EMNLP 2020: all accepted papers
- STL-CQA: Structure-based Transformers with Localization and Encoding for Chart Question Answering ↗Hrituraj Singh, Sumit Shekhar44 citations
- Textual Data Augmentation for Efficient Active Learning on Tiny Datasets ↗Husam Quteineh, Spyridon Samothrakis, Richard Sutcliffe44 citations
- BERT-EMD: Many-to-Many Layer Mapping for BERT Compression with Earth Mover's Distance ↗Jianquan Li, Xiaokang Liu, Honghong Zhao et al.43 citations
- IGSQL: Database Schema Interaction Graph Based Neural Model for Context-Dependent Text-to-SQL Generation ↗Yitao Cai, Xiaojun Wan43 citations
- Improving Multilingual Models with Language-Clustered Vocabularies ↗Hyung Won Chung, Dan Garrette, Kiat Chuan Tan et al.43 citations
- Near-imperceptible Neural Linguistic Steganography via Self-Adjusting Arithmetic Coding ↗Jiaming Shen, Heng Ji, Jiawei Han43 citations
- SciSight: Combining faceted navigation and research group detection for COVID-19 exploratory scientific search ↗Tom Hope, Jason Portenoy, Kishore Vasan et al. · System Demonstrations43 citations
- Weakly Supervised Learning of Nuanced Frames for Analyzing Polarization in News Media ↗Shamik Roy, Dan Goldwasser43 citations
- XL-WiC: A Multilingual Benchmark for Evaluating Semantic ContextualizationAlessandro Raganato, Tommaso Pasini, Jose Camacho-Collados et al.43 citations · our summary
- “You are grounded!”: Latent Name Artifacts in Pre-trained Language Models ↗Vered Shwartz, Rachel Rudinger, Oyvind Tafjord43 citations
- A Rigorous Study on Named Entity Recognition: Can Fine-tuning Pretrained Model Lead to the Promised Land? ↗Hongyu Lin, Yaojie Lu, Jialong Tang et al.42 citations
- CMU-MOSEAS: A Multimodal Language Dataset for Spanish, Portuguese, German and French ↗AmirAli Bagher Zadeh, Yansheng Cao, Simon Hessner et al.42 citations
- Consistency of a Recurrent Language Model With Respect to Incomplete Decoding ↗Sean Welleck, Ilia Kulikov, Jaedeok Kim et al.42 citations
- Debiasing knowledge graph embeddings ↗Joseph Fisher, Arpit Mittal, Dave Palfrey et al.42 citations
- Generationary or “How We Went beyond Word Sense Inventories and Learned to Gloss”Michele Bevilacqua, Marco Maru, Roberto Navigli42 citations · our summary
- Human-centric dialog training via offline reinforcement learning ↗Natasha Jaques, Judy Hanwen Shen, Asma Ghandeharioun et al.42 citations
- Incremental Event Detection via Knowledge Consolidation Networks ↗Pengfei Cao, Yubo Chen, Jun Zhao et al.42 citations
- Interpretation of NLP models through input marginalization ↗Siwon Kim, Jihun Yi, Eunji Kim et al.42 citations
- Learning Music Helps You Read: Using Transfer to Study Linguistic Structure in Language Models ↗Isabel Papadimitriou, Dan Jurafsky42 citations
- PAIR: Planning and Iterative Refinement in Pre-trained Transformers for Long Text Generation ↗Xinyu Hua, Lu Wang42 citations
- Are All Good Word Vector Spaces Isomorphic? ↗Ivan Vulić, Sebastian Ruder, Anders Søgaard41 citations
- Discern: Discourse-Aware Entailment Reasoning Network for Conversational Machine Reading ↗Yifan Gao, Chien-Sheng Wu, Jingjing Li et al.41 citations
- IIRC: A Dataset of Incomplete Information Reading Comprehension Questions ↗James Ferguson, Matt Gardner, Hannaneh Hajishirzi et al.41 citations
- Improving the Efficiency of Grammatical Error Correction with Erroneous Span Detection and Correction ↗Mengyun Chen, Tao Ge, Xingxing Zhang et al.41 citations
