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# Findings of the Association for Computational Linguistics 2021: all accepted papers

881 papers · page 3 of 9 · the most cited first · [← Findings of the Association for Computational Linguistics 2021](https://md.research.elamur.ai/free/en/venues/findings/2021/)

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201. **[Neural News Recommendation with Collaborative News Encoding and Structural User Encoding ↗](https://aclanthology.org/2021.findings-emnlp.5/)**Zhiming Mao, Xingshan Zeng, Kam-Fai Wong*27 citations*
202. **[P-INT: A Path-based Interaction Model for Few-shot Knowledge Graph Completion ↗](https://aclanthology.org/2021.findings-emnlp.35/)**Jingwen Xu, Jing Zhang, Xirui Ke et al.*27 citations*
203. **[Relation Extraction with Type-aware Map Memories of Word Dependencies ↗](https://aclanthology.org/2021.findings-acl.221/)**Guimin Chen, Yuanhe Tian, Yan Song et al.*27 citations*
204. **[Subformer: Exploring Weight Sharing for Parameter Efficiency in Generative Transformers ↗](https://aclanthology.org/2021.findings-emnlp.344/)**Machel Reid, Edison Marrese-Taylor, Yutaka Matsuo*27 citations*
205. **[Unsupervised Energy-based Adversarial Domain Adaptation for Cross-domain Text Classification ↗](https://aclanthology.org/2021.findings-acl.103/)**Han Zou, Jianfei Yang, Xiaojian Wu*27 citations*
206. **[A Multi-Task Approach for Improving Biomedical Named Entity Recognition by Incorporating Multi-Granularity information ↗](https://aclanthology.org/2021.findings-acl.424/)**Yiqi Tong, Yidong Chen, Xiaodong Shi*26 citations*
207. **[An Iterative Multi-Knowledge Transfer Network for Aspect-Based Sentiment Analysis ↗](https://aclanthology.org/2021.findings-emnlp.152/)**Yunlong Liang, Fandong Meng, Jinchao Zhang et al.*26 citations*
208. **[Attribute Alignment: Controlling Text Generation from Pre-trained Language Models ↗](https://aclanthology.org/2021.findings-emnlp.194/)**Dian Yu, Zhou Yu, Kenji Sagae*26 citations*
209. **[Benchmarking Neural Topic Models: An Empirical Study ↗](https://aclanthology.org/2021.findings-acl.382/)**Thanh-Nam Doan, Tuan-Anh Hoang*26 citations*
210. **[Convex Aggregation for Opinion Summarization ↗](https://aclanthology.org/2021.findings-emnlp.328/)**Hayate Iso, Xiaolan Wang, Yoshihiko Suhara et al.*26 citations*
211. **[End-to-End Self-Debiasing Framework for Robust NLU Training ↗](https://aclanthology.org/2021.findings-acl.168/)**Abbas Ghaddar, Phillippe Langlais, Mehdi Rezagholizadeh et al.*26 citations*
212. **[Joint Multimedia Event Extraction from Video and Article ↗](https://aclanthology.org/2021.findings-emnlp.8/)**Brian Chen, Xudong Lin, Christopher Thomas et al.*26 citations*
213. **[KERS: A Knowledge-Enhanced Framework for Recommendation Dialog Systems with Multiple Subgoals ↗](https://aclanthology.org/2021.findings-emnlp.94/)**Jun Zhang, Yan Yang, Chencai Chen et al.*26 citations*
214. **[Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning ↗](https://aclanthology.org/2021.findings-emnlp.62/)**Xisen Jin, Bill Yuchen Lin, Mohammad Rostami et al.*26 citations*
215. **[Learning Sequential and Structural Information for Source Code Summarization ↗](https://aclanthology.org/2021.findings-acl.251/)**YunSeok Choi, JinYeong Bak, CheolWon Na et al.*26 citations*
