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

881 papers · page 6 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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501. **[Unsupervised Domain Adaptation for Event Detection using Domain-specific Adapters ↗](https://aclanthology.org/2021.findings-acl.351/)**Nghia Ngo Trung, Duy Phung, Thien Huu Nguyen*10 citations*
502. **[Unsupervised Knowledge Selection for Dialogue Generation ↗](https://aclanthology.org/2021.findings-acl.105/)**Xiuyi Chen, Feilong Chen, Fandong Meng et al.*10 citations*
503. **[Adjacency List Oriented Relational Fact Extraction via Adaptive Multi-task Learning ↗](https://aclanthology.org/2021.findings-acl.271/)**Fubang Zhao, Zhuoren Jiang, Yangyang Kang et al.*9 citations*
504. **[Alternated Training with Synthetic and Authentic Data for Neural Machine Translation ↗](https://aclanthology.org/2021.findings-acl.160/)**Rui Jiao, Zonghan Yang, Maosong Sun et al.*9 citations*
505. **[Analysis of Tree-Structured Architectures for Code Generation ↗](https://aclanthology.org/2021.findings-acl.384/)**Samip Dahal, Adyasha Maharana, Mohit Bansal*9 citations*
506. **[Attend, Memorize and Generate: Towards Faithful Table-to-Text Generation in Few Shots ↗](https://aclanthology.org/2021.findings-emnlp.347/)**Wenting Zhao, Ye Liu, Yao Wan et al.*9 citations*
507. **[Bi-Granularity Contrastive Learning for Post-Training in Few-Shot Scene ↗](https://aclanthology.org/2021.findings-acl.151/)**Ruikun Luo, Guanhuan Huang, Xiaojun Quan*9 citations*
508. **[DIRECT: Direct and Indirect Responses in Conversational Text Corpus ↗](https://aclanthology.org/2021.findings-emnlp.170/)**Junya Takayama, Tomoyuki Kajiwara, Yuki Arase*9 citations*
509. **[Deep Learning against COVID-19: Respiratory Insufficiency Detection in Brazilian Portuguese Speech ↗](https://aclanthology.org/2021.findings-acl.55/)**Edresson Casanova, Lucas Gris, Augusto Camargo et al.*9 citations*
510. **[Give the Truth: Incorporate Semantic Slot into Abstractive Dialogue Summarization ↗](https://aclanthology.org/2021.findings-emnlp.209/)**Lulu Zhao, Weihao Zeng, Weiran Xu et al.*9 citations*
511. **[Hashing based Efficient Inference for Image-Text Matching ↗](https://aclanthology.org/2021.findings-acl.66/)**Rong-Cheng Tu, Lei Ji, Huaishao Luo et al.*9 citations*
512. **[IndoCollex: A Testbed for Morphological Transformation of Indonesian Colloquial Words ↗](https://aclanthology.org/2021.findings-acl.280/)**Haryo Akbarianto Wibowo, Made Nindyatama Nityasya, Afra Feyza Akyürek et al.*9 citations*
513. **[Learning Disentangled Latent Topics for Twitter Rumour Veracity Classification ↗](https://aclanthology.org/2021.findings-acl.341/)**John Dougrez-Lewis, Maria Liakata, Elena Kochkina et al.*9 citations*
514. **[Making Flexible Use of Subtasks: A Multiplex Interaction Network for Unified Aspect-based Sentiment Analysis ↗](https://aclanthology.org/2021.findings-acl.238/)**Guoxin Yu, Xiang Ao, Ling Luo et al.*9 citations*
515. **[Modeling Mathematical Notation Semantics in Academic Papers ↗](https://aclanthology.org/2021.findings-emnlp.266/)**Hwiyeol Jo, Dongyeop Kang, Andrew Head et al.*9 citations*
516. **[Neural Unification for Logic Reasoning over Natural Language ↗](https://aclanthology.org/2021.findings-emnlp.331/)**Gabriele Picco, Thanh Lam Hoang, Marco Luca Sbodio et al.*9 citations*
