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

881 papers · page 8 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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701. **[Lifelong Learning of Topics and Domain-Specific Word Embeddings ↗](https://aclanthology.org/2021.findings-acl.202/)**Xiaorui Qin, Yuyin Lu, Yufu Chen et al.*4 citations*
702. **[MSD: Saliency-aware Knowledge Distillation for Multimodal Understanding ↗](https://aclanthology.org/2021.findings-emnlp.302/)**Woojeong Jin, Maziar Sanjabi, Shaoliang Nie et al.*4 citations*
703. **[Mitigating Data Scarceness through Data Synthesis, Augmentation and Curriculum for Abstractive Summarization ↗](https://aclanthology.org/2021.findings-emnlp.175/)**Ahmed Magooda, Diane Litman*4 citations*
704. **[Multi-Lingual Question Generation with Language Agnostic Language Model ↗](https://aclanthology.org/2021.findings-acl.199/)**Bingning Wang, Ting Yao, Weipeng Chen et al.*4 citations*
705. **[MultiFix: Learning to Repair Multiple Errors by Optimal Alignment Learning ↗](https://aclanthology.org/2021.findings-emnlp.417/)**HyeonTae Seo, Yo-Sub Han, Sang-Ki Ko*4 citations*
706. **[Multilingual Chart-based Constituency Parse Extraction from Pre-trained Language Models ↗](https://aclanthology.org/2021.findings-emnlp.41/)**Taeuk Kim, Bowen Li, Sang-goo Lee*4 citations*
707. **[Multilingual Neural Machine Translation: Can Linguistic Hierarchies Help? ↗](https://aclanthology.org/2021.findings-emnlp.114/)**Fahimeh Saleh, Wray Buntine, Gholamreza Haffari et al.*4 citations*
708. **[Revisiting the Evaluation of End-to-end Event Extraction ↗](https://aclanthology.org/2021.findings-acl.405/)**Shun Zheng, Wei Cao, Wei Xu et al.*4 citations*
709. **[Saliency-based Multi-View Mixed Language Training for Zero-shot Cross-lingual Classification ↗](https://aclanthology.org/2021.findings-emnlp.55/)**Siyu Lai, Hui Huang, Dong Jing et al.*4 citations*
710. **[Towards Realistic Single-Task Continuous Learning Research for NER ↗](https://aclanthology.org/2021.findings-emnlp.319/)**Justin Payan, Yuval Merhav, He Xie et al.*4 citations*
711. **[Using surprisal and fMRI to map the neural bases of broad and local contextual prediction during natural language comprehension ↗](https://aclanthology.org/2021.findings-acl.332/)**Shohini Bhattasali, Philip Resnik*4 citations*
712. **[Verb Sense Clustering using Contextualized Word Representations for Semantic Frame Induction ↗](https://aclanthology.org/2021.findings-acl.381/)**Kosuke Yamada, Ryohei Sasano, Koichi Takeda*4 citations*
713. **[WIKIBIAS: Detecting Multi-Span Subjective Biases in Language ↗](https://aclanthology.org/2021.findings-emnlp.155/)**Yang Zhong, Jingfeng Yang, Wei Xu et al.*4 citations*
714. **[What Would a Teacher Do? Predicting Future Talk Moves ↗](https://aclanthology.org/2021.findings-acl.418/)**Ananya Ganesh, Martha Palmer, Katharina Kann*4 citations*
715. **[A Deep Decomposable Model for Disentangling Syntax and Semantics in Sentence Representation ↗](https://aclanthology.org/2021.findings-emnlp.364/)**Dingcheng Li, Hongliang Fei, Shaogang Ren et al.*3 citations*
716. **[A Neural Edge-Editing Approach for Document-Level Relation Graph Extraction ↗](https://aclanthology.org/2021.findings-acl.234/)**Kohei Makino, Makoto Miwa, Yutaka Sasaki*3 citations*
