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

881 papers · page 5 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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401. **[Contrastive Representation Learning for Exemplar-Guided Paraphrase Generation ↗](https://aclanthology.org/2021.findings-emnlp.409/)**Haoran Yang, Wai Lam, Piji Li*13 citations*
402. **[Deciphering Implicit Hate: Evaluating Automated Detection Algorithms for Multimodal Hate ↗](https://aclanthology.org/2021.findings-acl.166/)**Austin Botelho, Scott A. Hale, Bertie Vidgen*13 citations*
403. **[Deep Cognitive Reasoning Network for Multi-hop Question Answering over Knowledge Graphs ↗](https://aclanthology.org/2021.findings-acl.19/)**Jianyu Cai, Zhanqiu Zhang, Feng Wu et al.*13 citations*
404. **[Do We Know What We Don't Know? Studying Unanswerable Questions beyond SQuAD 2.0 ↗](https://aclanthology.org/2021.findings-emnlp.385/)**Elior Sulem, Jamaal Hay, Dan Roth*13 citations*
405. **[Grammar-Based Patches Generation for Automated Program Repair ↗](https://aclanthology.org/2021.findings-acl.111/)**Yu Tang, Long Zhou, Ambrosio Blanco et al.*13 citations*
406. **[HyKnow: End-to-End Task-Oriented Dialog Modeling with Hybrid Knowledge Management ↗](https://aclanthology.org/2021.findings-acl.139/)**Silin Gao, Ryuichi Takanobu, Wei Peng et al.*13 citations*
407. **[Hyperbolic Geometry is Not Necessary: Lightweight Euclidean-Based Models for Low-Dimensional Knowledge Graph Embeddings ↗](https://aclanthology.org/2021.findings-emnlp.42/)**Kai Wang, Yu Liu, Dan Lin et al.*13 citations*
408. **[Is BERT a Cross-Disciplinary Knowledge Learner? A Surprising Finding of Pre-trained Models' Transferability ↗](https://aclanthology.org/2021.findings-emnlp.189/)**Wei-Tsung Kao, Hung-yi Lee*13 citations*
409. **[Keep the Primary, Rewrite the Secondary: A Two-Stage Approach for Paraphrase Generation ↗](https://aclanthology.org/2021.findings-acl.50/)**Yixuan Su, David Vandyke, Simon Baker et al.*13 citations*
410. **[Learning to Ground Visual Objects for Visual Dialog ↗](https://aclanthology.org/2021.findings-emnlp.93/)**Feilong Chen, Xiuyi Chen, Can Xu et al.*13 citations*
411. **[On the Effects of Transformer Size on In- and Out-of-Domain Calibration ↗](https://aclanthology.org/2021.findings-emnlp.180/)**Soham Dan, Dan Roth*13 citations*
412. **[On the Interplay Between Fine-tuning and Composition in Transformers ↗](https://aclanthology.org/2021.findings-acl.201/)**Lang Yu, Allyson Ettinger*13 citations*
413. **[Patterns of Polysemy and Homonymy in Contextualised Language Models ↗](https://aclanthology.org/2021.findings-emnlp.226/)**Janosch Haber, Massimo Poesio*13 citations*
414. **[Rethinking Zero-shot Neural Machine Translation: From a Perspective of Latent Variables ↗](https://aclanthology.org/2021.findings-emnlp.366/)**Weizhi Wang, Zhirui Zhang, Yichao Du et al.*13 citations*
415. **[Tiered Reasoning for Intuitive Physics: Toward Verifiable Commonsense Language Understanding ↗](https://aclanthology.org/2021.findings-emnlp.422/)**Shane Storks, Qiaozi Gao, Yichi Zhang et al.*13 citations*
416. **[Translate & Fill: Improving Zero-Shot Multilingual Semantic Parsing with Synthetic Data ↗](https://aclanthology.org/2021.findings-emnlp.279/)**Massimo Nicosia, Zhongdi Qu, Yasemin Altun*13 citations*
