---
title: "NAACL 2021 — all accepted papers, page 2 — Elamur Research"
description: "All 560 papers of NAACL 2021 · page 2 of 6, the most cited first; those with our summary link to it."
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# NAACL 2021: all accepted papers

560 papers · page 2 of 6 · the most cited first · [← NAACL 2021](https://md.research.elamur.ai/free/en/venues/naacl/2021/)

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101. **[SPLAT: Speech-Language Joint Pre-Training for Spoken Language Understanding ↗](https://aclanthology.org/2021.naacl-main.152/)**Yu-An Chung, Chenguang Zhu, Michael Zeng*53 citations*
102. **[ShadowGNN: Graph Projection Neural Network for Text-to-SQL Parser ↗](https://aclanthology.org/2021.naacl-main.441/)**Zhi Chen, Lu Chen, Yanbin Zhao et al.*52 citations*
103. **[Clustering-based Inference for Biomedical Entity Linking ↗](https://aclanthology.org/2021.naacl-main.205/)**Rico Angell, Nicholas Monath, Sunil Mohan et al.*51 citations*
104. **[Graph Ensemble Learning over Multiple Dependency Trees for Aspect-level Sentiment Classification ↗](https://aclanthology.org/2021.naacl-main.229/)**Xiaochen Hou, Peng Qi, Guangtao Wang et al.*51 citations*
105. **[Noisy-Labeled NER with Confidence Estimation ↗](https://aclanthology.org/2021.naacl-main.269/)**Kun Liu, Yao Fu, Chuanqi Tan et al.*51 citations*
106. **[SPARTA: Efficient Open-Domain Question Answering via Sparse Transformer Matching Retrieval ↗](https://aclanthology.org/2021.naacl-main.47/)**Tiancheng Zhao, Xiaopeng Lu, Kyusong Lee*51 citations*
107. **[FUDGE: Controlled Text Generation With Future Discriminators](https://md.research.elamur.ai/free/en/papers/yang-2021-fudge-controlled-text-generation-future/)**Kevin Yang, Dan Klein*50 citations · our summary*
108. **[Few-shot Intent Classification and Slot Filling with Retrieved Examples ↗](https://aclanthology.org/2021.naacl-main.59/)**Dian Yu, Luheng He, Yuan Zhang et al.*50 citations*
109. **[Scalable and Interpretable Semantic Change Detection ↗](https://aclanthology.org/2021.naacl-main.369/)**Syrielle Montariol, Matej Martinc, Lidia Pivovarova*50 citations*
110. **[Fine-grained Post-training for Improving Retrieval-based Dialogue Systems ↗](https://aclanthology.org/2021.naacl-main.122/)**Janghoon Han, Taesuk Hong, Byoungjae Kim et al.*49 citations*
111. **[How (Non-)Optimal is the Lexicon? ↗](https://aclanthology.org/2021.naacl-main.350/)**Tiago Pimentel, Irene Nikkarinen, Kyle Mahowald et al.*49 citations*
112. **[Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks ↗](https://aclanthology.org/2021.naacl-main.378/)**Zixuan Ke, Hu Xu, Bing Liu*48 citations*
113. **[Aspect-Controlled Neural Argument Generation](https://md.research.elamur.ai/free/en/papers/schiller-2021-aspect-controlled-neural-argument-generation/)**Benjamin Schiller, Johannes Daxenberger, Iryna Gurevych*48 citations · our summary*
114. **[Temporal Reasoning on Implicit Events from Distant Supervision ↗](https://aclanthology.org/2021.naacl-main.107/)**Ben Zhou, Kyle Richardson, Qiang Ning et al.*48 citations*
115. **[Text Modular Networks: Learning to Decompose Tasks in the Language of Existing Models](https://md.research.elamur.ai/free/en/papers/khot-2021-text-modular-networks-learning-decompose/)**Tushar Khot, Daniel Khashabi, Kyle Richardson et al.*48 citations · our summary*
