---
title: "EMNLP 2021 — all accepted papers, page 4 — Elamur Research"
description: "All 895 papers of EMNLP 2021 · page 4 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 4 of 9 · the most cited first · [← EMNLP 2021](https://md.research.elamur.ai/free/en/venues/emnlp/2021/)

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301. **[Improving Stance Detection with Multi-Dataset Learning and Knowledge Distillation](https://md.research.elamur.ai/free/en/papers/li-2021-improving-stance-detection-multi-dataset/)**Yingjie Li, Chenye Zhao, Cornelia Caragea*24 citations · our summary*
302. **[Learning Universal Authorship Representations ↗](https://aclanthology.org/2021.emnlp-main.70/)**Rafael A. Rivera-Soto, Olivia Elizabeth Miano, Juanita Ordonez et al.*24 citations*
303. **[Moving on from OntoNotes: Coreference Resolution Model Transfer ↗](https://aclanthology.org/2021.emnlp-main.425/)**Patrick Xia, Benjamin Van Durme*24 citations*
304. **[Neuro-Symbolic Reinforcement Learning with First-Order Logic ↗](https://aclanthology.org/2021.emnlp-main.283/)**Daiki Kimura, Masaki Ono, Subhajit Chaudhury et al.*24 citations*
305. **[STraTA: Self-Training with Task Augmentation for Better Few-shot Learning ↗](https://aclanthology.org/2021.emnlp-main.462/)**Tu Vu, Minh-Thang Luong, Quoc Le et al.*24 citations*
306. **[Text AutoAugment: Learning Compositional Augmentation Policy for Text Classification ↗](https://aclanthology.org/2021.emnlp-main.711/)**Shuhuai Ren, Jinchao Zhang, Lei Li et al.*24 citations*
307. **[Towards Zero-Shot Knowledge Distillation for Natural Language Processing ↗](https://aclanthology.org/2021.emnlp-main.526/)**Ahmad Rashid, Vasileios Lioutas, Abbas Ghaddar et al.*24 citations*
308. **[Utilizing Relative Event Time to Enhance Event-Event Temporal Relation Extraction ↗](https://aclanthology.org/2021.emnlp-main.815/)**Haoyang Wen, Heng Ji*24 citations*
309. **[A surprisal–duration trade-off across and within the world's languages ↗](https://aclanthology.org/2021.emnlp-main.73/)**Tiago Pimentel, Clara Meister, Elizabeth Salesky et al.*23 citations*
310. **[An Empirical Study on Leveraging Position Embeddings for Target-oriented Opinion Words Extraction ↗](https://aclanthology.org/2021.emnlp-main.722/)**Samuel Mensah, Kai Sun, Nikolaos Aletras*23 citations*
311. **[Asking It All: Generating Contextualized Questions for any Semantic Role ↗](https://aclanthology.org/2021.emnlp-main.108/)**Valentina Pyatkin, Paul Roit, Julian Michael et al.*23 citations*
312. **[Bridge to Target Domain by Prototypical Contrastive Learning and Label Confusion: Re-explore Zero-Shot Learning for Slot Filling ↗](https://aclanthology.org/2021.emnlp-main.746/)**Liwen Wang, Xuefeng Li, Jiachi Liu et al.*23 citations*
313. **[DIALKI: Knowledge Identification in Conversational Systems through Dialogue-Document Contextualization ↗](https://aclanthology.org/2021.emnlp-main.140/)**Zeqiu Wu, Bo-Ru Lu, Hannaneh Hajishirzi et al.*23 citations*
314. **[Does BERT Learn as Humans Perceive? Understanding Linguistic Styles through Lexica ↗](https://aclanthology.org/2021.emnlp-main.510/)**Shirley Anugrah Hayati, Dongyeop Kang, Lyle Ungar*23 citations*
315. **[Entity Relation Extraction as Dependency Parsing in Visually Rich Documents ↗](https://aclanthology.org/2021.emnlp-main.218/)**Yue Zhang, Zhang Bo, Rui Wang et al.*23 citations*
