citations*
484. **[BiSECT: Learning to Split and Rephrase Sentences with Bitexts ↗](https://aclanthology.org/2021.emnlp-main.500/)**Joongwon Kim, Mounica Maddela, Reno Kriz et al.*13 citations*
485. **[Boosting Cross-Lingual Transfer via Self-Learning with Uncertainty Estimation ↗](https://aclanthology.org/2021.emnlp-main.538/)**Liyan Xu, Xuchao Zhang, Xujiang Zhao et al.*13 citations*
486. **[Connecting Attributions and QA Model Behavior on Realistic Counterfactuals ↗](https://aclanthology.org/2021.emnlp-main.447/)**Xi Ye, Rohan Nair, Greg Durrett*13 citations*
487. **[Contrastive Conditioning for Assessing Disambiguation in MT: A Case Study of Distilled Bias ↗](https://aclanthology.org/2021.emnlp-main.803/)**Jannis Vamvas, Rico Sennrich*13 citations*
488. **[Conundrums in Event Coreference Resolution: Making Sense of the State of the Art](https://md.research.elamur.ai/free/en/papers/lu-2021-conundrums-event-coreference-resolution-making/)**Jing Lu, Vincent Ng*13 citations · our summary*
489. **[EARL: Informative Knowledge-Grounded Conversation Generation with Entity-Agnostic Representation Learning ↗](https://aclanthology.org/2021.emnlp-main.184/)**Hao Zhou, Minlie Huang, Yong Liu et al.*13 citations*
490. **[Effects of Parameter Norm Growth During Transformer Training: Inductive Bias from Gradient Descent ↗](https://aclanthology.org/2021.emnlp-main.133/)**William Merrill, Vivek Ramanujan, Yoav Goldberg et al.*13 citations*
491. **[End-to-End Learning of Flowchart Grounded Task-Oriented Dialogs ↗](https://aclanthology.org/2021.emnlp-main.357/)**Dinesh Raghu, Shantanu Agarwal, Sachindra Joshi et al.*13 citations*
492. **[Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based Results ↗](https://aclanthology.org/2021.emnlp-main.381/)**Ian Magnusson, Scott Friedman*13 citations*
493. **[Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic Factors ↗](https://aclanthology.org/2021.emnlp-main.701/)**Marvin Kaster, Wei Zhao, Steffen Eger*13 citations*
494. **[GupShup: Summarizing Open-Domain Code-Switched Conversations ↗](https://aclanthology.org/2021.emnlp-main.499/)**Laiba Mehnaz, Debanjan Mahata, Uma Sushmitha Gunturi et al.*13 citations*
495. **[IGA: An Intent-Guided Authoring Assistant ↗](https://aclanthology.org/2021.emnlp-main.483/)**Simeng Sun, Wenlong Zhao, Varun Manjunatha et al.*13 citations*
496. **[Improving Simultaneous Translation by Incorporating Pseudo-References with Fewer Reorderings ↗](https://aclanthology.org/2021.emnlp-main.473/)**Junkun Chen, Renjie Zheng, Atsuhito Kita et al.*13 citations*
497. **[MS-Mentions: Consistently Annotating Entity Mentions in Materials Science Procedural Text ↗](https://aclanthology.org/2021.emnlp-main.101/)**Tim O'Gorman, Zach Jensen, Sheshera Mysore et al.*13 citations*
498. **[Multi-Domain Multilingual Question Answering ↗](https://aclanthology.org/2021.emnlp-tutorials.4/)**Sebastian Ruder, Avi Sil · Tutorial Abstracts*13 citations*
499. **[Robustness and Adversarial Examples in Natural Language Processing ↗](https://aclanthology.org/2021.emnlp-tutorials.5/)**Kai-Wei Chang, He He, Robin Jia et al. · Tutorial Abstracts*13 citations*
500. **[SPECTRA: Sparse Structured Text Rationalization ↗](https://aclanthology.org/2021.emnlp-main.525/)**Nuno M. Guerreiro, André F. T. Martins*13 citations*

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