417. **[When in Doubt: Improving Classification Performance with Alternating Normalization ↗](https://aclanthology.org/2021.findings-emnlp.148/)**Menglin Jia, Austin Reiter, Ser-Nam Lim et al.*13 citations*
418. **[XeroAlign: Zero-shot cross-lingual transformer alignment ↗](https://aclanthology.org/2021.findings-acl.32/)**Milan Gritta, Ignacio Iacobacci*13 citations*
419. **[Active Learning for Rumor Identification on Social Media ↗](https://aclanthology.org/2021.findings-emnlp.387/)**Parsa Farinneya, Mohammad Mahdi Abdollah Pour, Sardar Hamidian et al.*12 citations*
420. **[An Unsupervised Method for Building Sentence Simplification Corpora in Multiple Languages ↗](https://aclanthology.org/2021.findings-emnlp.22/)**Xinyu Lu, Jipeng Qiang, Yun Li et al.*12 citations*
421. **[BatchMixup: Improving Training by Interpolating Hidden States of the Entire Mini-batch ↗](https://aclanthology.org/2021.findings-acl.434/)**Wenpeng Yin, Huan Wang, Jin Qu et al.*12 citations*
422. **[Beyond Reptile: Meta-Learned Dot-Product Maximization between Gradients for Improved Single-Task Regularization ↗](https://aclanthology.org/2021.findings-emnlp.37/)**Akhil Kedia, Sai Chetan Chinthakindi, Wonho Ryu*12 citations*
423. **[Compositional Networks Enable Systematic Generalization for Grounded Language Understanding ↗](https://aclanthology.org/2021.findings-emnlp.21/)**Yen-Ling Kuo, Boris Katz, Andrei Barbu*12 citations*
424. **[Confidence-Aware Scheduled Sampling for Neural Machine Translation ↗](https://aclanthology.org/2021.findings-acl.205/)**Yijin Liu, Fandong Meng, Yufeng Chen et al.*12 citations*
425. **[Constructing contrastive samples via summarization for text classification with limited annotations ↗](https://aclanthology.org/2021.findings-emnlp.118/)**Yangkai Du, Tengfei Ma, Lingfei Wu et al.*12 citations*
426. **[Detecting Community Sensitive Norm Violations in Online Conversations ↗](https://aclanthology.org/2021.findings-emnlp.288/)**Chan Young Park, Julia Mendelsohn, Karthik Radhakrishnan et al.*12 citations*
427. **[DocOIE: A Document-level Context-Aware Dataset for OpenIE ↗](https://aclanthology.org/2021.findings-acl.210/)**Kuicai Dong, Zhao Yilin, Aixin Sun et al.*12 citations*
428. **[GRICE: A Grammar-based Dataset for Recovering Implicature and Conversational rEasoning](https://md.research.elamur.ai/free/en/papers/zheng-2021-grice-grammar-based-dataset-recovering/)**Zilong Zheng, Shuwen Qiu, Lifeng Fan et al.*12 citations · our summary*
429. **[Generalization in Text-based Games via Hierarchical Reinforcement Learning ↗](https://aclanthology.org/2021.findings-emnlp.116/)**Yunqiu Xu, Meng Fang, Ling Chen et al.*12 citations*
430. **[Highlight-Transformer: Leveraging Key Phrase Aware Attention to Improve Abstractive Multi-Document Summarization ↗](https://aclanthology.org/2021.findings-acl.445/)**Shuaiqi Liu, Jiannong Cao, Ruosong Yang et al.*12 citations*
431. **[How Suitable Are Subword Segmentation Strategies for Translating Non-Concatenative Morphology? ↗](https://aclanthology.org/2021.findings-emnlp.60/)**Chantal Amrhein, Rico Sennrich*12 citations*
432. **[Keyphrase Generation with Fine-Grained Evaluation-Guided Reinforcement Learning ↗](https://aclanthology.org/2021.findings-emnlp.45/)**Yichao Luo, Yige Xu, Jiacheng Ye et al.*12 citations*
433. **[OKGIT: Open Knowledge Graph Link Prediction with Implicit Types ↗](https://aclanthology.org/2021.findings-acl.225/)**Chandrahas, Partha Pratim Talukdar*12 citations*