717. **[Automatic Document Sketching: Generating Drafts from Analogous Texts ↗](https://aclanthology.org/2021.findings-acl.185/)**Zeqiu Wu, Michel Galley, Chris Brockett et al.*3 citations*
718. **[Benchmarking Meta-embeddings: What Works and What Does Not ↗](https://aclanthology.org/2021.findings-emnlp.333/)**Iker García-Ferrero, Rodrigo Agerri, German Rigau*3 citations*
719. **[Beyond the Tip of the Iceberg: Assessing Coherence of Text Classifiers ↗](https://aclanthology.org/2021.findings-emnlp.272/)**Shane Storks, Joyce Chai*3 citations*
720. **[Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph ↗](https://aclanthology.org/2021.findings-emnlp.130/)**Nuttapong Chairatanakul, Noppayut Sriwatanasakdi, Nontawat Charoenphakdee et al.*3 citations*
721. **[Detecting Compositionally Out-of-Distribution Examples in Semantic Parsing ↗](https://aclanthology.org/2021.findings-emnlp.54/)**Denis Lukovnikov, Sina Daubener, Asja Fischer*3 citations*
722. **[Do It Once: An Embarrassingly Simple Joint Matching Approach to Response Selection ↗](https://aclanthology.org/2021.findings-acl.430/)**Linhao Zhang, Dehong Ma, Sujian Li et al.*3 citations*
723. **[Domain-Aware Dependency Parsing for Questions](https://md.research.elamur.ai/free/en/papers/garimella-2021-domain-aware-dependency-parsing-questions/)**Aparna Garimella, Laura Chiticariu, Yunyao Li*3 citations · our summary*
724. **[Effect Generation Based on Causal Reasoning ↗](https://aclanthology.org/2021.findings-emnlp.48/)**Feiteng Mu, Wenjie Li, Zhipeng Xie*3 citations*
725. **[Entheos: A Multimodal Dataset for Studying Enthusiasm ↗](https://aclanthology.org/2021.findings-acl.180/)**Carla Viegas, Malihe Alikhani*3 citations*
726. **[Exploring Cross-Lingual Transfer Learning with Unsupervised Machine Translation ↗](https://aclanthology.org/2021.findings-acl.177/)**Chao Wang, Judith Gaspers, Thi Ngoc Quynh Do et al.*3 citations*
727. **[FCM: A Fine-grained Comparison Model for Multi-turn Dialogue Reasoning ↗](https://aclanthology.org/2021.findings-emnlp.362/)**Xu Wang, Hainan Zhang, Shuai Zhao et al.*3 citations*
728. **[Fingerprinting Fine-tuned Language Models in the Wild ↗](https://aclanthology.org/2021.findings-acl.409/)**Nirav Diwan, Tanmoy Chakraborty, Zubair Shafiq*3 citations*
729. **[From None to Severe: Predicting Severity in Movie Scripts ↗](https://aclanthology.org/2021.findings-emnlp.332/)**Yigeng Zhang, Mahsa Shafaei, Fabio Gonzalez et al.*3 citations*
730. **[Gated Transformer for Robust De-noised Sequence-to-Sequence Modelling ↗](https://aclanthology.org/2021.findings-emnlp.309/)**Ayan Sengupta, Amit Kumar, Sourabh Kumar Bhattacharjee et al.*3 citations*
731. **[Generating Informative Conclusions for Argumentative Texts ↗](https://aclanthology.org/2021.findings-acl.306/)**Shahbaz Syed, Khalid Al Khatib, Milad Alshomary et al.*3 citations*
732. **[Generating Mammography Reports from Multi-view Mammograms with BERT ↗](https://aclanthology.org/2021.findings-emnlp.15/)**Alexander Yalunin, Elena Sokolova, Ilya Burenko et al.*3 citations*
733. **[GrantRel: Grant Information Extraction via Joint Entity and Relation Extraction ↗](https://aclanthology.org/2021.findings-acl.236/)**Junyi Bian, Li Huang, Xiaodi Huang et al.*3 citations*