116. **[When Being Unseen from mBERT is just the Beginning: Handling New Languages With Multilingual Language Models](https://md.research.elamur.ai/free/en/papers/muller-2021-when-being-unseen-mbert-is/)**Benjamin Muller, Antonios Anastasopoulos, Benoît Sagot et al.*48 citations · our summary*
117. **[DAGN: Discourse-Aware Graph Network for Logical Reasoning ↗](https://aclanthology.org/2021.naacl-main.467/)**Yinya Huang, Meng Fang, Yu Cao et al.*47 citations*
118. **[Suicide Ideation Detection via Social and Temporal User Representations using Hyperbolic Learning ↗](https://aclanthology.org/2021.naacl-main.176/)**Ramit Sawhney, Harshit Joshi, Rajiv Ratn Shah et al.*47 citations*
119. **[TR-BERT: Dynamic Token Reduction for Accelerating BERT Inference ↗](https://aclanthology.org/2021.naacl-main.463/)**Deming Ye, Yankai Lin, Yufei Huang et al.*47 citations*
120. **[Universal Adversarial Attacks with Natural Triggers for Text Classification ↗](https://aclanthology.org/2021.naacl-main.291/)**Liwei Song, Xinwei Yu, Hsuan-Tung Peng et al.*47 citations*
121. **[RESIN: A Dockerized Schema-Guided Cross-document Cross-lingual Cross-media Information Extraction and Event Tracking System ↗](https://aclanthology.org/2021.naacl-demos.16/)**Haoyang Wen, Ying Lin, Tuan Lai et al. · Demonstrations*45 citations*
122. **[DeCEMBERT: Learning from Noisy Instructional Videos via Dense Captions and Entropy Minimization ↗](https://aclanthology.org/2021.naacl-main.193/)**Zineng Tang, Jie Lei, Mohit Bansal*44 citations*
123. **[Multilingual Language Models Predict Human Reading Behavior ↗](https://aclanthology.org/2021.naacl-main.10/)**Nora Hollenstein, Federico Pirovano, Ce Zhang et al.*44 citations*
124. **[Understanding by Understanding Not: Modeling Negation in Language Models](https://md.research.elamur.ai/free/en/papers/hosseini-2021-understanding-understanding-not-modeling-negation/)**Arian Hosseini, Siva Reddy, Dzmitry Bahdanau et al.*44 citations · our summary*
125. **[What's in a Summary? Laying the Groundwork for Advances in Hospital-Course Summarization ↗](https://aclanthology.org/2021.naacl-main.382/)**Griffin Adams, Emily Alsentzer, Mert Ketenci et al.*44 citations*
126. **[Capturing Row and Column Semantics in Transformer Based Question Answering over Tables ↗](https://aclanthology.org/2021.naacl-main.96/)**Michael Glass, Mustafa Canim, Alfio Gliozzo et al.*43 citations*
127. **[MERMAID: Metaphor Generation with Symbolism and Discriminative Decoding ↗](https://aclanthology.org/2021.naacl-main.336/)**Tuhin Chakrabarty, Xurui Zhang, Smaranda Muresan et al.*43 citations*
128. **[Probabilistic Box Embeddings for Uncertain Knowledge Graph Reasoning ↗](https://aclanthology.org/2021.naacl-main.68/)**Xuelu Chen, Michael Boratko, Muhao Chen et al.*43 citations*
129. **[Empirical Evaluation of Pre-trained Transformers for Human-Level NLP: The Role of Sample Size and Dimensionality ↗](https://aclanthology.org/2021.naacl-main.357/)**Adithya V Ganesan, Matthew Matero, Aravind Reddy Ravula et al.*42 citations*
130. **[Modeling Framing in Immigration Discourse on Social Media](https://md.research.elamur.ai/free/en/papers/mendelsohn-2021-modeling-framing-immigration-discourse-social/)**Julia Mendelsohn, Ceren Budak, David Jurgens*42 citations · our summary*