- RiSAWOZ: A Large-Scale Multi-Domain Wizard-of-Oz Dataset with Rich Semantic Annotations for Task-Oriented Dialogue Modeling ↗Jun Quan, Shian Zhang, Qian Cao et al.41 citations
- SLM: Learning a Discourse Language Representation with Sentence Unshuffling ↗Haejun Lee, Drew A. Hudson, Kangwook Lee et al.41 citations
- Conversational Semantic Parsing for Dialog State Tracking ↗Jianpeng Cheng, Devang Agrawal, Héctor Martínez Alonso et al.40 citations
- Generating Fact Checking Briefs ↗Angela Fan, Aleksandra Piktus, Fabio Petroni et al.40 citations
- Pre-training for Abstractive Document Summarization by Reinstating Source Text ↗Yanyan Zou, Xingxing Zhang, Wei Lu et al.40 citations
- Response Selection for Multi-Party Conversations with Dynamic Topic Tracking ↗Weishi Wang, Steven C.H. Hoi, Shafiq Joty40 citations
- Tasty Burgers, Soggy Fries: Probing Aspect Robustness in Aspect-Based Sentiment Analysis ↗Xiaoyu Xing, Zhijing Jin, Di Jin et al.40 citations
- What do Models Learn from Question Answering Datasets? ↗Priyanka Sen, Amir Saffari40 citations
- A Supervised Word Alignment Method based on Cross-Language Span Prediction using Multilingual BERT ↗Masaaki Nagata, Katsuki Chousa, Masaaki Nishino39 citations
- Beyond [CLS] through Ranking by Generation ↗Cicero Nogueira dos Santos, Xiaofei Ma, Ramesh Nallapati et al.39 citations
- Learning Adaptive Segmentation Policy for Simultaneous Translation ↗Ruiqing Zhang, Chuanqiang Zhang, Zhongjun He et al.39 citations
- Learning to Explain: Datasets and Models for Identifying Valid Reasoning Chains in Multihop Question-Answering ↗Harsh Jhamtani, Peter Clark39 citations
- Shallow-to-Deep Training for Neural Machine Translation ↗Bei Li, Ziyang Wang, Hui Liu et al.39 citations
- A State-independent and Time-evolving Network for Early Rumor Detection in Social Media ↗Rui Xia, Kaizhou Xuan, Jianfei Yu38 citations
- Conversational Semantic Parsing ↗Armen Aghajanyan, Jean Maillard, Akshat Shrivastava et al.38 citations
- Domain Knowledge Empowered Structured Neural Net for End-to-End Event Temporal Relation Extraction ↗Rujun Han, Yichao Zhou, Nanyun Peng38 citations
- Evaluating and Characterizing Human Rationales ↗Samuel Carton, Anirudh Rathore, Chenhao Tan38 citations
- Lifelong Language Knowledge Distillation ↗Yung-Sung Chuang, Shang-Yu Su, Yun-Nung Chen38 citations
- OCR Post Correction for Endangered Language Texts ↗Shruti Rijhwani, Antonios Anastasopoulos, Graham Neubig38 citations
- Self-Paced Learning for Neural Machine Translation ↗Yu Wan, Baosong Yang, Derek F. Wong et al.38 citations
- Towards Medical Machine Reading Comprehension with Structural Knowledge and Plain Text ↗Dongfang Li, Baotian Hu, Qingcai Chen et al.38 citations
- Exploring the Role of Argument Structure in Online Debate Persuasion ↗Jialu Li, Esin Durmus, Claire Cardie37 citations
- HIT: Nested Named Entity Recognition via Head-Tail Pair and Token Interaction ↗Yu Wang, Yun Li, Hanghang Tong et al.37 citations
- Is Graph Structure Necessary for Multi-hop Question Answering? ↗Nan Shao, Yiming Cui, Ting Liu et al.37 citations
- LNMap: Departures from Isomorphic Assumption in Bilingual Lexicon Induction Through Non-Linear Mapping in Latent Space ↗Tasnim Mohiuddin, M Saiful Bari, Shafiq Joty37 citations
- Learning to Ignore: Long Document Coreference with Bounded Memory Neural NetworksShubham Toshniwal, Sam Wiseman, Allyson Ettinger et al.37 citations · our summary