517. **[On the Cost-Effectiveness of Stacking of Neural and Non-Neural Methods for Text Classification: Scenarios and Performance Prediction ↗](https://aclanthology.org/2021.findings-acl.350/)**Christian Gomes, Marcos Goncalves, Leonardo Rocha et al.*9 citations*
518. **[On the Interaction of Belief Bias and Explanations ↗](https://aclanthology.org/2021.findings-acl.259/)**Ana Valeria González, Anna Rogers, Anders Søgaard*9 citations*
519. **[On the Language Coverage Bias for Neural Machine Translation ↗](https://aclanthology.org/2021.findings-acl.422/)**Shuo Wang, Zhaopeng Tu, Zhixing Tan et al.*9 citations*
520. **[QACE: Asking Questions to Evaluate an Image Caption ↗](https://aclanthology.org/2021.findings-emnlp.395/)**Hwanhee Lee, Thomas Scialom, Seunghyun Yoon et al.*9 citations*
521. **[Sketch and Refine: Towards Faithful and Informative Table-to-Text Generation ↗](https://aclanthology.org/2021.findings-acl.427/)**Peng Wang, Junyang Lin, An Yang et al.*9 citations*
522. **[Sometimes We Want Ungrammatical Translations ↗](https://aclanthology.org/2021.findings-emnlp.275/)**Prasanna Parthasarathi, Koustuv Sinha, Joelle Pineau et al.*9 citations*
523. **[Studying the Evolution of Scientific Topics and their Relationships ↗](https://aclanthology.org/2021.findings-acl.167/)**Ana Sabina Uban, Cornelia Caragea, Liviu P. Dinu*9 citations*
524. **[TWT: Table with Written Text for Controlled Data-to-Text Generation ↗](https://aclanthology.org/2021.findings-emnlp.107/)**Tongliang Li, Lei Fang, Jian-Guang Lou et al.*9 citations*
525. **[Task-adaptive Pre-training and Self-training are Complementary for Natural Language Understanding ↗](https://aclanthology.org/2021.findings-emnlp.86/)**Shiyang Li, Semih Yavuz, Wenhu Chen et al.*9 citations*
526. **[To Point or Not to Point: Understanding How Abstractive Summarizers Paraphrase Text ↗](https://aclanthology.org/2021.findings-acl.298/)**Matt Wilber, William Timkey, Marten van Schijndel*9 citations*
527. **[Use of Formal Ethical Reviews in NLP Literature: Historical Trends and Current Practices ↗](https://aclanthology.org/2021.findings-acl.414/)**Sebastin Santy, Anku Rani, Monojit Choudhury*9 citations*
528. **[When Time Makes Sense: A Historically-Aware Approach to Targeted Sense Disambiguation ↗](https://aclanthology.org/2021.findings-acl.243/)**Kaspar Beelen, Federico Nanni, Mariona Coll Ardanuy et al.*9 citations*
529. **[Wine is not v i n. On the Compatibility of Tokenizations across Languages ↗](https://aclanthology.org/2021.findings-emnlp.205/)**Antonis Maronikolakis, Philipp Dufter, Hinrich Schütze*9 citations*
530. **[A Pretraining Numerical Reasoning Model for Ordinal Constrained Question Answering on Knowledge Base ↗](https://aclanthology.org/2021.findings-emnlp.159/)**Yu Feng, Jing Zhang, Gaole He et al.*8 citations*
531. **[DNN-driven Gradual Machine Learning for Aspect-term Sentiment Analysis ↗](https://aclanthology.org/2021.findings-acl.43/)**Murtadha Ahmed, Qun Chen, Yanyan Wang et al.*8 citations*
532. **[Disentangling Generative Factors in Natural Language with Discrete Variational Autoencoders ↗](https://aclanthology.org/2021.findings-emnlp.301/)**Giangiacomo Mercatali, André Freitas*8 citations*
