EMNLP 2021: all accepted papers
- What's in a Name? Answer Equivalence For Open-Domain Question Answering ↗Chenglei Si, Chen Zhao, Jordan Boyd-Graber18 citations
- COUGH: A Challenge Dataset and Models for COVID-19 FAQ Retrieval ↗Xinliang Frederick Zhang, Heming Sun, Xiang Yue et al.17 citations
- Crosslingual Transfer Learning for Relation and Event Extraction via Word Category and Class Alignments ↗Minh Van Nguyen, Tuan Ngo Nguyen, Bonan Min et al.17 citations
- Definition Modelling for Appropriate Specificity ↗Han Huang, Tomoyuki Kajiwara, Yuki Arase17 citations
- DiscoDVT: Generating Long Text with Discourse-Aware Discrete Variational Transformer ↗Haozhe Ji, Minlie Huang17 citations
- Filling the Gaps in Ancient Akkadian Texts: A Masked Language Modelling ApproachKoren Lazar, Benny Saret, Asaf Yehudai et al.17 citations · our summary
- Human Rationales as Attribution Priors for Explainable Stance DetectionSahil Jayaram, Emily Allaway17 citations · our summary
- Improving Multilingual Translation by Representation and Gradient Regularization ↗Yilin Yang, Akiko Eriguchi, Alexandre Muzio et al.17 citations
- Inducing Transformer's Compositional Generalization Ability via Auxiliary Sequence Prediction Tasks ↗Yichen Jiang, Mohit Bansal17 citations
- Injecting Entity Types into Entity-Guided Text Generation ↗Xiangyu Dong, Wenhao Yu, Chenguang Zhu et al.17 citations
- Multitask Semi-Supervised Learning for Class-Imbalanced Discourse Classification ↗Alexander Spangher, Jonathan May, Sz-Rung Shiang et al.17 citations
- PhoMT: A High-Quality and Large-Scale Benchmark Dataset for Vietnamese-English Machine Translation ↗Long Doan, Linh The Nguyen, Nguyen Luong Tran et al.17 citations
- ReasonBERT: Pre-trained to Reason with Distant Supervision ↗Xiang Deng, Yu Su, Alyssa Lees et al.17 citations
- Refocusing on Relevance: Personalization in NLG ↗Shiran Dudy, Steven Bedrick, Bonnie Webber17 citations
- Think about it! Improving defeasible reasoning by first modeling the question scenario. ↗Aman Madaan, Niket Tandon, Dheeraj Rajagopal et al.17 citations
- What happens if you treat ordinal ratings as interval data? Human evaluations in NLP are even more under-powered than you think ↗David M. Howcroft, Verena Rieser17 citations
- A Simple and Effective Method To Eliminate the Self Language Bias in Multilingual Representations ↗Ziyi Yang, Yinfei Yang, Daniel Cer et al.16 citations
- Back to the Basics: A Quantitative Analysis of Statistical and Graph-Based Term Weighting Schemes for Keyword Extraction ↗Asahi Ushio, Federico Liberatore, Jose Camacho-Collados16 citations
- Benchmarking Commonsense Knowledge Base Population with an Effective Evaluation Dataset ↗Tianqing Fang, Weiqi Wang, Sehyun Choi et al.16 citations
- Controlling Machine Translation for Multiple Attributes with Additive Interventions ↗Andrea Schioppa, David Vilar, Artem Sokolov et al.16 citations
- Efficient Contrastive Learning via Novel Data Augmentation and Curriculum Learning ↗Seonghyeon Ye, Jiseon Kim, Alice Oh16 citations
- Fairness-aware Class Imbalanced Learning ↗Shivashankar Subramanian, Afshin Rahimi, Timothy Baldwin et al.16 citations
- Heterogeneous Graph Neural Networks for Keyphrase Generation ↗Jiacheng Ye, Ruijian Cai, Tao Gui et al.16 citations
- Idiosyncratic but not Arbitrary: Learning Idiolects in Online Registers Reveals Distinctive yet Consistent Individual Styles ↗Jian Zhu, David Jurgens16 citations