434. **[Parameter-Efficient Domain Knowledge Integration from Multiple Sources for Biomedical Pre-trained Language Models ↗](https://aclanthology.org/2021.findings-emnlp.325/)**Qiuhao Lu, Dejing Dou, Thien Huu Nguyen*12 citations*
435. **[Sent2Span: Span Detection for PICO Extraction in the Biomedical Text without Span Annotations ↗](https://aclanthology.org/2021.findings-emnlp.147/)**Shifeng Liu, Yifang Sun, Bing Li et al.*12 citations*
436. **[Table-based Fact Verification With Salience-aware Learning ↗](https://aclanthology.org/2021.findings-emnlp.338/)**Fei Wang, Kexuan Sun, Jay Pujara et al.*12 citations*
437. **[To Protect and To Serve? Analyzing Entity-Centric Framing of Police Violence ↗](https://aclanthology.org/2021.findings-emnlp.82/)**Caleb Ziems, Diyi Yang*12 citations*
438. **[A Finer-grain Universal Dialogue Semantic Structures based Model For Abstractive Dialogue Summarization ↗](https://aclanthology.org/2021.findings-emnlp.117/)**Yuejie Lei, Fujia Zheng, Yuanmeng Yan et al.*11 citations*
439. **[A Joint Model for Structure-based News Genre Classification with Application to Text Summarization ↗](https://aclanthology.org/2021.findings-acl.295/)**Zeyu Dai, Ruihong Huang*11 citations*
440. **[Adapting Entities across Languages and Cultures ↗](https://aclanthology.org/2021.findings-emnlp.315/)**Denis Peskov, Viktor Hangya, Jordan Boyd-Graber et al.*11 citations*
441. **[AgreeSum: Agreement-Oriented Multi-Document Summarization ↗](https://aclanthology.org/2021.findings-acl.299/)**Richard Yuanzhe Pang, Adam Lelkes, Vinh Tran et al.*11 citations*
442. **[Analyzing Stereotypes in Generative Text Inference Tasks ↗](https://aclanthology.org/2021.findings-acl.355/)**Anna Sotnikova, Yang Trista Cao, Hal Daumé III et al.*11 citations*
443. **[Bandits Don't Follow Rules: Balancing Multi-Facet Machine Translation with Multi-Armed Bandits ↗](https://aclanthology.org/2021.findings-emnlp.274/)**Julia Kreutzer, David Vilar, Artem Sokolov*11 citations*
444. **[Can Cognate Prediction Be Modelled as a Low-Resource Machine Translation Task? ↗](https://aclanthology.org/2021.findings-acl.75/)**Clémentine Fourrier, Rachel Bawden, Benoît Sagot*11 citations*
445. **[Controlled Neural Sentence-Level Reframing of News Articles ↗](https://aclanthology.org/2021.findings-emnlp.228/)**Wei-Fan Chen, Khalid Al Khatib, Benno Stein et al.*11 citations*
446. **[Dialogue-oriented Pre-training ↗](https://aclanthology.org/2021.findings-acl.235/)**Yi Xu, Hai Zhao*11 citations*
447. **[Discovering Explanatory Sentences in Legal Case Decisions Using Pre-trained Language Models ↗](https://aclanthology.org/2021.findings-emnlp.361/)**Jaromir Savelka, Kevin Ashley*11 citations*
448. **[Discovering Topics in Long-tailed Corpora with Causal Intervention ↗](https://aclanthology.org/2021.findings-acl.15/)**Xiaobao Wu, Chunping Li, Yishu Miao*11 citations*
449. **[Enhancing Metaphor Detection by Gloss-based Interpretations ↗](https://aclanthology.org/2021.findings-acl.173/)**Hai Wan, Jinxia Lin, Jianfeng Du et al.*11 citations*
450. **[Improving Abstractive Dialogue Summarization with Hierarchical Pretraining and Topic Segment ↗](https://aclanthology.org/2021.findings-emnlp.97/)**MengNan Qi, Hao Liu, YuZhuo Fu et al.*11 citations*