131. **[Towards a Comprehensive Understanding and Accurate Evaluation of Societal Biases in Pre-Trained Transformers ↗](https://aclanthology.org/2021.naacl-main.189/)**Andrew Silva, Pradyumna Tambwekar, Matthew Gombolay*42 citations*
132. **[Adaptable and Interpretable Neural MemoryOver Symbolic Knowledge ↗](https://aclanthology.org/2021.naacl-main.288/)**Pat Verga, Haitian Sun, Livio Baldini Soares et al.*41 citations*
133. **[Explicit Alignment Objectives for Multilingual Bidirectional Encoders ↗](https://aclanthology.org/2021.naacl-main.284/)**Junjie Hu, Melvin Johnson, Orhan Firat et al.*41 citations*
134. **[Generative Imagination Elevates Machine Translation ↗](https://aclanthology.org/2021.naacl-main.457/)**Quanyu Long, Mingxuan Wang, Lei Li*41 citations*
135. **[Implicitly Abusive Language – What does it actually look like and why are we not getting there? ↗](https://aclanthology.org/2021.naacl-main.48/)**Michael Wiegand, Josef Ruppenhofer, Elisabeth Eder*41 citations*
136. **[Emotion-Infused Models for Explainable Psychological Stress Detection ↗](https://aclanthology.org/2021.naacl-main.230/)**Elsbeth Turcan, Smaranda Muresan, Kathleen McKeown*40 citations*
137. **[Improving Zero-Shot Cross-lingual Transfer for Multilingual Question Answering over Knowledge Graph ↗](https://aclanthology.org/2021.naacl-main.465/)**Yucheng Zhou, Xiubo Geng, Tao Shen et al.*40 citations*
138. **[Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System ↗](https://aclanthology.org/2021.naacl-main.106/)**Congying Xia, Wenpeng Yin, Yihao Feng et al.*40 citations*
139. **[MUDES: Multilingual Detection of Offensive Spans ↗](https://aclanthology.org/2021.naacl-demos.17/)**Tharindu Ranasinghe, Marcos Zampieri · Demonstrations*40 citations*
140. **[Measuring Social Biases in Grounded Vision and Language Embeddings ↗](https://aclanthology.org/2021.naacl-main.78/)**Candace Ross, Boris Katz, Andrei Barbu*40 citations*
141. **[On Transferability of Bias Mitigation Effects in Language Model Fine-Tuning ↗](https://aclanthology.org/2021.naacl-main.296/)**Xisen Jin, Francesco Barbieri, Brendan Kennedy et al.*40 citations*
142. **[SPARTQA: A Textual Question Answering Benchmark for Spatial Reasoning](https://md.research.elamur.ai/free/en/papers/mirzaee-2021-spartqa-textual-question-answering-benchmark/)**Roshanak Mirzaee, Hossein Rajaby Faghihi, Qiang Ning et al.*40 citations · our summary*
143. **[UDALM: Unsupervised Domain Adaptation through Language Modeling ↗](https://aclanthology.org/2021.naacl-main.203/)**Constantinos Karouzos, Georgios Paraskevopoulos, Alexandros Potamianos*40 citations*
144. **[Understanding Hard Negatives in Noise Contrastive Estimation ↗](https://aclanthology.org/2021.naacl-main.86/)**Wenzheng Zhang, Karl Stratos*40 citations*
145. **[Better Feature Integration for Named Entity Recognition ↗](https://aclanthology.org/2021.naacl-main.271/)**Lu Xu, Zhanming Jie, Wei Lu et al.*39 citations*
146. **[Finding Concept-specific Biases in Form–Meaning Associations ↗](https://aclanthology.org/2021.naacl-main.349/)**Tiago Pimentel, Brian Roark, Søren Wichmann et al.*39 citations*
147. **[Lattice-BERT: Leveraging Multi-Granularity Representations in Chinese Pre-trained Language Models ↗](https://aclanthology.org/2021.naacl-main.137/)**Yuxuan Lai, Yijia Liu, Yansong Feng et al.*39 citations*