- MAF: Multimodal Alignment Framework for Weakly-Supervised Phrase Grounding ↗Qinxin Wang, Hao Tan, Sheng Shen et al.37 citations
- On the importance of pre-training data volume for compact language models ↗Vincent Micheli, Martin d'Hoffschmidt, François Fleuret37 citations
- Pre-training Entity Relation Encoder with Intra-span and Inter-span Information ↗Yijun Wang, Changzhi Sun, Yuanbin Wu et al.37 citations
- Understanding Neural Abstractive Summarization Models via Uncertainty ↗Jiacheng Xu, Shrey Desai, Greg Durrett37 citations
- Word Rotator's Distance ↗Sho Yokoi, Ryo Takahashi, Reina Akama et al.37 citations
- Avoiding the Hypothesis-Only Bias in Natural Language Inference via Ensemble Adversarial TrainingJoe Stacey, Pasquale Minervini, Haim Dubossarsky et al.36 citations · our summary
- Feature Adaptation of Pre-Trained Language Models across Languages and Domains with Robust Self-Training ↗Hai Ye, Qingyu Tan, Ruidan He et al.36 citations
- Generating Label Cohesive and Well-Formed Adversarial Claims ↗Pepa Atanasova, Dustin Wright, Isabelle Augenstein36 citations
- Graph Convolutions over Constituent Trees for Syntax-Aware Semantic Role Labeling ↗Diego Marcheggiani, Ivan Titov36 citations
- Let's Stop Incorrect Comparisons in End-to-end Relation Extraction! ↗Bruno Taillé, Vincent Guigue, Geoffrey Scoutheeten et al.36 citations
- Pareto Probing: Trading Off Accuracy for Complexity ↗Tiago Pimentel, Naomi Saphra, Adina Williams et al.36 citations
- Plug and Play Autoencoders for Conditional Text Generation ↗Florian Mai, Nikolaos Pappas, Ivan Montero et al.36 citations
- Supertagging Combinatory Categorial Grammar with Attentive Graph Convolutional Networks ↗Yuanhe Tian, Yan Song, Fei Xia36 citations
- VolTAGE: Volatility Forecasting via Text Audio Fusion with Graph Convolution Networks for Earnings Calls ↗Ramit Sawhney, Piyush Khanna, Arshiya Aggarwal et al.36 citations
- A Dataset for Tracking Entities in Open Domain Procedural Text ↗Niket Tandon, Keisuke Sakaguchi, Bhavana Dalvi et al.35 citations
- AutoQA: From Databases To QA Semantic Parsers With Only Synthetic Training Data ↗Silei Xu, Sina Semnani, Giovanni Campagna et al.35 citations
- CancerEmo: A Dataset for Fine-Grained Emotion Detection ↗Tiberiu Sosea, Cornelia Caragea35 citations
- Compositional and Lexical Semantics in RoBERTa, BERT and DistilBERT: A Case Study on CoQA ↗Ieva Staliūnaitė, Ignacio Iacobacci35 citations
- Denoising Relation Extraction from Document-level Distant Supervision ↗Chaojun Xiao, Yuan Yao, Ruobing Xie et al.35 citations
- Do Explicit Alignments Robustly Improve Multilingual Encoders? ↗Shijie Wu, Mark Dredze35 citations
- HSCNN: A Hybrid-Siamese Convolutional Neural Network for Extremely Imbalanced Multi-label Text Classification ↗Wenshuo Yang, Jiyi Li, Fumiyo Fukumoto et al.35 citations
- Introducing a New Dataset for Event Detection in Cybersecurity Texts ↗Hieu Man Duc Trong, Duc Trong Le, Amir Pouran Ben Veyseh et al.35 citations
- Tell Me How to Ask Again: Question Data Augmentation with Controllable Rewriting in Continuous Space ↗Dayiheng Liu, Yeyun Gong, Jie Fu et al.35 citations
- An Empirical Investigation of Contextualized Number Prediction ↗Taylor Berg-Kirkpatrick, Daniel Spokoyny34 citations
- Recurrent Interaction Network for Jointly Extracting Entities and Classifying Relations ↗Kai Sun, Richong Zhang, Samuel Mensah et al.34 citations