451. **[Incorporating Circumstances into Narrative Event Prediction ↗](https://aclanthology.org/2021.findings-emnlp.416/)**Shichao Wang, Xiangrui Cai, HongBin Wang et al.*11 citations*
452. **[Joint Multi-Decoder Framework with Hierarchical Pointer Network for Frame Semantic Parsing ↗](https://aclanthology.org/2021.findings-acl.227/)**Xudong Chen, Ce Zheng, Baobao Chang*11 citations*
453. **[Joint Optimization of Tokenization and Downstream Model ↗](https://aclanthology.org/2021.findings-acl.21/)**Tatsuya Hiraoka, Sho Takase, Kei Uchiumi et al.*11 citations*
454. **[KFCNet: Knowledge Filtering and Contrastive Learning for Generative Commonsense Reasoning ↗](https://aclanthology.org/2021.findings-emnlp.249/)**Haonan Li, Yeyun Gong, Jian Jiao et al.*11 citations*
455. **[Lexicon-Based Graph Convolutional Network for Chinese Word Segmentation ↗](https://aclanthology.org/2021.findings-emnlp.248/)**Kaiyu Huang, Hao Yu, Junpeng Liu et al.*11 citations*
456. **[Manifold Adversarial Augmentation for Neural Machine Translation ↗](https://aclanthology.org/2021.findings-acl.281/)**Guandan Chen, Kai Fan, Kaibo Zhang et al.*11 citations*
457. **[Memory-Efficient Differentiable Transformer Architecture Search ↗](https://aclanthology.org/2021.findings-acl.372/)**Yuekai Zhao, Li Dong, Yelong Shen et al.*11 citations*
458. **[Minimax and Neyman–Pearson Meta-Learning for Outlier Languages ↗](https://aclanthology.org/2021.findings-acl.106/)**Edoardo Maria Ponti, Rahul Aralikatte, Disha Shrivastava et al.*11 citations*
459. **[Named Entity Recognition via Noise Aware Training Mechanism with Data Filter ↗](https://aclanthology.org/2021.findings-acl.423/)**Xiusheng Huang, Yubo Chen, Shun Wu et al.*11 citations*
460. **[New Dataset and Strong Baselines for the Grammatical Error Correction of Russian ↗](https://aclanthology.org/2021.findings-acl.359/)**Viet Anh Trinh, Alla Rozovskaya*11 citations*
461. **[Novel Natural Language Summarization of Program Code via Leveraging Multiple Input Representations ↗](https://aclanthology.org/2021.findings-emnlp.214/)**Fuxiang Chen, Mijung Kim, Jaegul Choo*11 citations*
462. **[Probing Multi-modal Machine Translation with Pre-trained Language Model ↗](https://aclanthology.org/2021.findings-acl.323/)**Kong Yawei, Kai Fan*11 citations*
463. **[Scaling Within Document Coreference to Long Texts](https://md.research.elamur.ai/free/en/papers/thirukovalluru-2021-scaling-within-document-coreference-long/)**Raghuveer Thirukovalluru, Nicholas Monath, Kumar Shridhar et al.*11 citations · our summary*
464. **[Semi-Supervised Data Programming with Subset Selection ↗](https://aclanthology.org/2021.findings-acl.408/)**Ayush Maheshwari, Oishik Chatterjee, Krishnateja Killamsetty et al.*11 citations*
465. **[mDAPT: Multilingual Domain Adaptive Pretraining in a Single Model ↗](https://aclanthology.org/2021.findings-emnlp.290/)**Rasmus Kær Jørgensen, Mareike Hartmann, Xiang Dai et al.*11 citations*
466. **[A Computational Exploration of Pejorative Language in Social Media ↗](https://aclanthology.org/2021.findings-emnlp.296/)**Liviu P. Dinu, Ioan-Bogdan Iordache, Ana Sabina Uban et al.*10 citations*
467. **[Addressing Inquiries about History: An Efficient and Practical Framework for Evaluating Open-domain Chatbot Consistency ↗](https://aclanthology.org/2021.findings-acl.91/)**Zekang Li, Jinchao Zhang, Zhengcong Fei et al.*10 citations*
