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

881 papers · page 4 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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301. **[Effective Batching for Recurrent Neural Network Grammars ↗](https://aclanthology.org/2021.findings-acl.380/)**Hiroshi Noji, Yohei Oseki*18 citations*
302. **[Fine-grained Semantic Alignment Network for Weakly Supervised Temporal Language Grounding ↗](https://aclanthology.org/2021.findings-emnlp.9/)**Yuechen Wang, Wengang Zhou, Houqiang Li*18 citations*
303. **[Frustratingly Simple Few-Shot Slot Tagging ↗](https://aclanthology.org/2021.findings-acl.88/)**Jianqiang Ma, Zeyu Yan, Chang Li et al.*18 citations*
304. **[Inconsistency Matters: A Knowledge-guided Dual-inconsistency Network for Multi-modal Rumor Detection ↗](https://aclanthology.org/2021.findings-emnlp.122/)**Mengzhu Sun, Xi Zhang, Jianqiang Ma et al.*18 citations*
305. **[Investigating Numeracy Learning Ability of a Text-to-Text Transfer Model ↗](https://aclanthology.org/2021.findings-emnlp.265/)**Kuntal Kumar Pal, Chitta Baral*18 citations*
306. **[Investigating the Reordering Capability in CTC-based Non-Autoregressive End-to-End Speech Translation ↗](https://aclanthology.org/2021.findings-acl.92/)**Shun-Po Chuang, Yung-Sung Chuang, Chih-Chiang Chang et al.*18 citations*
307. **[Leveraging Argumentation Knowledge Graph for Interactive Argument Pair Identification ↗](https://aclanthology.org/2021.findings-acl.203/)**Jian Yuan, Zhongyu Wei, Donghua Zhao et al.*18 citations*
308. **[Micromodels for Efficient, Explainable, and Reusable Systems: A Case Study on Mental Health ↗](https://aclanthology.org/2021.findings-emnlp.360/)**Andrew Lee, Jonathan K. Kummerfeld, Larry An et al.*18 citations*
309. **[Model-based analysis of brain activity reveals the hierarchy of language in 305 subjects ↗](https://aclanthology.org/2021.findings-emnlp.308/)**Charlotte Caucheteux, Alexandre Gramfort, Jean-Remi King*18 citations*
310. **[Modulating Language Models with Emotions ↗](https://aclanthology.org/2021.findings-acl.379/)**Ruibo Liu, Jason Wei, Chenyan Jia et al.*18 citations*
311. **[NOAHQA: Numerical Reasoning with Interpretable Graph Question Answering Dataset ↗](https://aclanthology.org/2021.findings-emnlp.350/)**Qiyuan Zhang, Lei Wang, Sicheng Yu et al.*18 citations*
312. **[Perceived and Intended Sarcasm Detection with Graph Attention Networks](https://md.research.elamur.ai/free/en/papers/plepi-2021-perceived-intended-sarcasm-detection-graph-2021-findings-emnlp-408/)**Joan Plepi, Lucie Flek*18 citations · our summary*
313. **[Structure-Aware Pre-Training for Table-to-Text Generation ↗](https://aclanthology.org/2021.findings-acl.200/)**Xinyu Xing, Xiaojun Wan*18 citations*
314. **[The interplay between language similarity and script on a novel multi-layer Algerian dialect corpus ↗](https://aclanthology.org/2021.findings-acl.324/)**Samia Touileb, Jeremy Barnes*18 citations*
315. **[Wav-BERT: Cooperative Acoustic and Linguistic Representation Learning for Low-Resource Speech Recognition ↗](https://aclanthology.org/2021.findings-emnlp.236/)**Guolin Zheng, Yubei Xiao, Ke Gong et al.*18 citations*
316. **[“Be nice to your wife! The restaurants are closed”: Can Gender Stereotype Detection Improve Sexism Classification? ↗](https://aclanthology.org/2021.findings-emnlp.242/)**Patricia Chiril, Farah Benamara, Véronique Moriceau*18 citations*