533. **[Do Grammatical Error Correction Models Realize Grammatical Generalization? ↗](https://aclanthology.org/2021.findings-acl.399/)**Masato Mita, Hitomi Yanaka*8 citations*
534. **[Effective Attention Sheds Light On Interpretability ↗](https://aclanthology.org/2021.findings-acl.361/)**Kaiser Sun, Ana Marasović*8 citations*
535. **[Enhanced Metaphor Detection via Incorporation of External Knowledge Based on Linguistic Theories ↗](https://aclanthology.org/2021.findings-acl.109/)**Chang Su, Kechun Wu, Yijiang Chen*8 citations*
536. **[Enhancing Visual Dialog Questioner with Entity-based Strategy Learning and Augmented Guesser ↗](https://aclanthology.org/2021.findings-emnlp.158/)**Duo Zheng, Zipeng Xu, Fandong Meng et al.*8 citations*
537. **[GEM: A General Evaluation Benchmark for Multimodal Tasks ↗](https://aclanthology.org/2021.findings-acl.229/)**Lin Su, Nan Duan, Edward Cui et al.*8 citations*
538. **[Glyph Enhanced Chinese Character Pre-Training for Lexical Sememe Prediction ↗](https://aclanthology.org/2021.findings-emnlp.386/)**Boer Lyu, Lu Chen, Kai Yu*8 citations*
539. **[Grammatical Error Correction as GAN-like Sequence Labeling ↗](https://aclanthology.org/2021.findings-acl.290/)**Kevin Parnow, Zuchao Li, Hai Zhao*8 citations*
540. **[Graph Relational Topic Model with Higher-order Graph Attention Auto-encoders ↗](https://aclanthology.org/2021.findings-acl.230/)**Qianqian Xie, Jimin Huang, Pan Du et al.*8 citations*
541. **[High-Quality Dialogue Diversification by Intermittent Short Extension Ensembles ↗](https://aclanthology.org/2021.findings-acl.163/)**Zhiwen Tang, Hrishikesh Kulkarni, Grace Hui Yang*8 citations*
542. **[Hypernym Discovery via a Recurrent Mapping Model ↗](https://aclanthology.org/2021.findings-acl.257/)**Yuhang Bai, Richong Zhang, Fanshuang Kong et al.*8 citations*
543. **[IgSEG: Image-guided Story Ending Generation ↗](https://aclanthology.org/2021.findings-acl.274/)**Qingbao Huang, Chuan Huang, Linzhang Mo et al.*8 citations*
544. **[Improving Text Auto-Completion with Next Phrase Prediction ↗](https://aclanthology.org/2021.findings-emnlp.378/)**Dong-Ho Lee, Zhiqiang Hu, Roy Ka-Wei Lee*8 citations*
545. **[Improving Unsupervised Commonsense Reasoning Using Knowledge-Enabled Natural Language Inference ↗](https://aclanthology.org/2021.findings-emnlp.420/)**Canming Huang, Weinan He, Yongmei Liu*8 citations*
546. **[Jointly Identifying Rhetoric and Implicit Emotions via Multi-Task Learning ↗](https://aclanthology.org/2021.findings-acl.123/)**Xin Chen, Zhen Hai, Deyu Li et al.*8 citations*
547. **[Knowledge-Grounded Dialogue Generation with Term-level De-noising ↗](https://aclanthology.org/2021.findings-acl.262/)**Wen Zheng, Natasa Milic-Frayling, Ke Zhou*8 citations*
548. **[MergeDistill: Merging Language Models using Pre-trained Distillation ↗](https://aclanthology.org/2021.findings-acl.254/)**Simran Khanuja, Melvin Johnson, Partha Talukdar*8 citations*
549. **[Modeling the Influence of Verb Aspect on the Activation of Typical Event Locations with BERT ↗](https://aclanthology.org/2021.findings-acl.258/)**Won Ik Cho, Emmanuele Chersoni, Yu-Yin Hsu et al.*8 citations*
550. **[Multi-task Learning to Enable Location Mention Identification in the Early Hours of a Crisis Event ↗](https://aclanthology.org/2021.findings-emnlp.340/)**Sarthak Khanal, Doina Caragea*8 citations*