734. **[Informed Sampling for Diversity in Concept-to-Text NLG ↗](https://aclanthology.org/2021.findings-emnlp.213/)**Giulio Zhou, Gerasimos Lampouras*3 citations*
735. **[Learning Slice-Aware Representations with Mixture of Attentions ↗](https://aclanthology.org/2021.findings-acl.133/)**Cheng Wang, Sungjin Lee, Sunghyun Park et al.*3 citations*
736. **[Making Better Use of Bilingual Information for Cross-Lingual AMR Parsing ↗](https://aclanthology.org/2021.findings-acl.134/)**Yitao Cai, Zhe Lin, Xiaojun Wan*3 citations*
737. **[More than just Frequency? Demasking Unsupervised Hypernymy Prediction Methods ↗](https://aclanthology.org/2021.findings-acl.16/)**Thomas Bott, Dominik Schlechtweg, Sabine Schulte im Walde*3 citations*
738. **[Multilingual Simultaneous Neural Machine Translation ↗](https://aclanthology.org/2021.findings-acl.420/)**Philip Arthur, Dongwon Ryu, Gholamreza Haffari*3 citations*
739. **[Post-Editing Extractive Summaries by Definiteness Prediction ↗](https://aclanthology.org/2021.findings-emnlp.312/)**Jad Kabbara, Jackie Chi Kit Cheung*3 citations*
740. **[Predicting cross-linguistic adjective order with information gain ↗](https://aclanthology.org/2021.findings-acl.83/)**William Dyer, Richard Futrell, Zoey Liu et al.*3 citations*
741. **[ProtoInfoMax: Prototypical Networks with Mutual Information Maximization for Out-of-Domain Detection ↗](https://aclanthology.org/2021.findings-emnlp.138/)**Iftitahu Ni'mah, Meng Fang, Vlado Menkovski et al.*3 citations*
742. **[Refining BERT Embeddings for Document Hashing via Mutual Information Maximization ↗](https://aclanthology.org/2021.findings-emnlp.203/)**Zijing Ou, Qinliang Su, Jianxing Yu et al.*3 citations*
743. **[RelDiff: Enriching Knowledge Graph Relation Representations for Sensitivity Classification ↗](https://aclanthology.org/2021.findings-emnlp.311/)**Hitarth Narvala, Graham McDonald, Iadh Ounis*3 citations*
744. **[Rethinking Sentiment Style Transfer ↗](https://aclanthology.org/2021.findings-emnlp.135/)**Ping Yu, Yang Zhao, Chunyuan Li et al.*3 citations*
745. **[Retrieval, Analogy, and Composition: A framework for Compositional Generalization in Image Captioning ↗](https://aclanthology.org/2021.findings-emnlp.171/)**Zhan Shi, Hui Liu, Martin Renqiang Min et al.*3 citations*
746. **[Retrieve & Memorize: Dialog Policy Learning with Multi-Action Memory ↗](https://aclanthology.org/2021.findings-acl.39/)**YunHao Li, Yunyi Yang, Xiaojun Quan et al.*3 citations*
747. **[Skim-Attention: Learning to Focus via Document Layout ↗](https://aclanthology.org/2021.findings-emnlp.207/)**Laura Nguyen, Thomas Scialom, Jacopo Staiano et al.*3 citations*
748. **[Task-adaptive Pre-training of Language Models with Word Embedding Regularization ↗](https://aclanthology.org/2021.findings-acl.398/)**Kosuke Nishida, Kyosuke Nishida, Sen Yoshida*3 citations*
749. **[Toward Fully Exploiting Heterogeneous Corpus:A Decoupled Named Entity Recognition Model with Two-stage Training ↗](https://aclanthology.org/2021.findings-acl.143/)**Yun Hu, Yeshuang Zhu, Jinchao Zhang et al.*3 citations*
750. **[Weakly Supervised Semantic Parsing by Learning from Mistakes ↗](https://aclanthology.org/2021.findings-emnlp.222/)**Jiaqi Guo, Jian-Guang Lou, Ting Liu et al.*3 citations*