- Investigating Robustness of Dialog Models to Popular Figurative Language Constructs ↗Harsh Jhamtani, Varun Gangal, Eduard Hovy et al.16 citations
- Language Models are Few-Shot Butlers ↗Vincent Micheli, Francois Fleuret16 citations
- More is Better: Enhancing Open-Domain Dialogue Generation via Multi-Source Heterogeneous Knowledge ↗Sixing Wu, Ying Li, Minghui Wang et al.16 citations
- Mutual-Learning Improves End-to-End Speech Translation ↗Jiawei Zhao, Wei Luo, Boxing Chen et al.16 citations
- Neural Attention-Aware Hierarchical Topic Model ↗Yuan Jin, He Zhao, Ming Liu et al.16 citations
- Neural Machine Translation Quality and Post-Editing Performance ↗Vilém Zouhar, Martin Popel, Ondřej Bojar et al.16 citations
- Numeracy enhances the Literacy of Language Models ↗Avijit Thawani, Jay Pujara, Filip Ilievski16 citations
- SHAPE: Shifted Absolute Position Embedding for Transformers ↗Shun Kiyono, Sosuke Kobayashi, Jun Suzuki et al.16 citations
- Sentence Bottleneck Autoencoders from Transformer Language Models ↗Ivan Montero, Nikolaos Pappas, Noah A. Smith16 citations
- Simple and Effective Unsupervised Redundancy Elimination to Compress Dense Vectors for Passage Retrieval ↗Xueguang Ma, Minghan Li, Kai Sun et al.16 citations
- TEMP: Taxonomy Expansion with Dynamic Margin Loss through Taxonomy-Paths ↗Zichen Liu, Hongyuan Xu, Yanlong Wen et al.16 citations
- Towards Realistic Few-Shot Relation Extraction ↗Sam Brody, Sichao Wu, Adrian Benton16 citations
- fairseq S\textasciicircum2: A Scalable and Integrable Speech Synthesis Toolkit ↗Changhan Wang, Wei-Ning Hsu, Yossi Adi et al. · System Demonstrations16 citations
- A Bayesian Framework for Information-Theoretic Probing ↗Tiago Pimentel, Ryan Cotterell15 citations
- CAPE: Context-Aware Private Embeddings for Private Language Learning ↗Richard Plant, Dimitra Gkatzia, Valerio Giuffrida15 citations
- CATE: A Contrastive Pre-trained Model for Metaphor Detection with Semi-supervised Learning ↗Zhenxi Lin, Qianli Ma, Jiangyue Yan et al.15 citations
- CoLV: A Collaborative Latent Variable Model for Knowledge-Grounded Dialogue Generation ↗Haolan Zhan, Lei Shen, Hongshen Chen et al.15 citations
- Distilling Relation Embeddings from Pretrained Language Models ↗Asahi Ushio, Jose Camacho-Collados, Steven Schockaert15 citations
- Efficient Multi-Task Auxiliary Learning: Selecting Auxiliary Data by Feature Similarity ↗Po-Nien Kung, Sheng-Siang Yin, Yi-Cheng Chen et al.15 citations
- Exploring the Role of BERT Token Representations to Explain Sentence Probing Results ↗Hosein Mohebbi, Ali Modarressi, Mohammad Taher Pilehvar15 citations
- FLiText: A Faster and Lighter Semi-Supervised Text Classification with Convolution Networks ↗Chen Liu, Zhang Mengchao, Fu Zhibing et al.15 citations
- FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation ↗Kushal Lakhotia, Bhargavi Paranjape, Asish Ghoshal et al.15 citations
- Finding a Balanced Degree of Automation for Summary Evaluation ↗Shiyue Zhang, Mohit Bansal15 citations
- Finding needles in a haystack: Sampling Structurally-diverse Training Sets from Synthetic Data for Compositional Generalization ↗Inbar Oren, Jonathan Herzig, Jonathan Berant15 citations
- IndoNLI: A Natural Language Inference Dataset for Indonesian ↗Rahmad Mahendra, Alham Fikri Aji, Samuel Louvan et al.15 citations
- Inflate and Shrink:Enriching and Reducing Interactions for Fast Text-Image Retrieval ↗Haoliang Liu, Tan Yu, Ping Li15 citations