317. **[A Multi-Level Attention Model for Evidence-Based Fact Checking ↗](https://aclanthology.org/2021.findings-acl.217/)**Canasai Kruengkrai, Junichi Yamagishi, Xin Wang*17 citations*
318. **[Adapting Monolingual Models: Data can be Scarce when Language Similarity is High ↗](https://aclanthology.org/2021.findings-acl.433/)**Wietse de Vries, Martijn Bartelds, Malvina Nissim et al.*17 citations*
319. **[An Exploratory Analysis of the Relation between Offensive Language and Mental Health ↗](https://aclanthology.org/2021.findings-acl.315/)**Ana-Maria Bucur, Marcos Zampieri, Liviu P. Dinu*17 citations*
320. **[Combining Static Word Embeddings and Contextual Representations for Bilingual Lexicon Induction ↗](https://aclanthology.org/2021.findings-acl.260/)**Jinpeng Zhang, Baijun Ji, Nini Xiao et al.*17 citations*
321. **[Constructing Emotional Consensus and Utilizing Unpaired Data for Empathetic Dialogue Generation ↗](https://aclanthology.org/2021.findings-emnlp.268/)**Lei Shen, Jinchao Zhang, Jiao Ou et al.*17 citations*
322. **[Detect and Perturb: Neutral Rewriting of Biased and Sensitive Text via Gradient-based Decoding ↗](https://aclanthology.org/2021.findings-emnlp.352/)**Zexue He, Bodhisattwa Prasad Majumder, Julian McAuley*17 citations*
323. **[EfficientBERT: Progressively Searching Multilayer Perceptron via Warm-up Knowledge Distillation ↗](https://aclanthology.org/2021.findings-emnlp.123/)**Chenhe Dong, Guangrun Wang, Hang Xu et al.*17 citations*
324. **[Language Models Use Monotonicity to Assess NPI Licensing ↗](https://aclanthology.org/2021.findings-acl.439/)**Jaap Jumelet, Milica Denic, Jakub Szymanik et al.*17 citations*
325. **[Language Tags Matter for Zero-Shot Neural Machine Translation ↗](https://aclanthology.org/2021.findings-acl.264/)**Liwei Wu, Shanbo Cheng, Mingxuan Wang et al.*17 citations*
326. **[Learning to Answer Psychological Questionnaire for Personality Detection ↗](https://aclanthology.org/2021.findings-emnlp.98/)**Feifan Yang, Tao Yang, Xiaojun Quan et al.*17 citations*
327. **[Leveraging Information Bottleneck for Scientific Document Summarization ↗](https://aclanthology.org/2021.findings-emnlp.345/)**Jiaxin Ju, Ming Liu, Huan Yee Koh et al.*17 citations*
328. **[PROST: Physical Reasoning about Objects through Space and Time ↗](https://aclanthology.org/2021.findings-acl.404/)**Stéphane Aroca-Ouellette, Cory Paik, Alessandro Roncone et al.*17 citations*
329. **[Pushing Paraphrase Away from Original Sentence: A Multi-Round Paraphrase Generation Approach ↗](https://aclanthology.org/2021.findings-acl.135/)**Zhe Lin, Xiaojun Wan*17 citations*
330. **[SD-QA: Spoken Dialectal Question Answering for the Real World ↗](https://aclanthology.org/2021.findings-emnlp.281/)**Fahim Faisal, Sharlina Keshava, Md Mahfuz Ibn Alam et al.*17 citations*
331. **[Say `YES' to Positivity: Detecting Toxic Language in Workplace Communications ↗](https://aclanthology.org/2021.findings-emnlp.173/)**Meghana Moorthy Bhat, Saghar Hosseini, Ahmed Hassan Awadallah et al.*17 citations*
332. **[TIAGE: A Benchmark for Topic-Shift Aware Dialog Modeling ↗](https://aclanthology.org/2021.findings-emnlp.145/)**Huiyuan Xie, Zhenghao Liu, Chenyan Xiong et al.*17 citations*
333. **[Uncertainty-Aware Machine Translation Evaluation ↗](https://aclanthology.org/2021.findings-emnlp.330/)**Taisiya Glushkova, Chrysoula Zerva, Ricardo Rei et al.*17 citations*