148. **[Unsupervised Multi-hop Question Answering by Question Generation ↗](https://aclanthology.org/2021.naacl-main.469/)**Liangming Pan, Wenhu Chen, Wenhan Xiong et al.*39 citations*
149. **[Action-Based Conversations Dataset: A Corpus for Building More In-Depth Task-Oriented Dialogue Systems ↗](https://aclanthology.org/2021.naacl-main.239/)**Derek Chen, Howard Chen, Yi Yang et al.*38 citations*
150. **[Differentiable Open-Ended Commonsense Reasoning ↗](https://aclanthology.org/2021.naacl-main.366/)**Bill Yuchen Lin, Haitian Sun, Bhuwan Dhingra et al.*38 citations*
151. **[WRIME: A New Dataset for Emotional Intensity Estimation with Subjective and Objective Annotations ↗](https://aclanthology.org/2021.naacl-main.169/)**Tomoyuki Kajiwara, Chenhui Chu, Noriko Takemura et al.*38 citations*
152. **[“Nice Try, Kiddo”: Investigating Ad Hominems in Dialogue Responses ↗](https://aclanthology.org/2021.naacl-main.60/)**Emily Sheng, Kai-Wei Chang, Prem Natarajan et al.*38 citations*
153. **[Adding Chit-Chat to Enhance Task-Oriented Dialogues ↗](https://aclanthology.org/2021.naacl-main.124/)**Kai Sun, Seungwhan Moon, Paul Crook et al.*37 citations*
154. **[Align-Refine: Non-Autoregressive Speech Recognition via Iterative Realignment ↗](https://aclanthology.org/2021.naacl-main.154/)**Ethan A. Chi, Julian Salazar, Katrin Kirchhoff*37 citations*
155. **[Evaluating Saliency Methods for Neural Language Models ↗](https://aclanthology.org/2021.naacl-main.399/)**Shuoyang Ding, Philipp Koehn*37 citations*
156. **[Looking Beyond Sentence-Level Natural Language Inference for Question Answering and Text Summarization ↗](https://aclanthology.org/2021.naacl-main.104/)**Anshuman Mishra, Dhruvesh Patel, Aparna Vijayakumar et al.*37 citations*
157. **[AMR Parsing with Action-Pointer Transformer ↗](https://aclanthology.org/2021.naacl-main.443/)**Jiawei Zhou, Tahira Naseem, Ramón Fernandez Astudillo et al.*36 citations*
158. **[Multi-view Subword Regularization ↗](https://aclanthology.org/2021.naacl-main.40/)**Xinyi Wang, Sebastian Ruder, Graham Neubig*36 citations*
159. **[Source and Target Bidirectional Knowledge Distillation for End-to-end Speech Translation ↗](https://aclanthology.org/2021.naacl-main.150/)**Hirofumi Inaguma, Tatsuya Kawahara, Shinji Watanabe*36 citations*
160. **[DA-Transformer: Distance-aware Transformer ↗](https://aclanthology.org/2021.naacl-main.166/)**Chuhan Wu, Fangzhao Wu, Yongfeng Huang*35 citations*
161. **[Discourse Probing of Pretrained Language Models ↗](https://aclanthology.org/2021.naacl-main.301/)**Fajri Koto, Jey Han Lau, Timothy Baldwin*35 citations*
162. **[Focused Attention Improves Document-Grounded Generation ↗](https://aclanthology.org/2021.naacl-main.338/)**Shrimai Prabhumoye, Kazuma Hashimoto, Yingbo Zhou et al.*35 citations*
163. **[Improving Generation and Evaluation of Visual Stories via Semantic Consistency ↗](https://aclanthology.org/2021.naacl-main.194/)**Adyasha Maharana, Darryl Hannan, Mohit Bansal*35 citations*
164. **[Personalized Response Generation via Generative Split Memory Network ↗](https://aclanthology.org/2021.naacl-main.157/)**Yuwei Wu, Xuezhe Ma, Diyi Yang*35 citations*
165. **[RefSum: Refactoring Neural Summarization ↗](https://aclanthology.org/2021.naacl-main.113/)**Yixin Liu, Zi-Yi Dou, Pengfei Liu*35 citations*