- RoFT: A Tool for Evaluating Human Detection of Machine-Generated Text ↗Liam Dugan, Daphne Ippolito, Arun Kirubarajan et al. · System Demonstrations34 citations
- SubjQA: A Dataset for Subjectivity and Review Comprehension ↗Johannes Bjerva, Nikita Bhutani, Behzad Golshan et al.34 citations
- Visually Grounded Compound PCFGs ↗Yanpeng Zhao, Ivan Titov · 🏆 Honorable Mention Paper34 citations
- ALICE: Active Learning with Contrastive Natural Language Explanations ↗Weixin Liang, James Zou, Zhou Yu33 citations
- Adversarial Attack and Defense of Structured Prediction Models ↗Wenjuan Han, Liwen Zhang, Yong Jiang et al.33 citations
- AttnIO: Knowledge Graph Exploration with In-and-Out Attention Flow for Knowledge-Grounded Dialogue ↗Jaehun Jung, Bokyung Son, Sungwon Lyu33 citations
- Context-Aware Answer Extraction in Question Answering ↗Yeon Seonwoo, Ji-Hoon Kim, Jung-Woo Ha et al.33 citations
- Effectively pretraining a speech translation decoder with Machine Translation data ↗Ashkan Alinejad, Anoop Sarkar33 citations
- FIND: Human-in-the-Loop Debugging Deep Text Classifiers ↗Piyawat Lertvittayakumjorn, Lucia Specia, Francesca Toni33 citations
- Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement Learning ↗Yuncheng Hua, Yuan-Fang Li, Gholamreza Haffari et al.33 citations
- Mind Your Inflections! Improving NLP for Non-Standard Englishes with Base-Inflection Encoding ↗Samson Tan, Shafiq Joty, Lav Varshney et al.33 citations
- QADiscourse - Discourse Relations as QA Pairs: Representation, Crowdsourcing and BaselinesValentina Pyatkin, Ayal Klein, Reut Tsarfaty et al.33 citations · our summary
- The World is Not Binary: Learning to Rank with Grayscale Data for Dialogue Response Selection ↗Zibo Lin, Deng Cai, Yan Wang et al.33 citations
- A Bilingual Generative Transformer for Semantic Sentence Embedding ↗John Wieting, Graham Neubig, Taylor Berg-Kirkpatrick32 citations
- A Technical Question Answering System with Transfer Learning ↗Wenhao Yu, Lingfei Wu, Yu Deng et al. · System Demonstrations32 citations
- BERT-enhanced Relational Sentence Ordering Network ↗Baiyun Cui, Yingming Li, Zhongfei Zhang32 citations
- EmoTag1200: Understanding the Association between Emojis and Emotions ↗Abu Awal Md Shoeb, Gerard de Melo32 citations
- Inquisitive Question Generation for High Level Text ComprehensionWei-Jen Ko, Te-yuan Chen, Yiyan Huang et al.32 citations · our summary
- “I'd rather just go to bed”: Understanding Indirect AnswersAnnie Louis, Dan Roth, Filip Radlinski32 citations · our summary
- A Preliminary Exploration of GANs for Keyphrase Generation ↗Avinash Swaminathan, Haimin Zhang, Debanjan Mahata et al.31 citations
- Asking without Telling: Exploring Latent Ontologies in Contextual Representations ↗Julian Michael, Jan A. Botha, Ian Tenney31 citations
- BiST: Bi-directional Spatio-Temporal Reasoning for Video-Grounded Dialogues ↗Hung Le, Doyen Sahoo, Nancy Chen et al.31 citations
- DeezyMatch: A Flexible Deep Learning Approach to Fuzzy String Matching ↗Kasra Hosseini, Federico Nanni, Mariona Coll Ardanuy · System Demonstrations31 citations
- Gradient-guided Unsupervised Lexically Constrained Text Generation ↗Lei Sha31 citations
- HENIN: Learning Heterogeneous Neural Interaction Networks for Explainable Cyberbullying Detection on Social Media ↗Hsin-Yu Chen, Cheng-Te Li31 citations
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