334. **[Uncovering Implicit Gender Bias in Narratives through Commonsense Inference ↗](https://aclanthology.org/2021.findings-emnlp.326/)**Tenghao Huang, Faeze Brahman, Vered Shwartz et al.*17 citations*
335. **[Assessing Dialogue Systems with Distribution Distances ↗](https://aclanthology.org/2021.findings-acl.193/)**Jiannan Xiang, Yahui Liu, Deng Cai et al.*16 citations*
336. **[Combining Curriculum Learning and Knowledge Distillation for Dialogue Generation ↗](https://aclanthology.org/2021.findings-emnlp.111/)**Qingqing Zhu, Xiuying Chen, Pengfei Wu et al.*16 citations*
337. **[Cross-Domain Data Integration for Named Entity Disambiguation in Biomedical Text ↗](https://aclanthology.org/2021.findings-emnlp.388/)**Maya Varma, Laurel Orr, Sen Wu et al.*16 citations*
338. **[Decoupling Adversarial Training for Fair NLP ↗](https://aclanthology.org/2021.findings-acl.41/)**Xudong Han, Timothy Baldwin, Trevor Cohn*16 citations*
339. **[Event Detection as Graph Parsing ↗](https://aclanthology.org/2021.findings-acl.142/)**Jianye Xie, Haotong Sun, Junsheng Zhou et al.*16 citations*
340. **[Exploring the Role of Context in Utterance-level Emotion, Act and Intent Classification in Conversations: An Empirical Study ↗](https://aclanthology.org/2021.findings-acl.124/)**Deepanway Ghosal, Navonil Majumder, Rada Mihalcea et al.*16 citations*
341. **[Geo-BERT Pre-training Model for Query Rewriting in POI Search ↗](https://aclanthology.org/2021.findings-emnlp.190/)**Xiao Liu, Juan Hu, Qi Shen et al.*16 citations*
342. **[How well do you know your summarization datasets? ↗](https://aclanthology.org/2021.findings-acl.303/)**Priyam Tejaswin, Dhruv Naik, Pengfei Liu*16 citations*
343. **[Influence Tuning: Demoting Spurious Correlations via Instance Attribution and Instance-Driven Updates ↗](https://aclanthology.org/2021.findings-emnlp.374/)**Xiaochuang Han, Yulia Tsvetkov*16 citations*
344. **[MIRTT: Learning Multimodal Interaction Representations from Trilinear Transformers for Visual Question Answering ↗](https://aclanthology.org/2021.findings-emnlp.196/)**Junjie Wang, Yatai Ji, Jiaqi Sun et al.*16 citations*
345. **[MeLT: Message-Level Transformer with Masked Document Representations as Pre-Training for Stance Detection ↗](https://aclanthology.org/2021.findings-emnlp.253/)**Matthew Matero, Nikita Soni, Niranjan Balasubramanian et al.*16 citations*
346. **[Multilingual Translation via Grafting Pre-trained Language Models ↗](https://aclanthology.org/2021.findings-emnlp.233/)**Zewei Sun, Mingxuan Wang, Lei Li*16 citations*
347. **[On the Distribution, Sparsity, and Inference-time Quantization of Attention Values in Transformers ↗](https://aclanthology.org/2021.findings-acl.363/)**Tianchu Ji, Shraddhan Jain, Michael Ferdman et al.*16 citations*
348. **[On the Lack of Robust Interpretability of Neural Text Classifiers ↗](https://aclanthology.org/2021.findings-acl.327/)**Muhammad Bilal Zafar, Michele Donini, Dylan Slack et al.*16 citations*
349. **[Rationalization through Concepts ↗](https://aclanthology.org/2021.findings-acl.68/)**Diego Antognini, Boi Faltings*16 citations*
350. **[Self-Supervised Document Similarity Ranking via Contextualized Language Models and Hierarchical Inference ↗](https://aclanthology.org/2021.findings-acl.272/)**Dvir Ginzburg, Itzik Malkiel, Oren Barkan et al.*16 citations*