216. **[Monolingual and Cross-Lingual Acceptability Judgments with the Italian CoLA corpus ↗](https://aclanthology.org/2021.findings-emnlp.250/)**Daniela Trotta, Raffaele Guarasci, Elisa Leonardelli et al.*26 citations*
217. **[O2NA: An Object-Oriented Non-Autoregressive Approach for Controllable Video Captioning ↗](https://aclanthology.org/2021.findings-acl.24/)**Fenglin Liu, Xuancheng Ren, Xian Wu et al.*26 citations*
218. **[Which is Making the Contribution: Modulating Unimodal and Cross-modal Dynamics for Multimodal Sentiment Analysis ↗](https://aclanthology.org/2021.findings-emnlp.109/)**Ying Zeng, Sijie Mai, Haifeng Hu*26 citations*
219. **[Adapt-and-Distill: Developing Small, Fast and Effective Pretrained Language Models for Domains ↗](https://aclanthology.org/2021.findings-acl.40/)**Yunzhi Yao, Shaohan Huang, Wenhui Wang et al.*25 citations*
220. **[Boundary Detection with BERT for Span-level Emotion Cause Analysis ↗](https://aclanthology.org/2021.findings-acl.60/)**Xiangju Li, Wei Gao, Shi Feng et al.*25 citations*
221. **[Defending Pre-trained Language Models from Adversarial Word Substitution Without Performance Sacrifice ↗](https://aclanthology.org/2021.findings-acl.287/)**Rongzhou Bao, Jiayi Wang, Hai Zhao*25 citations*
222. **[Elaborative Simplification: Content Addition and Explanation Generation in Text Simplification ↗](https://aclanthology.org/2021.findings-acl.455/)**Neha Srikanth, Junyi Jessy Li*25 citations*
223. **[Exploring Self-Identified Counseling Expertise in Online Support Forums ↗](https://aclanthology.org/2021.findings-acl.392/)**Allison Lahnala, Yuntian Zhao, Charles Welch et al.*25 citations*
224. **[Fusion: Towards Automated ICD Coding via Feature Compression ↗](https://aclanthology.org/2021.findings-acl.184/)**Junyu Luo, Cao Xiao, Lucas Glass et al.*25 citations*
225. **[KLMo: Knowledge Graph Enhanced Pretrained Language Model with Fine-Grained Relationships ↗](https://aclanthology.org/2021.findings-emnlp.384/)**Lei He, Suncong Zheng, Tao Yang et al.*25 citations*
226. **[Knowing More About Questions Can Help: Improving Calibration in Question Answering ↗](https://aclanthology.org/2021.findings-acl.172/)**Shujian Zhang, Chengyue Gong, Eunsol Choi*25 citations*
227. **[Logic-Consistency Text Generation from Semantic Parses ↗](https://aclanthology.org/2021.findings-acl.388/)**Chang Shu, Yusen Zhang, Xiangyu Dong et al.*25 citations*
228. **[On the Gap between Adoption and Understanding in NLP ↗](https://aclanthology.org/2021.findings-acl.340/)**Federico Bianchi, Dirk Hovy*25 citations*
229. **[Predicting Anti-Asian Hateful Users on Twitter during COVID-19 ↗](https://aclanthology.org/2021.findings-emnlp.398/)**Jisun An, Haewoon Kwak, Claire Seungeun Lee et al.*25 citations*
230. **[Retrieval Enhanced Model for Commonsense Generation ↗](https://aclanthology.org/2021.findings-acl.269/)**Han Wang, Yang Liu, Chenguang Zhu et al.*25 citations*
231. **[Rule-Aware Reinforcement Learning for Knowledge Graph Reasoning ↗](https://aclanthology.org/2021.findings-acl.412/)**Zhongni Hou, Xiaolong Jin, Zixuan Li et al.*25 citations*
232. **[Self- and Pseudo-self-supervised Prediction of Speaker and Key-utterance for Multi-party Dialogue Reading Comprehension ↗](https://aclanthology.org/2021.findings-emnlp.176/)**Yiyang Li, Hai Zhao*25 citations*
233. **[TILGAN: Transformer-based Implicit Latent GAN for Diverse and Coherent Text Generation ↗](https://aclanthology.org/2021.findings-acl.428/)**Shizhe Diao, Xinwei Shen, Kashun Shum et al.*25 citations*
