ACL 2021: all accepted papers
- AugNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation ↗Xinnuo Xu, Guoyin Wang, Young-Bum Kim et al. · Long Papers20 citations
- Best of Both Worlds: Making High Accuracy Non-incremental Transformer-based Disfluency Detection Incremental ↗Morteza Rohanian, Julian Hough · Long Papers20 citations
- Breaking Down Walls of Text: How Can NLP Benefit Consumer Privacy? ↗Abhilasha Ravichander, Alan W Black, Thomas Norton et al. · Long Papers20 citations
- Can Transformer Models Measure Coherence In Text: Re-Thinking the Shuffle Test ↗Philippe Laban, Luke Dai, Lucas Bandarkar et al. · Short Papers20 citations
- Continual Learning for Task-oriented Dialogue System with Iterative Network Pruning, Expanding and Masking ↗Binzong Geng, Fajie Yuan, Qiancheng Xu et al. · Short Papers20 citations
- Deep Context- and Relation-Aware Learning for Aspect-based Sentiment Analysis ↗Shinhyeok Oh, Dongyub Lee, Taesun Whang et al. · Short Papers20 citations
- Domain-Adaptive Pretraining Methods for Dialogue Understanding ↗Han Wu, Kun Xu, Linfeng Song et al. · Short Papers20 citations
- Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLP ↗Anthony Chen, Pallavi Gudipati, Shayne Longpre et al. · Long Papers20 citations
- Importance-based Neuron Allocation for Multilingual Neural Machine Translation ↗Wanying Xie, Yang Feng, Shuhao Gu et al. · Long Papers20 citations
- Investigating label suggestions for opinion mining in German Covid-19 social media ↗Tilman Beck, Ji-Ung Lee, Christina Viehmann et al. · Long Papers20 citations
- IrEne: Interpretable Energy Prediction for Transformers ↗Qingqing Cao, Yash Kumar Lal, Harsh Trivedi et al. · Long Papers20 citations
- Knowing the No-match: Entity Alignment with Dangling Cases ↗Zequn Sun, Muhao Chen, Wei Hu · Long Papers20 citations
- Lexicon Learning for Few Shot Sequence Modeling ↗Ekin Akyurek, Jacob Andreas · Long Papers20 citations
- Maria: A Visual Experience Powered Conversational Agent ↗Zujie Liang, Huang Hu, Can Xu et al. · Long Papers20 citations
- MedNLI Is Not Immune: Natural Language Inference Artifacts in the Clinical DomainChristine Herlihy, Rachel Rudinger · Short Papers20 citations · our summary
- Reinforcement Learning for Abstractive Question Summarization with Question-aware Semantic Rewards ↗Shweta Yadav, Deepak Gupta, Asma Ben Abacha et al. · Short Papers20 citations
- TexSmart: A System for Enhanced Natural Language Understanding ↗Lemao Liu, Haisong Zhang, Haiyun Jiang et al. · System Demonstrations20 citations
- Towards Quantifiable Dialogue Coherence Evaluation ↗Zheng Ye, Liucun Lu, Lishan Huang et al. · Long Papers20 citations
- Tree-Structured Topic Modeling with Nonparametric Neural Variational Inference ↗Ziye Chen, Cheng Ding, Zusheng Zhang et al. · Long Papers20 citations
- Unified Dual-view Cognitive Model for Interpretable Claim Verification ↗Lianwei Wu, Yuan Rao, Yuqian Lan et al. · Long Papers20 citations
- A Sweet Rabbit Hole by DARCY: Using Honeypots to Detect Universal Trigger's Adversarial Attacks ↗Thai Le, Noseong Park, Dongwon Lee · Long Papers19 citations
- Bilingual Lexicon Induction via Unsupervised Bitext Construction and Word Alignment ↗Haoyue Shi, Luke Zettlemoyer, Sida I. Wang · Long Papers19 citations
- Capturing Event Argument Interaction via A Bi-Directional Entity-Level Recurrent Decoder ↗Xi Xiangyu, Wei Ye, Shikun Zhang et al. · Long Papers19 citations
- Discovering Dialog Structure Graph for Coherent Dialog Generation ↗Jun Xu, Zeyang Lei, Haifeng Wang et al. · Long Papers19 citations
- Learning to Solve NLP Tasks in an Incremental Number of Languages ↗Giuseppe Castellucci, Simone Filice, Danilo Croce et al. · Short Papers19 citations