751. **[Who Blames or Endorses Whom? Entity-to-Entity Directed Sentiment Extraction in News Text ↗](https://aclanthology.org/2021.findings-acl.358/)**Kunwoo Park, Zhufeng Pan, Jungseock Joo*3 citations*
752. **[A Conditional Generative Matching Model for Multi-lingual Reply Suggestion ↗](https://aclanthology.org/2021.findings-emnlp.134/)**Budhaditya Deb, Guoqing Zheng, Milad Shokouhi et al.*2 citations*
753. **[A Divide-And-Conquer Approach for Multi-label Multi-hop Relation Detection in Knowledge Base Question Answering ↗](https://aclanthology.org/2021.findings-emnlp.412/)**Deyu Zhou, Yanzheng Xiang, Linhai Zhang et al.*2 citations*
754. **[A Multi-label Multi-hop Relation Detection Model based on Relation-aware Sequence Generation ↗](https://aclanthology.org/2021.findings-emnlp.404/)**Linhai Zhang, Deyu Zhou, Chao Lin et al.*2 citations*
755. **[APGN: Adversarial and Parameter Generation Networks for Multi-Source Cross-Domain Dependency Parsing ↗](https://aclanthology.org/2021.findings-emnlp.149/)**Ying Li, Meishan Zhang, Zhenghua Li et al.*2 citations*
756. **[An Analysis of Euclidean vs. Graph-Based Framing for Bilingual Lexicon Induction from Word Embedding Spaces ↗](https://aclanthology.org/2021.findings-emnlp.64/)**Kelly Marchisio, Youngser Park, Ali Saad-Eldin et al.*2 citations*
757. **[An Evaluation of Disentangled Representation Learning for Texts ↗](https://aclanthology.org/2021.findings-acl.170/)**Krishnapriya Vishnubhotla, Graeme Hirst, Frank Rudzicz*2 citations*
758. **[Analyzing Online Political Advertisements ↗](https://aclanthology.org/2021.findings-acl.321/)**Danae Sánchez Villegas, Saeid Mokaram, Nikolaos Aletras*2 citations*
759. **[Annotations Matter: Leveraging Multi-task Learning to Parse UD and SUD ↗](https://aclanthology.org/2021.findings-acl.305/)**Zeeshan Ali Sayyed, Daniel Dakota*2 citations*
760. **[AutoEQA: Auto-Encoding Questions for Extractive Question Answering ↗](https://aclanthology.org/2021.findings-emnlp.403/)**Stalin Varanasi, Saadullah Amin, Guenter Neumann*2 citations*
761. **[Beyond Glass-Box Features: Uncertainty Quantification Enhanced Quality Estimation for Neural Machine Translation ↗](https://aclanthology.org/2021.findings-emnlp.401/)**Ke Wang, Yangbin Shi, Jiayi Wang et al.*2 citations*
762. **[BioGen: Generating Biography Summary under Table Guidance on Wikipedia ↗](https://aclanthology.org/2021.findings-acl.419/)**Shen Gao, Xiuying Chen, Chang Liu et al.*2 citations*
763. **[Block-wise Word Embedding Compression Revisited: Better Weighting and Structuring ↗](https://aclanthology.org/2021.findings-emnlp.372/)**Jong-Ryul Lee, Yong-Ju Lee, Yong-Hyuk Moon*2 citations*
764. **[Can the Transformer Learn Nested Recursion with Symbol Masking? ↗](https://aclanthology.org/2021.findings-acl.67/)**Jean-Philippe Bernardy, Adam Ek, Vladislav Maraev*2 citations*
765. **[Casting the Same Sentiment Classification Problem ↗](https://aclanthology.org/2021.findings-emnlp.53/)**Erik Körner, Ahmad Dawar Hakimi, Gerhard Heyer et al.*2 citations*
766. **[Character-based PCFG Induction for Modeling the Syntactic Acquisition of Morphologically Rich Languages ↗](https://aclanthology.org/2021.findings-emnlp.371/)**Lifeng Jin, Byung-Doh Oh, William Schuler*2 citations*
767. **[Controlling Text Edition by Changing Answers of Specific Questions ↗](https://aclanthology.org/2021.findings-acl.110/)**Lei Sha, Patrick Hohenecker, Thomas Lukasiewicz*2 citations*