234. **[BERT might be Overkill: A Tiny but Effective Biomedical Entity Linker based on Residual Convolutional Neural Networks ↗](https://aclanthology.org/2021.findings-emnlp.140/)**Tuan Lai, Heng Ji, ChengXiang Zhai*24 citations*
235. **[Benchmarking Robustness of Machine Reading Comprehension Models ↗](https://aclanthology.org/2021.findings-acl.56/)**Chenglei Si, Ziqing Yang, Yiming Cui et al.*24 citations*
236. **[Continual Mixed-Language Pre-Training for Extremely Low-Resource Neural Machine Translation ↗](https://aclanthology.org/2021.findings-acl.239/)**Zihan Liu, Genta Indra Winata, Pascale Fung*24 citations*
237. **[Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question Answering ↗](https://aclanthology.org/2021.findings-acl.90/)**Weiwen Xu, Huihui Zhang, Deng Cai et al.*24 citations*
238. **[Few-Shot Table-to-Text Generation with Prototype Memory ↗](https://aclanthology.org/2021.findings-emnlp.77/)**Yixuan Su, Zaiqiao Meng, Simon Baker et al.*24 citations*
239. **[Stylized Story Generation with Style-Guided Planning ↗](https://aclanthology.org/2021.findings-acl.215/)**Xiangzhe Kong, Jialiang Huang, Ziquan Tung et al.*24 citations*
240. **[The Authors Matter: Understanding and Mitigating Implicit Bias in Deep Text Classification ↗](https://aclanthology.org/2021.findings-acl.7/)**Haochen Liu, Wei Jin, Hamid Karimi et al.*24 citations*
241. **[A Non-Autoregressive Edit-Based Approach to Controllable Text Simplification ↗](https://aclanthology.org/2021.findings-acl.330/)**Sweta Agrawal, Weijia Xu, Marine Carpuat*23 citations*
242. **[Are Larger Pretrained Language Models Uniformly Better? Comparing Performance at the Instance Level ↗](https://aclanthology.org/2021.findings-acl.334/)**Ruiqi Zhong, Dhruba Ghosh, Dan Klein et al.*23 citations*
243. **[Automatically Select Emotion for Response via Personality-affected Emotion Transition ↗](https://aclanthology.org/2021.findings-acl.444/)**Zhiyuan Wen, Jiannong Cao, Ruosong Yang et al.*23 citations*
244. **[Dense Hierarchical Retrieval for Open-domain Question Answering ↗](https://aclanthology.org/2021.findings-emnlp.19/)**Ye Liu, Kazuma Hashimoto, Yingbo Zhou et al.*23 citations*
245. **[Efficient Test Time Adapter Ensembling for Low-resource Language Varieties ↗](https://aclanthology.org/2021.findings-emnlp.63/)**Xinyi Wang, Yulia Tsvetkov, Sebastian Ruder et al.*23 citations*
246. **[Non-Parametric Unsupervised Domain Adaptation for Neural Machine Translation ↗](https://aclanthology.org/2021.findings-emnlp.358/)**Xin Zheng, Zhirui Zhang, Shujian Huang et al.*23 citations*
247. **[Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing ↗](https://aclanthology.org/2021.findings-emnlp.161/)**Akshat Shrivastava, Pierce Chuang, Arun Babu et al.*23 citations*
248. **[TellMeWhy: A Dataset for Answering Why-Questions in Narratives](https://md.research.elamur.ai/free/en/papers/lal-2021-tellmewhy-dataset-answering-why-questions/)**Yash Kumar Lal, Nathanael Chambers, Raymond Mooney et al.*23 citations · our summary*
249. **[TransSum: Translating Aspect and Sentiment Embeddings for Self-Supervised Opinion Summarization ↗](https://aclanthology.org/2021.findings-acl.65/)**Ke Wang, Xiaojun Wan*23 citations*
250. **[ZmBART: An Unsupervised Cross-lingual Transfer Framework for Language Generation ↗](https://aclanthology.org/2021.findings-acl.248/)**Kaushal Kumar Maurya, Maunendra Sankar Desarkar, Yoshinobu Kano et al.*23 citations*