316. **[Expanding End-to-End Question Answering on Differentiable Knowledge Graphs with Intersection ↗](https://aclanthology.org/2021.emnlp-main.694/)**Priyanka Sen, Armin Oliya, Amir Saffari*23 citations*
317. **[Hierarchical Multi-label Text Classification with Horizontal and Vertical Category Correlations ↗](https://aclanthology.org/2021.emnlp-main.190/)**Linli Xu, Sijie Teng, Ruoyu Zhao et al.*23 citations*
318. **[Identifying Morality Frames in Political Tweets using Relational Learning ↗](https://aclanthology.org/2021.emnlp-main.783/)**Shamik Roy, Maria Leonor Pacheco, Dan Goldwasser*23 citations*
319. **[Jump-Starting Item Parameters for Adaptive Language Tests ↗](https://aclanthology.org/2021.emnlp-main.67/)**Arya D. McCarthy, Kevin P. Yancey, Geoffrey T. LaFlair et al.*23 citations*
320. **[Low-resource Taxonomy Enrichment with Pretrained Language Models ↗](https://aclanthology.org/2021.emnlp-main.217/)**Kunihiro Takeoka, Kosuke Akimoto, Masafumi Oyamada*23 citations*
321. **[Multilingual and Cross-Lingual Intent Detection from Spoken Data ↗](https://aclanthology.org/2021.emnlp-main.591/)**Daniela Gerz, Pei-Hao Su, Razvan Kusztos et al.*23 citations*
322. **[R\textasciicircum3Net:Relation-embedded Representation Reconstruction Network for Change Captioning ↗](https://aclanthology.org/2021.emnlp-main.735/)**Yunbin Tu, Liang Li, Chenggang Yan et al.*23 citations*
323. **[A Thorough Evaluation of Task-Specific Pretraining for Summarization ↗](https://aclanthology.org/2021.emnlp-main.12/)**Sascha Rothe, Joshua Maynez, Shashi Narayan*22 citations*
324. **[APIRecX: Cross-Library API Recommendation via Pre-Trained Language Model ↗](https://aclanthology.org/2021.emnlp-main.275/)**Yuning Kang, Zan Wang, Hongyu Zhang et al.*22 citations*
325. **[AVocaDo: Strategy for Adapting Vocabulary to Downstream Domain ↗](https://aclanthology.org/2021.emnlp-main.385/)**Jimin Hong, TaeHee Kim, Hyesu Lim et al.*22 citations*
326. **[Adaptive Information Seeking for Open-Domain Question Answering ↗](https://aclanthology.org/2021.emnlp-main.293/)**Yunchang Zhu, Liang Pang, Yanyan Lan et al.*22 citations*
327. **[Considering Nested Tree Structure in Sentence Extractive Summarization with Pre-trained Transformer ↗](https://aclanthology.org/2021.emnlp-main.330/)**Jingun Kwon, Naoki Kobayashi, Hidetaka Kamigaito et al.*22 citations*
328. **[Diagnosing the First-Order Logical Reasoning Ability Through LogicNLI](https://md.research.elamur.ai/free/en/papers/tian-2021-diagnosing-first-order-logical-reasoning/)**Jidong Tian, Yitian Li, Wenqing Chen et al.*22 citations · our summary*
329. **[Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information Extraction ↗](https://aclanthology.org/2021.emnlp-main.149/)**Mahsa Yarmohammadi, Shijie Wu, Marc Marone et al.*22 citations*
330. **[How Does Counterfactually Augmented Data Impact Models for Social Computing Constructs? ↗](https://aclanthology.org/2021.emnlp-main.28/)**Indira Sen, Mattia Samory, Fabian Flöck et al.*22 citations*
331. **[How to leverage the multimodal EHR data for better medical prediction? ↗](https://aclanthology.org/2021.emnlp-main.329/)**Bo Yang, Lijun Wu*22 citations*
332. **[PDALN: Progressive Domain Adaptation over a Pre-trained Model for Low-Resource Cross-Domain Named Entity Recognition ↗](https://aclanthology.org/2021.emnlp-main.442/)**Tao Zhang, Congying Xia, Philip S. Yu et al.*22 citations*