- Mention Flags (MF): Constraining Transformer-based Text Generators ↗Yufei Wang, Ian Wood, Stephen Wan et al. · Long Papers19 citations
- Self-Attention Networks Can Process Bounded Hierarchical Languages ↗Shunyu Yao, Binghui Peng, Christos Papadimitriou et al. · Long Papers19 citations
- TicketTalk: Toward human-level performance with end-to-end, transaction-based dialog systems ↗Bill Byrne, Karthik Krishnamoorthi, Saravanan Ganesh et al. · Long Papers19 citations
- AND does not mean OR: Using Formal Languages to Study Language Models' Representations ↗Aaron Traylor, Roman Feiman, Ellie Pavlick · Short Papers18 citations
- Argument Pair Extraction via Attention-guided Multi-Layer Multi-Cross Encoding ↗Liying Cheng, Tianyu Wu, Lidong Bing et al. · Long Papers18 citations
- Beyond Sentence-Level End-to-End Speech Translation: Context Helps ↗Biao Zhang, Ivan Titov, Barry Haddow et al. · Long Papers18 citations
- Bringing Structure into Summaries: a Faceted Summarization Dataset for Long Scientific Documents ↗Rui Meng, Khushboo Thaker, Lei Zhang et al. · Short Papers18 citations
- Comparing Test Sets with Item Response Theory ↗Clara Vania, Phu Mon Htut, William Huang et al. · Long Papers18 citations
- Element Intervention for Open Relation Extraction ↗Fangchao Liu, Lingyong Yan, Hongyu Lin et al. · Long Papers18 citations
- Fine-grained Information Extraction from Biomedical Literature based on Knowledge-enriched Abstract Meaning Representation ↗Zixuan Zhang, Nikolaus Parulian, Heng Ji et al. · Long Papers18 citations
- GWLAN: General Word-Level AutocompletioN for Computer-Aided Translation ↗Huayang Li, Lemao Liu, Guoping Huang et al. · Long Papers18 citations
- LNN-EL: A Neuro-Symbolic Approach to Short-text Entity Linking ↗Hang Jiang, Sairam Gurajada, Qiuhao Lu et al. · Long Papers18 citations
- Neural Retrieval for Question Answering with Cross-Attention Supervised Data Augmentation ↗Yinfei Yang, Ning Jin, Kuo Lin et al. · Short Papers18 citations
- Word Sense Disambiguation: Towards Interactive Context Exploitation from Both Word and Sense Perspectives ↗Ming Wang, Yinglin Wang · Long Papers18 citations
- A Cognitive Regularizer for Language Modeling ↗Jason Wei, Clara Meister, Ryan Cotterell · Long Papers17 citations
- A unified approach to sentence segmentation of punctuated text in many languagesRachel Wicks, Matt Post · Long Papers17 citations · our summary
- Alignment Rationale for Natural Language Inference ↗Zhongtao Jiang, Yuanzhe Zhang, Zhao Yang et al. · Long Papers17 citations
- CLTR: An End-to-End, Transformer-Based System for Cell-Level Table Retrieval and Table Question Answering ↗Feifei Pan, Mustafa Canim, Michael Glass et al. · System Demonstrations17 citations
- CogAlign: Learning to Align Textual Neural Representations to Cognitive Language Processing Signals ↗Yuqi Ren, Deyi Xiong · Long Papers17 citations
- Crowdsourcing Learning as Domain Adaptation: A Case Study on Named Entity Recognition ↗Xin Zhang, Guangwei Xu, Yueheng Sun et al. · Long Papers17 citations
- Discovering Dialogue Slots with Weak Supervision ↗Vojtěch Hudeček, Ondřej Dušek, Zhou Yu · Long Papers17 citations
- Dual Slot Selector via Local Reliability Verification for Dialogue State Tracking ↗Jinyu Guo, Kai Shuang, Jijie Li et al. · Long Papers17 citations
- From Discourse to Narrative: Knowledge Projection for Event Relation Extraction ↗Jialong Tang, Hongyu Lin, Meng Liao et al. · Long Papers17 citations
- H-Transformer-1D: Fast One-Dimensional Hierarchical Attention for Sequences ↗Zhenhai Zhu, Radu Soricut · Long Papers17 citations
- Multilingual Agreement for Multilingual Neural Machine Translation ↗Jian Yang, Yuwei Yin, Shuming Ma et al. · Short Papers17 citations