468. **[AugVic: Exploiting BiText Vicinity for Low-Resource NMT ↗](https://aclanthology.org/2021.findings-acl.267/)**Tasnim Mohiuddin, M Saiful Bari, Shafiq Joty*10 citations*
469. **[Beyond Grammatical Error Correction: Improving L1-influenced research writing in English using pre-trained encoder-decoder models ↗](https://aclanthology.org/2021.findings-emnlp.216/)**Gustavo Zomer, Ana Frankenberg-Garcia*10 citations*
470. **[CVAE-based Re-anchoring for Implicit Discourse Relation Classification](https://md.research.elamur.ai/free/en/papers/dou-2021-cvae-based-re-anchoring-implicit/)**Zujun Dou, Yu Hong, Yu Sun et al.*10 citations · our summary*
471. **[Char2Subword: Extending the Subword Embedding Space Using Robust Character Compositionality ↗](https://aclanthology.org/2021.findings-emnlp.141/)**Gustavo Aguilar, Bryan McCann, Tong Niu et al.*10 citations*
472. **[Constructing Flow Graphs from Procedural Cybersecurity Texts ↗](https://aclanthology.org/2021.findings-acl.345/)**Kuntal Kumar Pal, Kazuaki Kashihara, Pratyay Banerjee et al.*10 citations*
473. **[Contrastive Document Representation Learning with Graph Attention Networks ↗](https://aclanthology.org/2021.findings-emnlp.327/)**Peng Xu, Xinchi Chen, Xiaofei Ma et al.*10 citations*
474. **[Detecting Frames in News Headlines and Lead Images in U.S. Gun Violence Coverage ↗](https://aclanthology.org/2021.findings-emnlp.339/)**Isidora Tourni, Lei Guo, Taufiq Husada Daryanto et al.*10 citations*
475. **[Enhancing Dual-Encoders with Question and Answer Cross-Embeddings for Answer Retrieval ↗](https://aclanthology.org/2021.findings-emnlp.198/)**Yanmeng Wang, Jun Bai, Ye Wang et al.*10 citations*
476. **[ForumSum: A Multi-Speaker Conversation Summarization Dataset ↗](https://aclanthology.org/2021.findings-emnlp.391/)**Misha Khalman, Yao Zhao, Mohammad Saleh*10 citations*
477. **[GenerativeRE: Incorporating a Novel Copy Mechanism and Pretrained Model for Joint Entity and Relation Extraction ↗](https://aclanthology.org/2021.findings-emnlp.182/)**Jiarun Cao, Sophia Ananiadou*10 citations*
478. **[H-FND: Hierarchical False-Negative Denoising for Distant Supervision Relation Extraction ↗](https://aclanthology.org/2021.findings-acl.228/)**Jhih-wei Chen, Tsu-Jui Fu, Chen-Kang Lee et al.*10 citations*
479. **[HAConvGNN: Hierarchical Attention Based Convolutional Graph Neural Network for Code Documentation Generation in Jupyter Notebooks ↗](https://aclanthology.org/2021.findings-emnlp.381/)**Xuye Liu, Dakuo Wang, April Wang et al.*10 citations*
480. **[HIT - A Hierarchically Fused Deep Attention Network for Robust Code-mixed Language Representation ↗](https://aclanthology.org/2021.findings-acl.407/)**Ayan Sengupta, Sourabh Kumar Bhattacharjee, Tanmoy Chakraborty et al.*10 citations*
481. **[How Does Distilled Data Complexity Impact the Quality and Confidence of Non-Autoregressive Machine Translation? ↗](https://aclanthology.org/2021.findings-acl.385/)**Weijia Xu, Shuming Ma, Dongdong Zhang et al.*10 citations*
482. **[How to Split: the Effect of Word Segmentation on Gender Bias in Speech Translation ↗](https://aclanthology.org/2021.findings-acl.313/)**Marco Gaido, Beatrice Savoldi, Luisa Bentivogli et al.*10 citations*
483. **[Investigating Memorization of Conspiracy Theories in Text Generation ↗](https://aclanthology.org/2021.findings-acl.416/)**Sharon Levy, Michael Saxon, William Yang Wang*10 citations*