551. **[Neural Entity Recognition with Gazetteer based Fusion ↗](https://aclanthology.org/2021.findings-acl.291/)**Qing Sun, Parminder Bhatia*8 citations*
552. **[Open-Domain Contextual Link Prediction and its Complementarity with Entailment Graphs ↗](https://aclanthology.org/2021.findings-emnlp.238/)**Mohammad Javad Hosseini, Shay B. Cohen, Mark Johnson et al.*8 citations*
553. **[Probing Pre-trained Language Models for Semantic Attributes and their Values ↗](https://aclanthology.org/2021.findings-emnlp.218/)**Meriem Beloucif, Chris Biemann*8 citations*
554. **[REPT: Bridging Language Models and Machine Reading Comprehension via Retrieval-Based Pre-training ↗](https://aclanthology.org/2021.findings-acl.13/)**Fangkai Jiao, Yangyang Guo, Yilin Niu et al.*8 citations*
555. **[Retrieve, Discriminate and Rewrite: A Simple and Effective Framework for Obtaining Affective Response in Retrieval-Based Chatbots ↗](https://aclanthology.org/2021.findings-emnlp.168/)**Xin Lu, Yijian Tian, Yanyan Zhao et al.*8 citations*
556. **[Revisiting Robust Neural Machine Translation: A Transformer Case Study ↗](https://aclanthology.org/2021.findings-emnlp.323/)**Peyman Passban, Puneeth Saladi, Qun Liu*8 citations*
557. **[SMS Spam Detection Through Skip-gram Embeddings and Shallow Networks ↗](https://aclanthology.org/2021.findings-acl.367/)**Gustavo Sousa, Daniel Carlos Guimarães Pedronette, João Paulo Papa et al.*8 citations*
558. **[SyGNS: A Systematic Generalization Testbed Based on Natural Language Semantics ↗](https://aclanthology.org/2021.findings-acl.10/)**Hitomi Yanaka, Koji Mineshima, Kentaro Inui*8 citations*
559. **[A multilabel approach to morphosyntactic probing ↗](https://aclanthology.org/2021.findings-emnlp.382/)**Naomi Shapiro, Amandalynne Paullada, Shane Steinert-Threlkeld*7 citations*
560. **[An Investigation of Suitability of Pre-Trained Language Models for Dialogue Generation – Avoiding Discrepancies ↗](https://aclanthology.org/2021.findings-acl.393/)**Yan Zeng, Jian-Yun Nie*7 citations*
561. **[Are Rotten Apples Edible? Challenging Commonsense Inference Ability with Exceptions ↗](https://aclanthology.org/2021.findings-acl.181/)**Nam Do, Ellie Pavlick*7 citations*
562. **[Automatic rule generation for time expression normalization ↗](https://aclanthology.org/2021.findings-emnlp.269/)**Wentao Ding, Jianhao Chen, Jinmao Li et al.*7 citations*
563. **[Compositionality of Complex Graphemes in the Undeciphered Proto-Elamite Script using Image and Text Embedding Models ↗](https://aclanthology.org/2021.findings-acl.362/)**Logan Born, Kathryn Kelley, M. Willis Monroe et al.*7 citations*
564. **[Do Language Models Perform Generalizable Commonsense Inference? ↗](https://aclanthology.org/2021.findings-acl.322/)**Peifeng Wang, Filip Ilievski, Muhao Chen et al.*7 citations*
565. **[Entity-Based Semantic Adequacy for Data-to-Text Generation ↗](https://aclanthology.org/2021.findings-emnlp.132/)**Juliette Faille, Albert Gatt, Claire Gardent*7 citations*
566. **[Exploring Multitask Learning for Low-Resource Abstractive Summarization ↗](https://aclanthology.org/2021.findings-emnlp.142/)**Ahmed Magooda, Diane Litman, Mohamed Elaraby*7 citations*
567. **[GCRC: A New Challenging MRC Dataset from Gaokao Chinese for Explainable Evaluation ↗](https://aclanthology.org/2021.findings-acl.113/)**Hongye Tan, Xiaoyue Wang, Yu Ji et al.*7 citations*