- NeuralWOZ: Learning to Collect Task-Oriented Dialogue via Model-Based Simulation ↗Sungdong Kim, Minsuk Chang, Sang-Woo Lee · Long Papers17 citations
- On the Generation of Medical Dialogs for COVID-19 ↗Meng Zhou, Zechen Li, Bowen Tan et al. · Short Papers17 citations
- Rational LAMOL: A Rationale-based Lifelong Learning Framework ↗Kasidis Kanwatchara, Thanapapas Horsuwan, Piyawat Lertvittayakumjorn et al. · Long Papers17 citations
- Reservoir Transformers ↗Sheng Shen, Alexei Baevski, Ari Morcos et al. · Long Papers17 citations
- Attention Flows are Shapley Value Explanations ↗Kawin Ethayarajh, Dan Jurafsky · Short Papers16 citations
- AutoRC: Improving BERT Based Relation Classification Models via Architecture Search ↗Wei Zhu · Student Research Workshop16 citations
- Code Generation from Natural Language with Less Prior Knowledge and More Monolingual Data ↗Sajad Norouzi, Keyi Tang, Yanshuai Cao · Short Papers16 citations
- Do Context-Aware Translation Models Pay the Right Attention? ↗Kayo Yin, Patrick Fernandes, Danish Pruthi et al. · Long Papers16 citations
- Explicitly Capturing Relations between Entity Mentions via Graph Neural Networks for Domain-specific Named Entity Recognition ↗Pei Chen, Haibo Ding, Jun Araki et al. · Short Papers16 citations
- Exploring Dynamic Selection of Branch Expansion Orders for Code Generation ↗Hui Jiang, Chulun Zhou, Fandong Meng et al. · Long Papers16 citations
- Learning Relation Alignment for Calibrated Cross-modal Retrieval ↗Shuhuai Ren, Junyang Lin, Guangxiang Zhao et al. · Long Papers16 citations
- Many-to-English Machine Translation Tools, Data, and Pretrained Models ↗Thamme Gowda, Zhao Zhang, Chris Mattmann et al. · System Demonstrations16 citations
- Modeling Transitions of Focal Entities for Conversational Knowledge Base Question Answering ↗Yunshi Lan, Jing Jiang · Long Papers16 citations
- Poisoning Knowledge Graph Embeddings via Relation Inference Patterns ↗Peru Bhardwaj, John Kelleher, Luca Costabello et al. · Long Papers16 citations
- RAW-C: Relatedness of Ambiguous Words in Context (A New Lexical Resource for English) ↗Sean Trott, Benjamin Bergen · Long Papers16 citations
- StereoRel: Relational Triple Extraction from a Stereoscopic Perspective ↗Xuetao Tian, Liping Jing, Lu He et al. · Long Papers16 citations
- SummVis: Interactive Visual Analysis of Models, Data, and Evaluation for Text Summarization ↗Jesse Vig, Wojciech Kryscinski, Karan Goel et al. · System Demonstrations16 citations
- The statistical advantage of automatic NLG metrics at the system level ↗Johnny Wei, Robin Jia · Long Papers16 citations
- UXLA: A Robust Unsupervised Data Augmentation Framework for Zero-Resource Cross-Lingual NLP ↗M Saiful Bari, Tasnim Mohiuddin, Shafiq Joty · Long Papers16 citations
- fastHan: A BERT-based Multi-Task Toolkit for Chinese NLP ↗Zhichao Geng, Hang Yan, Xipeng Qiu et al. · System Demonstrations16 citations
- Automatic Fake News Detection: Are Models Learning to Reason? ↗Casper Hansen, Christian Hansen, Lucas Chaves Lima · Short Papers15 citations
- Conditional Generation of Temporally-ordered Event Sequences ↗Shih-Ting Lin, Nathanael Chambers, Greg Durrett · Long Papers15 citations
- Counterfactuals to Control Latent Disentangled Text Representations for Style Transfer ↗Sharmila Reddy Nangi, Niyati Chhaya, Sopan Khosla et al. · Short Papers15 citations
- Cross-replication Reliability - An Empirical Approach to Interpreting Inter-rater Reliability ↗Ka Wong, Praveen Paritosh, Lora Aroyo · Long Papers15 citations
- Early Detection of Sexual Predators in Chats ↗Matthias Vogt, Ulf Leser, Alan Akbik · Long Papers15 citations
- Embracing Ambiguity: Shifting the Training Target of NLI ModelsJohannes Mario Meissner, Napat Thumwanit, Saku Sugawara et al. · Short Papers15 citations · our summary