251. **[Automatic Speech Recognition in Sanskrit: A New Speech Corpus and Modelling Insights ↗](https://aclanthology.org/2021.findings-acl.447/)**Devaraja Adiga, Rishabh Kumar, Amrith Krishna et al.*22 citations*
252. **[CiteWorth: Cite-Worthiness Detection for Improved Scientific Document Understanding ↗](https://aclanthology.org/2021.findings-acl.157/)**Dustin Wright, Isabelle Augenstein*22 citations*
253. **[Compositional Generalization via Semantic Tagging ↗](https://aclanthology.org/2021.findings-emnlp.88/)**Hao Zheng, Mirella Lapata*22 citations*
254. **[Does Vision-and-Language Pretraining Improve Lexical Grounding? ↗](https://aclanthology.org/2021.findings-emnlp.370/)**Tian Yun, Chen Sun, Ellie Pavlick*22 citations*
255. **[How Good Is NLP? A Sober Look at NLP Tasks through the Lens of Social Impact ↗](https://aclanthology.org/2021.findings-acl.273/)**Zhijing Jin, Geeticka Chauhan, Brian Tse et al.*22 citations*
256. **[Learning Algebraic Recombination for Compositional Generalization ↗](https://aclanthology.org/2021.findings-acl.97/)**Chenyao Liu, Shengnan An, Zeqi Lin et al.*22 citations*
257. **[MA-BERT: Learning Representation by Incorporating Multi-Attribute Knowledge in Transformers ↗](https://aclanthology.org/2021.findings-acl.206/)**You Zhang, Jin Wang, Liang-Chih Yu et al.*22 citations*
258. **[Refine and Imitate: Reducing Repetition and Inconsistency in Persuasion Dialogues via Reinforcement Learning and Human Demonstration ↗](https://aclanthology.org/2021.findings-emnlp.295/)**Weiyan Shi, Yu Li, Saurav Sahay et al.*22 citations*
259. **[TWEETSUMM - A Dialog Summarization Dataset for Customer Service ↗](https://aclanthology.org/2021.findings-emnlp.24/)**Guy Feigenblat, Chulaka Gunasekara, Benjamin Sznajder et al.*22 citations*
260. **[WikiTableT: A Large-Scale Data-to-Text Dataset for Generating Wikipedia Article Sections ↗](https://aclanthology.org/2021.findings-acl.17/)**Mingda Chen, Sam Wiseman, Kevin Gimpel*22 citations*
261. **[A Multi-Task Learning Framework for Multi-Target Stance Detection](https://md.research.elamur.ai/free/en/papers/li-2021-multi-task-learning-framework-multi/)**Yingjie Li, Cornelia Caragea*21 citations · our summary*
262. **[Answer Generation for Retrieval-based Question Answering Systems ↗](https://aclanthology.org/2021.findings-acl.374/)**Chao-Chun Hsu, Eric Lind, Luca Soldaini et al.*21 citations*
263. **[Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? A Comprehensive Assessment for Catalan ↗](https://aclanthology.org/2021.findings-acl.437/)**Jordi Armengol-Estapé, Casimiro Pio Carrino, Carlos Rodriguez-Penagos et al.*21 citations*
264. **[Aspect-based Sentiment Analysis in Question Answering Forums ↗](https://aclanthology.org/2021.findings-emnlp.390/)**Wenxuan Zhang, Yang Deng, Xin Li et al.*21 citations*
265. **[Disfl-QA: A Benchmark Dataset for Understanding Disfluencies in Question Answering ↗](https://aclanthology.org/2021.findings-acl.293/)**Aditya Gupta, Jiacheng Xu, Shyam Upadhyay et al.*21 citations*
266. **[Does Pretraining for Summarization Require Knowledge Transfer? ↗](https://aclanthology.org/2021.findings-emnlp.273/)**Kundan Krishna, Jeffrey Bigham, Zachary C. Lipton*21 citations*
267. **[Does Putting a Linguist in the Loop Improve NLU Data Collection? ↗](https://aclanthology.org/2021.findings-emnlp.421/)**Alicia Parrish, William Huang, Omar Agha et al.*21 citations*