166. **[Compositional Generalization for Neural Semantic Parsing via Span-level Supervised Attention ↗](https://aclanthology.org/2021.naacl-main.225/)**Pengcheng Yin, Hao Fang, Graham Neubig et al.*34 citations*
167. **[Extracting a Knowledge Base of Mechanisms from COVID-19 Papers ↗](https://aclanthology.org/2021.naacl-main.355/)**Tom Hope, Aida Amini, David Wadden et al.*34 citations*
168. **[From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding ↗](https://aclanthology.org/2021.naacl-main.197/)**Rob van der Goot, Ibrahim Sharaf, Aizhan Imankulova et al.*34 citations*
169. **[On Attention Redundancy: A Comprehensive Study ↗](https://aclanthology.org/2021.naacl-main.72/)**Yuchen Bian, Jiaji Huang, Xingyu Cai et al.*34 citations*
170. **[Rethinking Network Pruning – under the Pre-train and Fine-tune Paradigm ↗](https://aclanthology.org/2021.naacl-main.188/)**Dongkuan Xu, Ian En-Hsu Yen, Jinxi Zhao et al.*34 citations*
171. **[Rethinking Perturbations in Encoder-Decoders for Fast Training ↗](https://aclanthology.org/2021.naacl-main.460/)**Sho Takase, Shun Kiyono*34 citations*
172. **[Target-Aware Data Augmentation for Stance Detection](https://md.research.elamur.ai/free/en/papers/li-2021-target-aware-data-augmentation-stance/)**Yingjie Li, Cornelia Caragea*34 citations · our summary*
173. **[Unsupervised Vision-and-Language Pre-training Without Parallel Images and Captions ↗](https://aclanthology.org/2021.naacl-main.420/)**Liunian Harold Li, Haoxuan You, Zhecan Wang et al.*34 citations*
174. **[Counterfactual Data Augmentation for Neural Machine Translation ↗](https://aclanthology.org/2021.naacl-main.18/)**Qi Liu, Matt Kusner, Phil Blunsom*33 citations*
175. **[ERNIE-Gram: Pre-Training with Explicitly N-Gram Masked Language Modeling for Natural Language Understanding ↗](https://aclanthology.org/2021.naacl-main.136/)**Dongling Xiao, Yu-Kun Li, Han Zhang et al.*33 citations*
176. **[Frustratingly Easy Edit-based Linguistic Steganography with a Masked Language Model ↗](https://aclanthology.org/2021.naacl-main.433/)**Honai Ueoka, Yugo Murawaki, Sadao Kurohashi*33 citations*
177. **[LightSeq: A High Performance Inference Library for Transformers ↗](https://aclanthology.org/2021.naacl-industry.15/)**Xiaohui Wang, Ying Xiong, Yang Wei et al. · Industry Papers*33 citations*
178. **[Open Hierarchical Relation Extraction ↗](https://aclanthology.org/2021.naacl-main.452/)**Kai Zhang, Yuan Yao, Ruobing Xie et al.*33 citations*
179. **[Towards Continual Learning for Multilingual Machine Translation via Vocabulary Substitution ↗](https://aclanthology.org/2021.naacl-main.93/)**Xavier Garcia, Noah Constant, Ankur Parikh et al.*33 citations*
180. **[A Sliding-Window Approach to Automatic Creation of Meeting Minutes ↗](https://aclanthology.org/2021.naacl-srw.10/)**Jia Jin Koay, Alexander Roustai, Xiaojin Dai et al. · Student Research Workshop*32 citations*
181. **[COVID-19 Named Entity Recognition for Vietnamese ↗](https://aclanthology.org/2021.naacl-main.173/)**Thinh Hung Truong, Mai Hoang Dao, Dat Quoc Nguyen*32 citations*
182. **[Controlling Dialogue Generation with Semantic Exemplars ↗](https://aclanthology.org/2021.naacl-main.240/)**Prakhar Gupta, Jeffrey Bigham, Yulia Tsvetkov et al.*32 citations*
183. **[NL-EDIT: Correcting Semantic Parse Errors through Natural Language Interaction ↗](https://aclanthology.org/2021.naacl-main.444/)**Ahmed Elgohary, Christopher Meek, Matthew Richardson et al.*32 citations*