568. **[Improving Embedding-based Large-scale Retrieval via Label Enhancement ↗](https://aclanthology.org/2021.findings-emnlp.13/)**Peiyang Liu, Xi Wang, Sen Wang et al.*7 citations*
569. **[Inspecting the concept knowledge graph encoded by modern language models ↗](https://aclanthology.org/2021.findings-acl.263/)**Carlos Aspillaga, Marcelo Mendoza, Alvaro Soto*7 citations*
570. **[Investigating Text Simplification Evaluation ↗](https://aclanthology.org/2021.findings-acl.77/)**Laura Vásquez-Rodríguez, Matthew Shardlow, Piotr Przybyła et al.*7 citations*
571. **[Is Human Scoring the Best Criteria for Summary Evaluation? ↗](https://aclanthology.org/2021.findings-acl.192/)**Oleg Vasilyev, John Bohannon*7 citations*
572. **[Japanese Zero Anaphora Resolution Can Benefit from Parallel Texts Through Neural Transfer Learning ↗](https://aclanthology.org/2021.findings-emnlp.165/)**Masato Umakoshi, Yugo Murawaki, Sadao Kurohashi*7 citations*
573. **[LMSOC: An Approach for Socially Sensitive Pretraining ↗](https://aclanthology.org/2021.findings-emnlp.254/)**Vivek Kulkarni, Shubhanshu Mishra, Aria Haghighi*7 citations*
574. **[LUX (Linguistic aspects Under eXamination): Discourse Analysis for Automatic Fake News Classification ↗](https://aclanthology.org/2021.findings-acl.4/)**Lucas Azevedo, Mathieu d'Aquin, Brian Davis et al.*7 citations*
575. **[Learning Numeracy: A Simple Yet Effective Number Embedding Approach Using Knowledge Graph ↗](https://aclanthology.org/2021.findings-emnlp.221/)**Hanyu Duan, Yi Yang, Kar Yan Tam*7 citations*
576. **[Learning a Reversible Embedding Mapping using Bi-Directional Manifold Alignment ↗](https://aclanthology.org/2021.findings-acl.276/)**Ashwinkumar Ganesan, Francis Ferraro, Tim Oates*7 citations*
577. **[Leveraging Bidding Graphs for Advertiser-Aware Relevance Modeling in Sponsored Search ↗](https://aclanthology.org/2021.findings-emnlp.191/)**Shuxian Bi, Chaozhuo Li, Xiao Han et al.*7 citations*
578. **[Leveraging Word-Formation Knowledge for Chinese Word Sense Disambiguation ↗](https://aclanthology.org/2021.findings-emnlp.78/)**Hua Zheng, Lei Li, Damai Dai et al.*7 citations*
579. **[Multi-Granularity Contrasting for Cross-Lingual Pre-Training ↗](https://aclanthology.org/2021.findings-acl.149/)**Shicheng Li, Pengcheng Yang, Fuli Luo et al.*7 citations*
580. **[On Commonsense Cues in BERT for Solving Commonsense Tasks ↗](https://aclanthology.org/2021.findings-acl.61/)**Leyang Cui, Sijie Cheng, Yu Wu et al.*7 citations*
581. **[Probing Commonsense Explanation in Dialogue Response Generation ↗](https://aclanthology.org/2021.findings-emnlp.349/)**Pei Zhou, Pegah Jandaghi, Hyundong Cho et al.*7 citations*
582. **[Probing Pre-Trained Language Models for Disease Knowledge ↗](https://aclanthology.org/2021.findings-acl.266/)**Israa Alghanmi, Luis Espinosa Anke, Steven Schockaert*7 citations*
583. **[Profiling News Discourse Structure Using Explicit Subtopic Structures Guided Critics ↗](https://aclanthology.org/2021.findings-emnlp.137/)**Prafulla Kumar Choubey, Ruihong Huang*7 citations*
584. **[Question Answering over Electronic Devices: A New Benchmark Dataset and a Multi-Task Learning based QA Framework ↗](https://aclanthology.org/2021.findings-emnlp.392/)**Abhilash Nandy, Soumya Sharma, Shubham Maddhashiya et al.*7 citations*