268. **[ODIST: Open World Classification via Distributionally Shifted Instances ↗](https://aclanthology.org/2021.findings-emnlp.316/)**Lei Shu, Yassine Benajiba, Saab Mansour et al.*21 citations*
269. **[Promoting Graph Awareness in Linearized Graph-to-Text Generation ↗](https://aclanthology.org/2021.findings-acl.82/)**Alexander Hoyle, Ana Marasović, Noah A. Smith*21 citations*
270. **[Self-Attention Graph Residual Convolutional Networks for Event Detection with dependency relations ↗](https://aclanthology.org/2021.findings-emnlp.28/)**Anan Liu, Ning Xu, Haozhe Liu*21 citations*
271. **[The Low-Resource Double Bind: An Empirical Study of Pruning for Low-Resource Machine Translation ↗](https://aclanthology.org/2021.findings-emnlp.282/)**Orevaoghene Ahia, Julia Kreutzer, Sara Hooker*21 citations*
272. **[Using Social and Linguistic Information to Adapt Pretrained Representations for Political Perspective Identification ↗](https://aclanthology.org/2021.findings-acl.401/)**Chang Li, Dan Goldwasser*21 citations*
273. **[Cluster-Former: Clustering-based Sparse Transformer for Question Answering ↗](https://aclanthology.org/2021.findings-acl.346/)**Shuohang Wang, Luowei Zhou, Zhe Gan et al.*20 citations*
274. **[CoDesc: A Large Code–Description Parallel Dataset ↗](https://aclanthology.org/2021.findings-acl.18/)**Masum Hasan, Tanveer Muttaqueen, Abdullah Al Ishtiaq et al.*20 citations*
275. **[Constraint based Knowledge Base Distillation in End-to-End Task Oriented Dialogs ↗](https://aclanthology.org/2021.findings-acl.448/)**Dinesh Raghu, Atishya Jain, Mausam et al.*20 citations*
276. **[Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat Violence ↗](https://aclanthology.org/2021.findings-acl.371/)**Andrew Halterman, Katherine A. Keith, Sheikh Sarwar et al.*20 citations*
277. **[Decoupled Dialogue Modeling and Semantic Parsing for Multi-Turn Text-to-SQL ↗](https://aclanthology.org/2021.findings-acl.270/)**Zhi Chen, Lu Chen, Hanqi Li et al.*20 citations*
278. **[Direct Simultaneous Speech-to-Text Translation Assisted by Synchronized Streaming ASR ↗](https://aclanthology.org/2021.findings-acl.406/)**Junkun Chen, Mingbo Ma, Renjie Zheng et al.*20 citations*
279. **[Event Extraction from Historical Texts: A New Dataset for Black Rebellions ↗](https://aclanthology.org/2021.findings-acl.211/)**Viet Dac Lai, Minh Van Nguyen, Heidi Kaufman et al.*20 citations*
280. **[Generating Realistic Natural Language Counterfactuals ↗](https://aclanthology.org/2021.findings-emnlp.306/)**Marcel Robeer, Floris Bex, Ad Feelders*20 citations*
281. **[HypoGen: Hyperbole Generation with Commonsense and Counterfactual Knowledge ↗](https://aclanthology.org/2021.findings-emnlp.136/)**Yufei Tian, Arvind krishna Sridhar, Nanyun Peng*20 citations*
282. **[Improving Gradient-based Adversarial Training for Text Classification by Contrastive Learning and Auto-Encoder ↗](https://aclanthology.org/2021.findings-acl.148/)**Yao Qiu, Jinchao Zhang, Jie Zhou*20 citations*
283. **[Multimodal Incremental Transformer with Visual Grounding for Visual Dialogue Generation ↗](https://aclanthology.org/2021.findings-acl.38/)**Feilong Chen, Fandong Meng, Xiuyi Chen et al.*20 citations*
284. **[Putting words into the system's mouth: A targeted attack on neural machine translation using monolingual data poisoning ↗](https://aclanthology.org/2021.findings-acl.127/)**Jun Wang, Chang Xu, Francisco Guzmán et al.*20 citations*