333. **[Sorting through the noise: Testing robustness of information processing in pre-trained language models ↗](https://aclanthology.org/2021.emnlp-main.119/)**Lalchand Pandia, Allyson Ettinger*22 citations*
334. **[Vision Matters When It Should: Sanity Checking Multimodal Machine Translation Models ↗](https://aclanthology.org/2021.emnlp-main.673/)**Jiaoda Li, Duygu Ataman, Rico Sennrich*22 citations*
335. **[Causal Direction of Data Collection Matters: Implications of Causal and Anticausal Learning for NLP ↗](https://aclanthology.org/2021.emnlp-main.748/)**Zhijing Jin, Julius von Kügelgen, Jingwei Ni et al.*21 citations*
336. **[End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs ↗](https://aclanthology.org/2021.emnlp-main.345/)**Amir Saffari, Armin Oliya, Priyanka Sen et al.*21 citations*
337. **[Extracting Event Temporal Relations via Hyperbolic Geometry ↗](https://aclanthology.org/2021.emnlp-main.636/)**Xingwei Tan, Gabriele Pergola, Yulan He*21 citations*
338. **[HETFORMER: Heterogeneous Transformer with Sparse Attention for Long-Text Extractive Summarization ↗](https://aclanthology.org/2021.emnlp-main.13/)**Ye Liu, Jianguo Zhang, Yao Wan et al.*21 citations*
339. **[Honey or Poison? Solving the Trigger Curse in Few-shot Event Detection via Causal Intervention ↗](https://aclanthology.org/2021.emnlp-main.637/)**Jiawei Chen, Hongyu Lin, Xianpei Han et al.*21 citations*
340. **[Knowing False Negatives: An Adversarial Training Method for Distantly Supervised Relation Extraction ↗](https://aclanthology.org/2021.emnlp-main.761/)**Kailong Hao, Botao Yu, Wei Hu*21 citations*
341. **[Learning Prototype Representations Across Few-Shot Tasks for Event Detection ↗](https://aclanthology.org/2021.emnlp-main.427/)**Viet Lai, Franck Dernoncourt, Thien Huu Nguyen*21 citations*
342. **[Learning with Different Amounts of Annotation: From Zero to Many Labels ↗](https://aclanthology.org/2021.emnlp-main.601/)**Shujian Zhang, Chengyue Gong, Eunsol Choi*21 citations*
343. **[Measuring Sentence-Level and Aspect-Level (Un)certainty in Science Communications ↗](https://aclanthology.org/2021.emnlp-main.784/)**Jiaxin Pei, David Jurgens*21 citations*
344. **[Mixture-of-Partitions: Infusing Large Biomedical Knowledge Graphs into BERT ↗](https://aclanthology.org/2021.emnlp-main.383/)**Zaiqiao Meng, Fangyu Liu, Thomas Clark et al.*21 citations*
345. **[Rethinking Data Augmentation for Low-Resource Neural Machine Translation: A Multi-Task Learning Approach ↗](https://aclanthology.org/2021.emnlp-main.669/)**Víctor M. Sánchez-Cartagena, Miquel Esplà-Gomis, Juan Antonio Pérez-Ortiz et al.*21 citations*
346. **[Seeking Common but Distinguishing Difference, A Joint Aspect-based Sentiment Analysis Model ↗](https://aclanthology.org/2021.emnlp-main.318/)**Hongjiang Jing, Zuchao Li, Hai Zhao et al.*21 citations*
347. **[SeqAttack: On Adversarial Attacks for Named Entity Recognition ↗](https://aclanthology.org/2021.emnlp-demo.35/)**Walter Simoncini, Gerasimos Spanakis · System Demonstrations*21 citations*
348. **[SgSum:Transforming Multi-document Summarization into Sub-graph Selection ↗](https://aclanthology.org/2021.emnlp-main.333/)**Moye Chen, Wei Li, Jiachen Liu et al.*21 citations*
349. **[A Large-Scale Study of Machine Translation in Turkic Languages ↗](https://aclanthology.org/2021.emnlp-main.475/)**Jamshidbek Mirzakhalov, Anoop Babu, Duygu Ataman et al.*20 citations*