768. **[Empirical Error Modeling Improves Robustness of Noisy Neural Sequence Labeling ↗](https://aclanthology.org/2021.findings-acl.27/)**Marcin Namysl, Sven Behnke, Joachim Köhler*2 citations*
769. **[Enhancing Transformers with Gradient Boosted Decision Trees for NLI Fine-Tuning ↗](https://aclanthology.org/2021.findings-acl.26/)**Benjamin Minixhofer, Milan Gritta, Ignacio Iacobacci*2 citations*
770. **[EventKE: Event-Enhanced Knowledge Graph Embedding ↗](https://aclanthology.org/2021.findings-emnlp.120/)**Zixuan Zhang, Hongwei Wang, Han Zhao et al.*2 citations*
771. **[FANATIC: FAst Noise-Aware TopIc Clustering ↗](https://aclanthology.org/2021.findings-emnlp.57/)**Ari Silburt, Anja Subasic, Evan Thompson et al.*2 citations*
772. **[FrameNet-assisted Noun Compound Interpretation ↗](https://aclanthology.org/2021.findings-acl.256/)**Girishkumar Ponkiya, Diptesh Kanojia, Pushpak Bhattacharyya et al.*2 citations*
773. **[GiBERT: Enhancing BERT with Linguistic Information using a Lightweight Gated Injection Method ↗](https://aclanthology.org/2021.findings-emnlp.200/)**Nicole Peinelt, Marek Rei, Maria Liakata*2 citations*
774. **[How does Attention Affect the Model? ↗](https://aclanthology.org/2021.findings-acl.22/)**Cheng Zhang, Qiuchi Li, Lingyu Hua et al.*2 citations*
775. **[Improving Numerical Reasoning Skills in the Modular Approach for Complex Question Answering on Text ↗](https://aclanthology.org/2021.findings-emnlp.231/)**Xiao-Yu Guo, Yuan-Fang Li, Gholamreza Haffari*2 citations*
776. **[Knowledge-Empowered Representation Learning for Chinese Medical Reading Comprehension: Task, Model and Resources ↗](https://aclanthology.org/2021.findings-acl.197/)**Taolin Zhang, Chengyu Wang, Minghui Qiu et al.*2 citations*
777. **[Leveraging Topic Relatedness for Argument Persuasion ↗](https://aclanthology.org/2021.findings-acl.386/)**Xinran Zhao, Esin Durmus, Hongming Zhang et al.*2 citations*
778. **[Making Heads and Tails of Models with Marginal Calibration for Sparse Tagsets ↗](https://aclanthology.org/2021.findings-emnlp.423/)**Michael Kranzlein, Nelson F. Liu, Nathan Schneider*2 citations*
779. **[Mapping Language to Programs using Multiple Reward Components with Inverse Reinforcement Learning ↗](https://aclanthology.org/2021.findings-emnlp.125/)**Sayan Ghosh, Shashank Srivastava*2 citations*
780. **[Minimally-Supervised Morphological Segmentation using Adaptor Grammars with Linguistic Priors ↗](https://aclanthology.org/2021.findings-acl.347/)**Ramy Eskander, Cass Lowry, Sujay Khandagale et al.*2 citations*
781. **[Pipeline Signed Japanese Translation Focusing on a Post-positional Particle Complement and Conjugation in a Low-resource Setting ↗](https://aclanthology.org/2021.findings-acl.178/)**Ken Yano, Akira Utsumi*2 citations*
782. **[REAM$\sharp$: An Enhancement Approach to Reference-based Evaluation Metrics for Open-domain Dialog Generation ↗](https://aclanthology.org/2021.findings-acl.220/)**Jun Gao, Wei Bi, Ruifeng Xu et al.*2 citations*
783. **[Re-entry Prediction for Online Conversations via Self-Supervised Learning ↗](https://aclanthology.org/2021.findings-emnlp.183/)**Lingzhi Wang, Xingshan Zeng, Huang Hu et al.*2 citations*