- Is Multi-Hop Reasoning Really Explainable? Towards Benchmarking Reasoning Interpretability ↗Xin Lv, Yixin Cao, Lei Hou et al.15 citations
- Learning Constraints and Descriptive Segmentation for Subevent Detection ↗Haoyu Wang, Hongming Zhang, Muhao Chen et al.15 citations
- Maximal Clique Based Non-Autoregressive Open Information Extraction ↗Bowen Yu, Yucheng Wang, Tingwen Liu et al.15 citations
- RAST: Domain-Robust Dialogue Rewriting as Sequence Tagging ↗Jie Hao, Linfeng Song, Liwei Wang et al.15 citations
- RuleBERT: Teaching Soft Rules to Pre-Trained Language Models ↗Mohammed Saeed, Naser Ahmadi, Preslav Nakov et al.15 citations
- Ultra-High Dimensional Sparse Representations with Binarization for Efficient Text Retrieval ↗Kyoung-Rok Jang, Junmo Kang, Giwon Hong et al.15 citations
- Will this Question be Answered? Question Filtering via Answer Model Distillation for Efficient Question Answering ↗Siddhant Garg, Alessandro Moschitti15 citations
- Allocating Large Vocabulary Capacity for Cross-Lingual Language Model Pre-Training ↗Bo Zheng, Li Dong, Shaohan Huang et al.14 citations
- Argument Pair Extraction with Mutual Guidance and Inter-sentence Relation Graph ↗Jianzhu Bao, Bin Liang, Jingyi Sun et al.14 citations
- COVR: A Test-Bed for Visually Grounded Compositional Generalization with Real Images ↗Ben Bogin, Shivanshu Gupta, Matt Gardner et al.14 citations
- Distributionally Robust Multilingual Machine Translation ↗Chunting Zhou, Daniel Levy, Xian Li et al.14 citations
- Effect of Visual Extensions on Natural Language Understanding in Vision-and-Language Models ↗Taichi Iki, Akiko Aizawa14 citations
- Emotion Inference in Multi-Turn Conversations with Addressee-Aware Module and Ensemble Strategy ↗Dayu Li, Xiaodan Zhu, Yang Li et al.14 citations
- GAML-BERT: Improving BERT Early Exiting by Gradient Aligned Mutual Learning ↗Wei Zhu, Xiaoling Wang, Yuan Ni et al.14 citations
- Generic resources are what you need: Style transfer tasks without task-specific parallel training data ↗Huiyuan Lai, Antonio Toral, Malvina Nissim14 citations
- Improving Query Graph Generation for Complex Question Answering over Knowledge Base ↗Kechen Qin, Cheng Li, Virgil Pavlu et al.14 citations
- LMdiff: A Visual Diff Tool to Compare Language Models ↗Hendrik Strobelt, Benjamin Hoover, Arvind Satyanaryan et al. · System Demonstrations14 citations
- Memory and Knowledge Augmented Language Models for Inferring Salience in Long-Form Stories ↗David Wilmot, Frank Keller14 citations
- Not Just Classification: Recognizing Implicit Discourse Relation on Joint Modeling of Classification and GenerationFeng Jiang, Yaxin Fan, Xiaomin Chu et al.14 citations · our summary
- Open-domain clarification question generation without question examples ↗Julia White, Gabriel Poesia, Robert Hawkins et al.14 citations
- PermuteFormer: Efficient Relative Position Encoding for Long Sequences ↗Peng Chen14 citations
- Relation Extraction with Word Graphs from N-grams ↗Han Qin, Yuanhe Tian, Yan Song14 citations
- Self-Supervised Curriculum Learning for Spelling Error Correction ↗Zifa Gan, Hongfei Xu, Hongying Zan14 citations
- TEBNER: Domain Specific Named Entity Recognition with Type Expanded Boundary-aware Network ↗Zheng Fang, Yanan Cao, Tai Li et al.14 citations
- Text Counterfactuals via Latent Optimization and Shapley-Guided Search ↗Xiaoli Fern, Quintin Pope14 citations