351. **[Synthesizing Adversarial Negative Responses for Robust Response Ranking and Evaluation ↗](https://aclanthology.org/2021.findings-acl.338/)**Prakhar Gupta, Yulia Tsvetkov, Jeffrey Bigham*16 citations*
352. **[UniKeyphrase: A Unified Extraction and Generation Framework for Keyphrase Prediction ↗](https://aclanthology.org/2021.findings-acl.73/)**Huanqin Wu, Wei Liu, Lei Li et al.*16 citations*
353. **[Using Question Answering Rewards to Improve Abstractive Summarization ↗](https://aclanthology.org/2021.findings-emnlp.47/)**Chulaka Gunasekara, Guy Feigenblat, Benjamin Sznajder et al.*16 citations*
354. **[What if This Modified That? Syntactic Interventions with Counterfactual Embeddings ↗](https://aclanthology.org/2021.findings-acl.76/)**Mycal Tucker, Peng Qian, Roger Levy*16 citations*
355. **[A Model of Cross-Lingual Knowledge-Grounded Response Generation for Open-Domain Dialogue Systems ↗](https://aclanthology.org/2021.findings-emnlp.33/)**San Kim, Jin Yea Jang, Minyoung Jung et al.*15 citations*
356. **[Counter-Argument Generation by Attacking Weak Premises ↗](https://aclanthology.org/2021.findings-acl.159/)**Milad Alshomary, Shahbaz Syed, Arkajit Dhar et al.*15 citations*
357. **[Disentangled Code Representation Learning for Multiple Programming Languages ↗](https://aclanthology.org/2021.findings-acl.391/)**Jingfeng Zhang, Haiwen Hong, Yin Zhang et al.*15 citations*
358. **[DoT: An efficient Double Transformer for NLP tasks with tables ↗](https://aclanthology.org/2021.findings-acl.289/)**Syrine Krichene, Thomas Müller, Julian Eisenschlos*15 citations*
359. **[Eliminating Sentiment Bias for Aspect-Level Sentiment Classification with Unsupervised Opinion Extraction ↗](https://aclanthology.org/2021.findings-emnlp.258/)**Bo Wang, Tao Shen, Guodong Long et al.*15 citations*
360. **[Energy-based Unknown Intent Detection with Data Manipulation ↗](https://aclanthology.org/2021.findings-acl.252/)**Yawen Ouyang, Jiasheng Ye, Yu Chen et al.*15 citations*
361. **[Exploiting Reasoning Chains for Multi-hop Science Question Answering ↗](https://aclanthology.org/2021.findings-emnlp.99/)**Weiwen Xu, Yang Deng, Huihui Zhang et al.*15 citations*
362. **[Exploring Decomposition for Table-based Fact Verification ↗](https://aclanthology.org/2021.findings-emnlp.90/)**Xiaoyu Yang, Xiaodan Zhu*15 citations*
363. **[Extracting Topics with Simultaneous Word Co-occurrence and Semantic Correlation Graphs: Neural Topic Modeling for Short Texts ↗](https://aclanthology.org/2021.findings-emnlp.2/)**Yiming Wang, Ximing Li, Xiaotang Zhou et al.*15 citations*
364. **[HiTRANS: A Hierarchical Transformer Network for Nested Named Entity Recognition ↗](https://aclanthology.org/2021.findings-emnlp.12/)**Zhiwei Yang, Jing Ma, Hechang Chen et al.*15 citations*
365. **[How Does Fine-tuning Affect the Geometry of Embedding Space: A Case Study on Isotropy ↗](https://aclanthology.org/2021.findings-emnlp.261/)**Sara Rajaee, Mohammad Taher Pilehvar*15 citations*
366. **[HySPA: Hybrid Span Generation for Scalable Text-to-Graph Extraction ↗](https://aclanthology.org/2021.findings-acl.356/)**Liliang Ren, Chenkai Sun, Heng Ji et al.*15 citations*
367. **[HyperExpan: Taxonomy Expansion with Hyperbolic Representation Learning ↗](https://aclanthology.org/2021.findings-emnlp.353/)**Mingyu Derek Ma, Muhao Chen, Te-Lin Wu et al.*15 citations*