784. **[Reconsidering the Past: Optimizing Hidden States in Language Models ↗](https://aclanthology.org/2021.findings-emnlp.346/)**Davis Yoshida, Kevin Gimpel*2 citations*
785. **[Rule Augmented Unsupervised Constituency Parsing ↗](https://aclanthology.org/2021.findings-acl.436/)**Atul Sahay, Anshul Nasery, Ayush Maheshwari et al.*2 citations*
786. **[Secoco: Self-Correcting Encoding for Neural Machine Translation ↗](https://aclanthology.org/2021.findings-emnlp.396/)**Tao Wang, Chengqi Zhao, Mingxuan Wang et al.*2 citations*
787. **[Self-Teaching Machines to Read and Comprehend with Large-Scale Multi-Subject Question-Answering Data ↗](https://aclanthology.org/2021.findings-emnlp.6/)**Dian Yu, Kai Sun, Dong Yu et al.*2 citations*
788. **[Slot Transferability for Cross-domain Slot Filling ↗](https://aclanthology.org/2021.findings-acl.440/)**Hengtong Lu, Zhuoxin Han, Caixia Yuan et al.*2 citations*
789. **[Switch Point biased Self-Training: Re-purposing Pretrained Models for Code-Switching ↗](https://aclanthology.org/2021.findings-emnlp.373/)**Parul Chopra, Sai Krishna Rallabandi, Alan W Black et al.*2 citations*
790. **[Textual Time Travel: A Temporally Informed Approach to Theory of Mind ↗](https://aclanthology.org/2021.findings-emnlp.351/)**Akshatha Arodi, Jackie Chi Kit Cheung*2 citations*
791. **[The Utility and Interplay of Gazetteers and Entity Segmentation for Named Entity Recognition in English ↗](https://aclanthology.org/2021.findings-acl.349/)**Oshin Agarwal, Ani Nenkova*2 citations*
792. **[Token-wise Curriculum Learning for Neural Machine Translation ↗](https://aclanthology.org/2021.findings-emnlp.310/)**Chen Liang, Haoming Jiang, Xiaodong Liu et al.*2 citations*
793. **[Towards Protecting Vital Healthcare Programs by Extracting Actionable Knowledge from Policy ↗](https://aclanthology.org/2021.findings-acl.308/)**Vanessa Lopez, Nagesh Yadav, Gabriele Picco et al.*2 citations*
794. **[Transformer-Exclusive Cross-Modal Representation for Vision and Language ↗](https://aclanthology.org/2021.findings-acl.240/)**Andrew Shin, Takuya Narihira*2 citations*
795. **[Two Parents, One Child: Dual Transfer for Low-Resource Neural Machine Translation ↗](https://aclanthology.org/2021.findings-acl.241/)**Meng Zhang, Liangyou Li, Qun Liu*2 citations*
796. **[Uncertainty Aware Review Hallucination for Science Article Classification ↗](https://aclanthology.org/2021.findings-acl.443/)**Korbinian Friedl, Georgios Rizos, Lukas Stappen et al.*2 citations*
797. **[UniteD-SRL: A Unified Dataset for Span- and Dependency-Based Multilingual and Cross-Lingual Semantic Role Labeling ↗](https://aclanthology.org/2021.findings-emnlp.197/)**Rocco Tripodi, Simone Conia, Roberto Navigli*2 citations*
798. **[Unsupervised Chunking as Syntactic Structure Induction with a Knowledge-Transfer Approach ↗](https://aclanthology.org/2021.findings-emnlp.307/)**Anup Anand Deshmukh, Qianqiu Zhang, Ming Li et al.*2 citations*
799. **[What Did You Refer to? Evaluating Co-References in Dialogue ↗](https://aclanthology.org/2021.findings-acl.450/)**Wei-Nan Zhang, Yue Zhang, Hanlin Tang et al.*2 citations*
800. **[What If Sentence-hood is Hard to Define: A Case Study in Chinese Reading Comprehension ↗](https://aclanthology.org/2021.findings-emnlp.202/)**Jiawei Wang, Hai Zhao, Yinggong Zhao et al.*2 citations*

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