350. **[Avoiding Inference Heuristics in Few-shot Prompt-based Finetuning ↗](https://aclanthology.org/2021.emnlp-main.713/)**Prasetya Utama, Nafise Sadat Moosavi, Victor Sanh et al.*20 citations*
351. **[Beta Distribution Guided Aspect-aware Graph for Aspect Category Sentiment Analysis with Affective Knowledge ↗](https://aclanthology.org/2021.emnlp-main.19/)**Bin Liang, Hang Su, Rongdi Yin et al.*20 citations*
352. **[Caption Enriched Samples for Improving Hateful Memes Detection ↗](https://aclanthology.org/2021.emnlp-main.738/)**Efrat Blaier, Itzik Malkiel, Lior Wolf*20 citations*
353. **[Coarse2Fine: Fine-grained Text Classification on Coarsely-grained Annotated Data ↗](https://aclanthology.org/2021.emnlp-main.46/)**Dheeraj Mekala, Varun Gangal, Jingbo Shang*20 citations*
354. **[Cost-effective End-to-end Information Extraction for Semi-structured Document Images ↗](https://aclanthology.org/2021.emnlp-main.271/)**Wonseok Hwang, Hyunji Lee, Jinyeong Yim et al.*20 citations*
355. **[Discovering the Unknown Knowns: Turning Implicit Knowledge in the Dataset into Explicit Training Examples for Visual Question Answering ↗](https://aclanthology.org/2021.emnlp-main.512/)**Jihyung Kil, Cheng Zhang, Dong Xuan et al.*20 citations*
356. **[Flexible Generation of Natural Language Deductions ↗](https://aclanthology.org/2021.emnlp-main.506/)**Kaj Bostrom, Xinyu Zhao, Swarat Chaudhuri et al.*20 citations*
357. **[Multi-stage Training with Improved Negative Contrast for Neural Passage Retrieval ↗](https://aclanthology.org/2021.emnlp-main.492/)**Jing Lu, Gustavo Hernandez Abrego, Ji Ma et al.*20 citations*
358. **[Natural Language Processing Meets Quantum Physics: A Survey and Categorization ↗](https://aclanthology.org/2021.emnlp-main.254/)**Sixuan Wu, Jian Li, Peng Zhang et al.*20 citations*
359. **[On the Transferability of Adversarial Attacks against Neural Text Classifier ↗](https://aclanthology.org/2021.emnlp-main.121/)**Liping Yuan, Xiaoqing Zheng, Yi Zhou et al.*20 citations*
360. **[Open Knowledge Graphs Canonicalization using Variational Autoencoders ↗](https://aclanthology.org/2021.emnlp-main.811/)**Sarthak Dash, Gaetano Rossiello, Nandana Mihindukulasooriya et al.*20 citations*
361. **[Robust Retrieval Augmented Generation for Zero-shot Slot Filling ↗](https://aclanthology.org/2021.emnlp-main.148/)**Michael Glass, Gaetano Rossiello, Md Faisal Mahbub Chowdhury et al.*20 citations*
362. **[Structured Context and High-Coverage Grammar for Conversational Question Answering over Knowledge Graphs ↗](https://aclanthology.org/2021.emnlp-main.695/)**Pierre Marion, Pawel Nowak, Francesco Piccinno*20 citations*
363. **[Unsupervised Conversation Disentanglement through Co-Training ↗](https://aclanthology.org/2021.emnlp-main.181/)**Hui Liu, Zhan Shi, Xiaodan Zhu*20 citations*
364. **[Achieving Model Robustness through Discrete Adversarial Training ↗](https://aclanthology.org/2021.emnlp-main.115/)**Maor Ivgi, Jonathan Berant*19 citations*
365. **[Adversarial Attacks on Knowledge Graph Embeddings via Instance Attribution Methods ↗](https://aclanthology.org/2021.emnlp-main.648/)**Peru Bhardwaj, John Kelleher, Luca Costabello et al.*19 citations*
366. **[ConRPG: Paraphrase Generation using Contexts as Regularizer ↗](https://aclanthology.org/2021.emnlp-main.199/)**Yuxian Meng, Xiang Ao, Qing He et al.*19 citations*