484. **[Investigating Transfer Learning in Multilingual Pre-trained Language Models through Chinese Natural Language Inference ↗](https://aclanthology.org/2021.findings-acl.331/)**Hai Hu, He Zhou, Zuoyu Tian et al.*10 citations*
485. **[Knowledge-Guided Paraphrase Identification ↗](https://aclanthology.org/2021.findings-emnlp.72/)**Haoyu Wang, Fenglong Ma, Yaqing Wang et al.*10 citations*
486. **[Learning to Generate Questions by Learning to Recover Answer-containing Sentences ↗](https://aclanthology.org/2021.findings-acl.132/)**Seohyun Back, Akhil Kedia, Sai Chetan Chinthakindi et al.*10 citations*
487. **[LenAtten: An Effective Length Controlling Unit For Text Summarization ↗](https://aclanthology.org/2021.findings-acl.31/)**Zhongyi Yu, Zhenghao Wu, Hao Zheng et al.*10 citations*
488. **[Medical Code Assignment with Gated Convolution and Note-Code Interaction ↗](https://aclanthology.org/2021.findings-acl.89/)**Shaoxiong Ji, Shirui Pan, Pekka Marttinen*10 citations*
489. **[Mixup Decoding for Diverse Machine Translation ↗](https://aclanthology.org/2021.findings-emnlp.29/)**Jicheng Li, Pengzhi Gao, Xuanfu Wu et al.*10 citations*
490. **[Modeling Concentrated Cross-Attention for Neural Machine Translation with Gaussian Mixture Model ↗](https://aclanthology.org/2021.findings-emnlp.121/)**Shaolei Zhang, Yang Feng*10 citations*
491. **[Multi-Task Dense Retrieval via Model Uncertainty Fusion for Open-Domain Question Answering ↗](https://aclanthology.org/2021.findings-emnlp.26/)**Minghan Li, Ming Li, Kun Xiong et al.*10 citations*
492. **[Multilingual AMR Parsing with Noisy Knowledge Distillation ↗](https://aclanthology.org/2021.findings-emnlp.237/)**Deng Cai, Xin Li, Jackie Chun-Sing Ho et al.*10 citations*
493. **[On-the-Fly Attention Modulation for Neural Generation ↗](https://aclanthology.org/2021.findings-acl.107/)**Yue Dong, Chandra Bhagavatula, Ximing Lu et al.*10 citations*
494. **[Recommend for a Reason: Unlocking the Power of Unsupervised Aspect-Sentiment Co-Extraction ↗](https://aclanthology.org/2021.findings-emnlp.66/)**Zeyu Li, Wei Cheng, Reema Kshetramade et al.*10 citations*
495. **[RollingLDA: An Update Algorithm of Latent Dirichlet Allocation to Construct Consistent Time Series from Textual Data ↗](https://aclanthology.org/2021.findings-emnlp.201/)**Jonas Rieger, Carsten Jentsch, Jörg Rahnenführer*10 citations*
496. **[Scheduled Dialog Policy Learning: An Automatic Curriculum Learning Framework for Task-oriented Dialog System ↗](https://aclanthology.org/2021.findings-acl.94/)**Sihong Liu, Jinchao Zhang, Keqing He et al.*10 citations*
497. **[SciXGen: A Scientific Paper Dataset for Context-Aware Text Generation ↗](https://aclanthology.org/2021.findings-emnlp.128/)**Hong Chen, Hiroya Takamura, Hideki Nakayama*10 citations*
498. **[Stream-level Latency Evaluation for Simultaneous Machine Translation ↗](https://aclanthology.org/2021.findings-emnlp.58/)**Javier Iranzo-Sánchez, Jorge Civera Saiz, Alfons Juan*10 citations*
499. **[The Topic Confusion Task: A Novel Evaluation Scenario for Authorship Attribution ↗](https://aclanthology.org/2021.findings-emnlp.359/)**Malik Altakrori, Jackie Chi Kit Cheung, Benjamin C. M. Fung*10 citations*
500. **[Towards Automatic Bias Detection in Knowledge Graphs ↗](https://aclanthology.org/2021.findings-emnlp.321/)**Daphna Keidar, Mian Zhong, Ce Zhang et al.*10 citations*

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