- Towards Incremental Transformers: An Empirical Analysis of Transformer Models for Incremental NLU ↗Patrick Kahardipraja, Brielen Madureira, David Schlangen14 citations
- Treasures Outside Contexts: Improving Event Detection via Global Statistics ↗Rui Li, Wenlin Zhao, Cheng Yang et al.14 citations
- Uncertain Local-to-Global Networks for Document-Level Event Factuality Identification ↗Pengfei Cao, Yubo Chen, Yuqing Yang et al.14 citations
- A Collaborative Multi-agent Reinforcement Learning Framework for Dialog Action Decomposition ↗Huimin Wang, Kam-Fai Wong13 citations
- A Label-Aware BERT Attention Network for Zero-Shot Multi-Intent Detection in Spoken Language Understanding ↗Ting-Wei Wu, Ruolin Su, Biing Juang13 citations
- AMuSE-WSD: An All-in-one Multilingual System for Easy Word Sense Disambiguation ↗Riccardo Orlando, Simone Conia, Fabrizio Brignone et al. · System Demonstrations13 citations
- AfroMT: Pretraining Strategies and Reproducible Benchmarks for Translation of 8 African Languages ↗Machel Reid, Junjie Hu, Graham Neubig et al.13 citations
- Assessing the Reliability of Word Embedding Gender Bias Measures ↗Yupei Du, Qixiang Fang, Dong Nguyen13 citations
- BiSECT: Learning to Split and Rephrase Sentences with Bitexts ↗Joongwon Kim, Mounica Maddela, Reno Kriz et al.13 citations
- Boosting Cross-Lingual Transfer via Self-Learning with Uncertainty Estimation ↗Liyan Xu, Xuchao Zhang, Xujiang Zhao et al.13 citations
- Connecting Attributions and QA Model Behavior on Realistic Counterfactuals ↗Xi Ye, Rohan Nair, Greg Durrett13 citations
- Contrastive Conditioning for Assessing Disambiguation in MT: A Case Study of Distilled Bias ↗Jannis Vamvas, Rico Sennrich13 citations
- Conundrums in Event Coreference Resolution: Making Sense of the State of the ArtJing Lu, Vincent Ng13 citations · our summary
- EARL: Informative Knowledge-Grounded Conversation Generation with Entity-Agnostic Representation Learning ↗Hao Zhou, Minlie Huang, Yong Liu et al.13 citations
- Effects of Parameter Norm Growth During Transformer Training: Inductive Bias from Gradient Descent ↗William Merrill, Vivek Ramanujan, Yoav Goldberg et al.13 citations
- End-to-End Learning of Flowchart Grounded Task-Oriented Dialogs ↗Dinesh Raghu, Shantanu Agarwal, Sachindra Joshi et al.13 citations
- Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based Results ↗Ian Magnusson, Scott Friedman13 citations
- Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic Factors ↗Marvin Kaster, Wei Zhao, Steffen Eger13 citations
- GupShup: Summarizing Open-Domain Code-Switched Conversations ↗Laiba Mehnaz, Debanjan Mahata, Uma Sushmitha Gunturi et al.13 citations
- IGA: An Intent-Guided Authoring Assistant ↗Simeng Sun, Wenlong Zhao, Varun Manjunatha et al.13 citations
- Improving Simultaneous Translation by Incorporating Pseudo-References with Fewer Reorderings ↗Junkun Chen, Renjie Zheng, Atsuhito Kita et al.13 citations
- MS-Mentions: Consistently Annotating Entity Mentions in Materials Science Procedural Text ↗Tim O'Gorman, Zach Jensen, Sheshera Mysore et al.13 citations
- Multi-Domain Multilingual Question Answering ↗Sebastian Ruder, Avi Sil · Tutorial Abstracts13 citations
- Robustness and Adversarial Examples in Natural Language Processing ↗Kai-Wei Chang, He He, Robin Jia et al. · Tutorial Abstracts13 citations
- SPECTRA: Sparse Structured Text Rationalization ↗Nuno M. Guerreiro, André F. T. Martins13 citations
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