367. **[Document Graph for Neural Machine Translation ↗](https://aclanthology.org/2021.emnlp-main.663/)**Mingzhou Xu, Liangyou Li, Derek F. Wong et al.*19 citations*
368. **[Frustratingly Simple Pretraining Alternatives to Masked Language Modeling ↗](https://aclanthology.org/2021.emnlp-main.249/)**Atsuki Yamaguchi, George Chrysostomou, Katerina Margatina et al.*19 citations*
369. **[Improving Federated Learning for Aspect-based Sentiment Analysis via Topic Memories ↗](https://aclanthology.org/2021.emnlp-main.321/)**Han Qin, Guimin Chen, Yuanhe Tian et al.*19 citations*
370. **[Joint Passage Ranking for Diverse Multi-Answer Retrieval ↗](https://aclanthology.org/2021.emnlp-main.560/)**Sewon Min, Kenton Lee, Ming-Wei Chang et al.*19 citations*
371. **[Knowledge Enhanced Fine-Tuning for Better Handling Unseen Entities in Dialogue Generation ↗](https://aclanthology.org/2021.emnlp-main.179/)**Leyang Cui, Yu Wu, Shujie Liu et al.*19 citations*
372. **[Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining ↗](https://aclanthology.org/2021.emnlp-main.7/)**Yicheng Zou, Bolin Zhu, Xingwu Hu et al.*19 citations*
373. **[Reinforced Counterfactual Data Augmentation for Dual Sentiment Classification ↗](https://aclanthology.org/2021.emnlp-main.24/)**Hao Chen, Rui Xia, Jianfei Yu*19 citations*
374. **[Role of Language Relatedness in Multilingual Fine-tuning of Language Models: A Case Study in Indo-Aryan Languages ↗](https://aclanthology.org/2021.emnlp-main.675/)**Tejas Dhamecha, Rudra Murthy, Samarth Bharadwaj et al.*19 citations*
375. **[Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems ↗](https://aclanthology.org/2021.emnlp-main.142/)**Fei Mi, Wanhao Zhou, Lingjing Kong et al.*19 citations*
376. **[T3-Vis: visual analytic for Training and fine-Tuning Transformers in NLP ↗](https://aclanthology.org/2021.emnlp-demo.26/)**Raymond Li, Wen Xiao, Lanjun Wang et al. · System Demonstrations*19 citations*
377. **[The World of an Octopus: How Reporting Bias Influences a Language Model's Perception of Color ↗](https://aclanthology.org/2021.emnlp-main.63/)**Cory Paik, Stéphane Aroca-Ouellette, Alessandro Roncone et al.*19 citations*
378. **[Time-dependent Entity Embedding is not All You Need: A Re-evaluation of Temporal Knowledge Graph Completion Models under a Unified Framework ↗](https://aclanthology.org/2021.emnlp-main.639/)**Zhen Han, Gengyuan Zhang, Yunpu Ma et al.*19 citations*
379. **[Transductive Learning for Unsupervised Text Style Transfer ↗](https://aclanthology.org/2021.emnlp-main.195/)**Fei Xiao, Liang Pang, Yanyan Lan et al.*19 citations*
380. **[Unsupervised Paraphrasing with Pretrained Language Models ↗](https://aclanthology.org/2021.emnlp-main.417/)**Tong Niu, Semih Yavuz, Yingbo Zhou et al.*19 citations*
381. **[ValNorm Quantifies Semantics to Reveal Consistent Valence Biases Across Languages and Over Centuries ↗](https://aclanthology.org/2021.emnlp-main.574/)**Autumn Toney, Aylin Caliskan*19 citations*
382. **[Visual Goal-Step Inference using wikiHow ↗](https://aclanthology.org/2021.emnlp-main.165/)**Yue Yang, Artemis Panagopoulou, Qing Lyu et al.*19 citations*
383. **[A Scalable Framework for Learning From Implicit User Feedback to Improve Natural Language Understanding in Large-Scale Conversational AI Systems ↗](https://aclanthology.org/2021.emnlp-main.489/)**Sunghyun Park, Han Li, Ameen Patel et al.*18 citations*