285. **[RealTranS: End-to-End Simultaneous Speech Translation with Convolutional Weighted-Shrinking Transformer ↗](https://aclanthology.org/2021.findings-acl.218/)**Xingshan Zeng, Liangyou Li, Qun Liu*20 citations*
286. **[Rethinking Why Intermediate-Task Fine-Tuning Works ↗](https://aclanthology.org/2021.findings-emnlp.61/)**Ting-Yun Chang, Chi-Jen Lu*20 citations*
287. **[CONDA: a CONtextual Dual-Annotated dataset for in-game toxicity understanding and detection ↗](https://aclanthology.org/2021.findings-acl.213/)**Henry Weld, Guanghao Huang, Jean Lee et al.*19 citations*
288. **[Contrastive Fine-tuning Improves Robustness for Neural Rankers ↗](https://aclanthology.org/2021.findings-acl.51/)**Xiaofei Ma, Cicero Nogueira dos Santos, Andrew O. Arnold*19 citations*
289. **[Improve Query Focused Abstractive Summarization by Incorporating Answer Relevance ↗](https://aclanthology.org/2021.findings-acl.275/)**Dan Su, Tiezheng Yu, Pascale Fung*19 citations*
290. **[On the Copying Behaviors of Pre-Training for Neural Machine Translation ↗](https://aclanthology.org/2021.findings-acl.373/)**Xuebo Liu, Longyue Wang, Derek F. Wong et al.*19 citations*
291. **[Plot and Rework: Modeling Storylines for Visual Storytelling ↗](https://aclanthology.org/2021.findings-acl.390/)**Chi-yang Hsu, Yun-Wei Chu, Ting-Hao Huang et al.*19 citations*
292. **[RoR: Read-over-Read for Long Document Machine Reading Comprehension ↗](https://aclanthology.org/2021.findings-emnlp.160/)**Jing Zhao, Junwei Bao, Yifan Wang et al.*19 citations*
293. **[Simulated Chats for Building Dialog Systems: Learning to Generate Conversations from Instructions ↗](https://aclanthology.org/2021.findings-emnlp.103/)**Biswesh Mohapatra, Gaurav Pandey, Danish Contractor et al.*19 citations*
294. **[SupCL-Seq: Supervised Contrastive Learning for Downstream Optimized Sequence Representations ↗](https://aclanthology.org/2021.findings-emnlp.289/)**Hooman Sedghamiz, Shivam Raval, Enrico Santus et al.*19 citations*
295. **[An Explicit-Joint and Supervised-Contrastive Learning Framework for Few-Shot Intent Classification and Slot Filling ↗](https://aclanthology.org/2021.findings-emnlp.167/)**Han Liu, Feng Zhang, Xiaotong Zhang et al.*18 citations*
296. **[Are Factuality Checkers Reliable? Adversarial Meta-evaluation of Factuality in Summarization ↗](https://aclanthology.org/2021.findings-emnlp.179/)**Yiran Chen, Pengfei Liu, Xipeng Qiu*18 citations*
297. **[Bidirectional Hierarchical Attention Networks based on Document-level Context for Emotion Cause Extraction ↗](https://aclanthology.org/2021.findings-emnlp.51/)**Guimin Hu, Guangming Lu, Yi Zhao*18 citations*
298. **[Data Efficient Masked Language Modeling for Vision and Language ↗](https://aclanthology.org/2021.findings-emnlp.259/)**Yonatan Bitton, Michael Elhadad, Gabriel Stanovsky et al.*18 citations*
299. **[Decomposing Complex Questions Makes Multi-Hop QA Easier and More Interpretable ↗](https://aclanthology.org/2021.findings-emnlp.17/)**Ruiliu Fu, Han Wang, Xuejun Zhang et al.*18 citations*
300. **[Do Explanations Help Users Detect Errors in Open-Domain QA? An Evaluation of Spoken vs. Visual Explanations ↗](https://aclanthology.org/2021.findings-acl.95/)**Ana Valeria González, Gagan Bansal, Angela Fan et al.*18 citations*

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