184. **[Towards Sentiment and Emotion aided Multi-modal Speech Act Classification in Twitter](https://md.research.elamur.ai/free/en/papers/saha-2021-sentiment-emotion-aided-multi-modal/)**Tulika Saha, Apoorva Upadhyaya, Sriparna Saha et al.*32 citations · our summary*
185. **[Causal Effects of Linguistic Properties ↗](https://aclanthology.org/2021.naacl-main.323/)**Reid Pryzant, Dallas Card, Dan Jurafsky et al.*31 citations*
186. **[D2S: Document-to-Slide Generation Via Query-Based Text Summarization ↗](https://aclanthology.org/2021.naacl-main.111/)**Edward Sun, Yufang Hou, Dakuo Wang et al.*31 citations*
187. **[Domain Adaptation for Arabic Cross-Domain and Cross-Dialect Sentiment Analysis from Contextualized Word Embedding ↗](https://aclanthology.org/2021.naacl-main.226/)**Abdellah El Mekki, Abdelkader El Mahdaouy, Ismail Berrada et al.*31 citations*
188. **[Example-Driven Intent Prediction with Observers ↗](https://aclanthology.org/2021.naacl-main.237/)**Shikib Mehri, Mihail Eric*31 citations*
189. **[Macro-Average: Rare Types Are Important Too ↗](https://aclanthology.org/2021.naacl-main.90/)**Thamme Gowda, Weiqiu You, Constantine Lignos et al.*31 citations*
190. **[PhoNLP: A joint multi-task learning model for Vietnamese part-of-speech tagging, named entity recognition and dependency parsing ↗](https://aclanthology.org/2021.naacl-demos.1/)**Linh The Nguyen, Dat Quoc Nguyen · Demonstrations*31 citations*
191. **[Searchable Hidden Intermediates for End-to-End Models of Decomposable Sequence Tasks ↗](https://aclanthology.org/2021.naacl-main.151/)**Siddharth Dalmia, Brian Yan, Vikas Raunak et al.*31 citations*
192. **[ConVEx: Data-Efficient and Few-Shot Slot Labeling ↗](https://aclanthology.org/2021.naacl-main.264/)**Matthew Henderson, Ivan Vulić*30 citations*
193. **[Everything Has a Cause: Leveraging Causal Inference in Legal Text Analysis ↗](https://aclanthology.org/2021.naacl-main.155/)**Xiao Liu, Da Yin, Yansong Feng et al.*30 citations*
194. **[Incorporating External Knowledge to Enhance Tabular Reasoning ↗](https://aclanthology.org/2021.naacl-main.224/)**J. Neeraja, Vivek Gupta, Vivek Srikumar*30 citations*
195. **[Inductive Topic Variational Graph Auto-Encoder for Text Classification ↗](https://aclanthology.org/2021.naacl-main.333/)**Qianqian Xie, Jimin Huang, Pan Du et al.*30 citations*
196. **[Learning to Synthesize Data for Semantic Parsing ↗](https://aclanthology.org/2021.naacl-main.220/)**Bailin Wang, Wenpeng Yin, Xi Victoria Lin et al.*30 citations*
197. **[Noise Stability Regularization for Improving BERT Fine-tuning ↗](https://aclanthology.org/2021.naacl-main.258/)**Hang Hua, Xingjian Li, Dejing Dou et al.*30 citations*
198. **[Seq2Emo: A Sequence to Multi-Label Emotion Classification Model ↗](https://aclanthology.org/2021.naacl-main.375/)**Chenyang Huang, Amine Trabelsi, Xuebin Qin et al.*30 citations*
199. **[A Global Past-Future Early Exit Method for Accelerating Inference of Pre-trained Language Models ↗](https://aclanthology.org/2021.naacl-main.162/)**Kaiyuan Liao, Yi Zhang, Xuancheng Ren et al.*29 citations*
200. **[An Empirical Study on Neural Keyphrase Generation ↗](https://aclanthology.org/2021.naacl-main.396/)**Rui Meng, Xingdi Yuan, Tong Wang et al.*29 citations*

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