368. **[It's All in the Heads: Using Attention Heads as a Baseline for Cross-Lingual Transfer in Commonsense Reasoning](https://md.research.elamur.ai/free/en/papers/tikhonov-2021-it-s-all-heads-attention/)**Alexey Tikhonov, Max Ryabinin*15 citations · our summary*
369. **[K-PLUG: Knowledge-injected Pre-trained Language Model for Natural Language Understanding and Generation in E-Commerce ↗](https://aclanthology.org/2021.findings-emnlp.1/)**Song Xu, Haoran Li, Peng Yuan et al.*15 citations*
370. **[Language Clustering for Multilingual Named Entity Recognition ↗](https://aclanthology.org/2021.findings-emnlp.4/)**Kyle Shaffer*15 citations*
371. **[Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling ↗](https://aclanthology.org/2021.findings-acl.282/)**Yutai Hou, Yongkui Lai, Cheng Chen et al.*15 citations*
372. **[NAST: A Non-Autoregressive Generator with Word Alignment for Unsupervised Text Style Transfer ↗](https://aclanthology.org/2021.findings-acl.138/)**Fei Huang, Zikai Chen, Chen Henry Wu et al.*15 citations*
373. **[Not Far Away, Not So Close: Sample Efficient Nearest Neighbour Data Augmentation via MiniMax ↗](https://aclanthology.org/2021.findings-acl.309/)**Ehsan Kamalloo, Mehdi Rezagholizadeh, Peyman Passban et al.*15 citations*
374. **[On the Complementarity between Pre-Training and Back-Translation for Neural Machine Translation ↗](https://aclanthology.org/2021.findings-emnlp.247/)**Xuebo Liu, Longyue Wang, Derek F. Wong et al.*15 citations*
375. **[Optimal Neural Program Synthesis from Multimodal Specifications ↗](https://aclanthology.org/2021.findings-emnlp.146/)**Xi Ye, Qiaochu Chen, Isil Dillig et al.*15 citations*
376. **[Self Question-answering: Aspect-based Sentiment Analysis by Role Flipped Machine Reading Comprehension ↗](https://aclanthology.org/2021.findings-emnlp.115/)**Guoxin Yu, Jiwei Li, Ling Luo et al.*15 citations*
377. **[Target-oriented Fine-tuning for Zero-Resource Named Entity Recognition ↗](https://aclanthology.org/2021.findings-acl.140/)**Ying Zhang, Fandong Meng, Yufeng Chen et al.*15 citations*
378. **[Unseen Entity Handling in Complex Question Answering over Knowledge Base via Language Generation ↗](https://aclanthology.org/2021.findings-emnlp.50/)**Xin Huang, Jung-Jae Kim, Bowei Zou*15 citations*
379. **[UserAdapter: Few-Shot User Learning in Sentiment Analysis ↗](https://aclanthology.org/2021.findings-acl.129/)**Wanjun Zhong, Duyu Tang, Jiahai Wang et al.*15 citations*
380. **[“Let Your Characters Tell Their Story”: A Dataset for Character-Centric Narrative Understanding ↗](https://aclanthology.org/2021.findings-emnlp.150/)**Faeze Brahman, Meng Huang, Oyvind Tafjord et al.*15 citations*
381. **[Adversarial Examples for Evaluating Math Word Problem Solvers ↗](https://aclanthology.org/2021.findings-emnlp.230/)**Vivek Kumar, Rishabh Maheshwary, Vikram Pudi*14 citations*
382. **[Competence-based Curriculum Learning for Multilingual Machine Translation ↗](https://aclanthology.org/2021.findings-emnlp.212/)**Mingliang Zhang, Fandong Meng, Yunhai Tong et al.*14 citations*
383. **[Does Robustness Improve Fairness? Approaching Fairness with Word Substitution Robustness Methods for Text Classification ↗](https://aclanthology.org/2021.findings-acl.294/)**Yada Pruksachatkun, Satyapriya Krishna, Jwala Dhamala et al.*14 citations*