- Enhancing Descriptive Image Captioning with Natural Language Inference ↗Zhan Shi, Hui Liu, Xiaodan Zhu · Short Papers15 citations
- Improving Encoder by Auxiliary Supervision Tasks for Table-to-Text Generation ↗Liang Li, Can Ma, Yinliang Yue et al. · Long Papers15 citations
- KACE: Generating Knowledge Aware Contrastive Explanations for Natural Language InferenceQianglong Chen, Feng Ji, Xiangji Zeng et al. · Long Papers15 citations · our summary
- Learning Syntactic Dense Embedding with Correlation Graph for Automatic Readability Assessment ↗Xinying Qiu, Yuan Chen, Hanwu Chen et al. · Long Papers15 citations
- Lexical Semantic Change Discovery ↗Sinan Kurtyigit, Maike Park, Dominik Schlechtweg et al. · Long Papers15 citations
- Matching Distributions between Model and Data: Cross-domain Knowledge Distillation for Unsupervised Domain Adaptation ↗Bo Zhang, Xiaoming Zhang, Yun Liu et al. · Long Papers15 citations
- Measuring and Improving BERT's Mathematical Abilities by Predicting the Order of Reasoning. ↗Piotr Piękos, Mateusz Malinowski, Henryk Michalewski · Short Papers15 citations
- Multi-perspective Coherent Reasoning for Helpfulness Prediction of Multimodal Reviews ↗Junhao Liu, Zhen Hai, Min Yang et al. · Long Papers15 citations
- SMURF: SeMantic and linguistic UndeRstanding Fusion for Caption Evaluation via Typicality Analysis ↗Joshua Feinglass, Yezhou Yang · Long Papers15 citations
- Surprisal Estimators for Human Reading Times Need Character Models ↗Byung-Doh Oh, Christian Clark, William Schuler · Long Papers15 citations
- The Case for Translation-Invariant Self-Attention in Transformer-Based Language Models ↗Ulme Wennberg, Gustav Eje Henter · Short Papers15 citations
- Unsupervised Cross-Domain Prerequisite Chain Learning using Variational Graph Autoencoders ↗Irene Li, Vanessa Yan, Tianxiao Li et al. · Short Papers15 citations
- Unsupervised Enrichment of Persona-grounded Dialog with Background Stories ↗Bodhisattwa Prasad Majumder, Taylor Berg-Kirkpatrick, Julian McAuley et al. · Short Papers15 citations
- Weight Distillation: Transferring the Knowledge in Neural Network Parameters ↗Ye Lin, Yanyang Li, Ziyang Wang et al. · Long Papers15 citations
- A Training-free and Reference-free Summarization Evaluation Metric via Centrality-weighted Relevance and Self-referenced Redundancy ↗Wang Chen, Piji Li, Irwin King · Long Papers14 citations
- Breaking Down the Invisible Wall of Informal Fallacies in Online Discussions ↗Saumya Sahai, Oana Balalau, Roxana Horincar · Long Papers14 citations
- Concept-Based Label Embedding via Dynamic Routing for Hierarchical Text Classification ↗Xuepeng Wang, Li Zhao, Bing Liu et al. · Long Papers14 citations
- DYPLOC: Dynamic Planning of Content Using Mixed Language Models for Text Generation ↗Xinyu Hua, Ashwin Sreevatsa, Lu Wang · Long Papers14 citations
- Distributed Representations of Emotion Categories in Emotion Space ↗Xiangyu Wang, Chengqing Zong · Long Papers14 citations
- Explaining Contextualization in Language Models using Visual Analytics ↗Rita Sevastjanova, Aikaterini-Lida Kalouli, Christin Beck et al. · Long Papers14 citations
- Exploring the Representation of Word Meanings in Context: A Case Study on Homonymy and Synonymy ↗Marcos Garcia · Long Papers14 citations
- IntelliCAT: Intelligent Machine Translation Post-Editing with Quality Estimation and Translation Suggestion ↗Dongjun Lee, Junhyeong Ahn, Heesoo Park et al. · System Demonstrations14 citations
- Learning to Perturb Word Embeddings for Out-of-distribution QA ↗Seanie Lee, Minki Kang, Juho Lee et al. · Long Papers14 citations
- Neural Bi-Lexicalized PCFG Induction ↗Songlin Yang, Yanpeng Zhao, Kewei Tu · Long Papers14 citations
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