585. **[Simple or Complex? Complexity-controllable Question Generation with Soft Templates and Deep Mixture of Experts Model ↗](https://aclanthology.org/2021.findings-emnlp.397/)**Sheng Bi, Xiya Cheng, Yuan-Fang Li et al.*7 citations*
586. **[Towards Developing a Multilingual and Code-Mixed Visual Question Answering System by Knowledge Distillation ↗](https://aclanthology.org/2021.findings-emnlp.151/)**Humair Raj Khan, Deepak Gupta, Asif Ekbal*7 citations*
587. **[Towards Document-Level Paraphrase Generation with Sentence Rewriting and Reordering ↗](https://aclanthology.org/2021.findings-emnlp.89/)**Zhe Lin, Yitao Cai, Xiaojun Wan*7 citations*
588. **[Training ELECTRA Augmented with Multi-word Selection ↗](https://aclanthology.org/2021.findings-acl.219/)**Jiaming Shen, Jialu Liu, Tianqi Liu et al.*7 citations*
589. **[WIND: Weighting Instances Differentially for Model-Agnostic Domain Adaptation ↗](https://aclanthology.org/2021.findings-acl.209/)**Xiang Chen, Yue Cao, Xiaojun Wan*7 citations*
590. **[A Dialogue-based Information Extraction System for Medical Insurance Assessment ↗](https://aclanthology.org/2021.findings-acl.58/)**Shuang Peng, Mengdi Zhou, Minghui Yang et al.*6 citations*
591. **[A Query-Driven Topic Model ↗](https://aclanthology.org/2021.findings-acl.154/)**Zheng Fang, Yulan He, Rob Procter*6 citations*
592. **[Analysis of Language Change in Collaborative Instruction Following ↗](https://aclanthology.org/2021.findings-emnlp.239/)**Anna Effenberger, Rhia Singh, Eva Yan et al.*6 citations*
593. **[ArabicTransformer: Efficient Large Arabic Language Model with Funnel Transformer and ELECTRA Objective ↗](https://aclanthology.org/2021.findings-emnlp.108/)**Sultan Alrowili, K. Vijay-Shanker*6 citations*
594. **[Automatic Discrimination between Inherited and Borrowed Latin Words in Romance Languages ↗](https://aclanthology.org/2021.findings-emnlp.243/)**Alina Maria Cristea, Liviu P. Dinu, Simona Georgescu et al.*6 citations*
595. **[Constrained Labeled Data Generation for Low-Resource Named Entity Recognition ↗](https://aclanthology.org/2021.findings-acl.396/)**Ruohao Guo, Dan Roth*6 citations*
596. **[Could you give me a hint ? Generating inference graphs for defeasible reasoning ↗](https://aclanthology.org/2021.findings-acl.456/)**Aman Madaan, Dheeraj Rajagopal, Niket Tandon et al.*6 citations*
597. **[Detecting Bot-Generated Text by Characterizing Linguistic Accommodation in Human-Bot Interactions ↗](https://aclanthology.org/2021.findings-acl.286/)**Paras Bhatt, Anthony Rios*6 citations*
598. **[Detecting Domain Polarity-Changes of Words in a Sentiment Lexicon ↗](https://aclanthology.org/2021.findings-acl.320/)**Shuai Wang, Guangyi Lv, Sahisnu Mazumder et al.*6 citations*
599. **[Diversity and Consistency: Exploring Visual Question-Answer Pair Generation ↗](https://aclanthology.org/2021.findings-emnlp.91/)**Sen Yang, Qingyu Zhou, Dawei Feng et al.*6 citations*
600. **[Do Multilingual Neural Machine Translation Models Contain Language Pair Specific Attention Heads? ↗](https://aclanthology.org/2021.findings-acl.250/)**Zae Myung Kim, Laurent Besacier, Vassilina Nikoulina et al.*6 citations*

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