384. **[Encouraging Neural Machine Translation to Satisfy Terminology Constraints ↗](https://aclanthology.org/2021.findings-acl.125/)**Melissa Ailem, Jingshu Liu, Raheel Qader*14 citations*
385. **[Enhancing the Open-Domain Dialogue Evaluation in Latent Space ↗](https://aclanthology.org/2021.findings-acl.432/)**Zhangming Chan, Lemao Liu, Juntao Li et al.*14 citations*
386. **[Ethical-Advice Taker: Do Language Models Understand Natural Language Interventions? ↗](https://aclanthology.org/2021.findings-acl.364/)**Jieyu Zhao, Daniel Khashabi, Tushar Khot et al.*14 citations*
387. **[Exploiting Position Bias for Robust Aspect Sentiment Classification ↗](https://aclanthology.org/2021.findings-acl.116/)**Fang Ma, Chen Zhang, Dawei Song*14 citations*
388. **[Exploring a Unified Sequence-To-Sequence Transformer for Medical Product Safety Monitoring in Social Media ↗](https://aclanthology.org/2021.findings-emnlp.300/)**Shivam Raval, Hooman Sedghamiz, Enrico Santus et al.*14 citations*
389. **[Grammatical Error Correction with Contrastive Learning in Low Error Density Domains ↗](https://aclanthology.org/2021.findings-emnlp.419/)**Hannan Cao, Wenmian Yang, Hwee Tou Ng*14 citations*
390. **[Handling Cross- and Out-of-Domain Samples in Thai Word Segmentation ↗](https://aclanthology.org/2021.findings-acl.86/)**Peerat Limkonchotiwat, Wannaphong Phatthiyaphaibun, Raheem Sarwar et al.*14 citations*
391. **[How Reliable are Model Diagnostics? ↗](https://aclanthology.org/2021.findings-acl.155/)**Vamsi Aribandi, Yi Tay, Donald Metzler*14 citations*
392. **[Incorporating Global Information in Local Attention for Knowledge Representation Learning ↗](https://aclanthology.org/2021.findings-acl.115/)**Yu Zhao, Han Zhou, Ruobing Xie et al.*14 citations*
393. **[Mining the Cause of Political Decision-Making from Social Media: A Case Study of COVID-19 Policies across the US States ↗](https://aclanthology.org/2021.findings-emnlp.27/)**Zhijing Jin, Zeyu Peng, Tejas Vaidhya et al.*14 citations*
394. **[Uni-FedRec: A Unified Privacy-Preserving News Recommendation Framework for Model Training and Online Serving ↗](https://aclanthology.org/2021.findings-emnlp.124/)**Tao Qi, Fangzhao Wu, Chuhan Wu et al.*14 citations*
395. **[Unsupervised Label Refinement Improves Dataless Text Classification ↗](https://aclanthology.org/2021.findings-acl.365/)**Zewei Chu, Karl Stratos, Kevin Gimpel*14 citations*
396. **[Using Optimal Transport as Alignment Objective for fine-tuning Multilingual Contextualized Embeddings ↗](https://aclanthology.org/2021.findings-emnlp.329/)**Sawsan Alqahtani, Garima Lalwani, Yi Zhang et al.*14 citations*
397. **[Attention Weights in Transformer NMT Fail Aligning Words Between Sequences but Largely Explain Model Predictions ↗](https://aclanthology.org/2021.findings-emnlp.39/)**Javier Ferrando, Marta R. Costa-jussà*13 citations*
398. **[BFClass: A Backdoor-free Text Classification Framework ↗](https://aclanthology.org/2021.findings-emnlp.40/)**Zichao Li, Dheeraj Mekala, Chengyu Dong et al.*13 citations*
399. **[Characterizing Social Spambots by their Human Traits ↗](https://aclanthology.org/2021.findings-acl.457/)**Salvatore Giorgi, Lyle Ungar, H. Andrew Schwartz*13 citations*
400. **[CodeQA: A Question Answering Dataset for Source Code Comprehension ↗](https://aclanthology.org/2021.findings-emnlp.223/)**Chenxiao Liu, Xiaojun Wan*13 citations*

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