384. **[CTAL: Pre-training Cross-modal Transformer for Audio-and-Language Representations ↗](https://aclanthology.org/2021.emnlp-main.323/)**Hang Li, Wenbiao Ding, Yu Kang et al.*18 citations*
385. **[CodRED: A Cross-Document Relation Extraction Dataset for Acquiring Knowledge in the Wild ↗](https://aclanthology.org/2021.emnlp-main.366/)**Yuan Yao, Jiaju Du, Yankai Lin et al.*18 citations*
386. **[Comparative Opinion Quintuple Extraction from Product Reviews ↗](https://aclanthology.org/2021.emnlp-main.322/)**Ziheng Liu, Rui Xia, Jianfei Yu*18 citations*
387. **[CrossVQA: Scalably Generating Benchmarks for Systematically Testing VQA Generalization ↗](https://aclanthology.org/2021.emnlp-main.164/)**Arjun Akula, Soravit Changpinyo, Boqing Gong et al.*18 citations*
388. **[Encouraging Lexical Translation Consistency for Document-Level Neural Machine Translation ↗](https://aclanthology.org/2021.emnlp-main.262/)**Xinglin Lyu, Junhui Li, Zhengxian Gong et al.*18 citations*
389. **[GOLD: Improving Out-of-Scope Detection in Dialogues using Data Augmentation ↗](https://aclanthology.org/2021.emnlp-main.35/)**Derek Chen, Zhou Yu*18 citations*
390. **[Importance Estimation from Multiple Perspectives for Keyphrase Extraction ↗](https://aclanthology.org/2021.emnlp-main.215/)**Mingyang Song, Liping Jing, Lin Xiao*18 citations*
391. **[Is Everything in Order? A Simple Way to Order Sentences ↗](https://aclanthology.org/2021.emnlp-main.841/)**Somnath Basu Roy Chowdhury, Faeze Brahman, Snigdha Chaturvedi*18 citations*
392. **[Language-agnostic Representation from Multilingual Sentence Encoders for Cross-lingual Similarity Estimation ↗](https://aclanthology.org/2021.emnlp-main.612/)**Nattapong Tiyajamorn, Tomoyuki Kajiwara, Yuki Arase et al.*18 citations*
393. **[Learning Kernel-Smoothed Machine Translation with Retrieved Examples ↗](https://aclanthology.org/2021.emnlp-main.579/)**Qingnan Jiang, Mingxuan Wang, Jun Cao et al.*18 citations*
394. **[Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification ↗](https://aclanthology.org/2021.emnlp-main.16/)**Qi Shi, Yu Zhang, Qingyu Yin et al.*18 citations*
395. **[ReGen: Reinforcement Learning for Text and Knowledge Base Generation using Pretrained Language Models ↗](https://aclanthology.org/2021.emnlp-main.83/)**Pierre Dognin, Inkit Padhi, Igor Melnyk et al.*18 citations*
396. **[Single-dataset Experts for Multi-dataset Question Answering ↗](https://aclanthology.org/2021.emnlp-main.495/)**Dan Friedman, Ben Dodge, Danqi Chen*18 citations*
397. **[StreamHover: Livestream Transcript Summarization and Annotation ↗](https://aclanthology.org/2021.emnlp-main.520/)**Sangwoo Cho, Franck Dernoncourt, Tim Ganter et al.*18 citations*
398. **[Universal Simultaneous Machine Translation with Mixture-of-Experts Wait-k Policy ↗](https://aclanthology.org/2021.emnlp-main.581/)**Shaolei Zhang, Yang Feng*18 citations*
399. **[Universal-KD: Attention-based Output-Grounded Intermediate Layer Knowledge Distillation ↗](https://aclanthology.org/2021.emnlp-main.603/)**Yimeng Wu, Mehdi Rezagholizadeh, Abbas Ghaddar et al.*18 citations*
400. **[Unsupervised Data Augmentation with Naive Augmentation and without Unlabeled Data ↗](https://aclanthology.org/2021.emnlp-main.408/)**David Lowell, Brian Howard, Zachary C. Lipton et al.*18 citations*

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