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EMNLP 2020 Papers with Code/Data

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We identified ~70 EMNLP main track 2020 papers that have code or data published. We list all of them in the following table. Since the extraction step is done by machines, we may miss some papers. Let us know if more papers can be added to this table.

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Title Authors Code
1 Learning to Represent Image and Text with Denotation Graph Bowen Zhang, Hexiang Hu, Vihan Jain, Eugene Ie, Fei Sha link
2 Shallow-to-Deep Training for Neural Machine Translation Bei Li, Ziyang Wang, Hui Liu, Yufan Jiang, Quan Du, Tong Xiao, Huizhen Wang, Jingbo Zhu link
3 IIRC: A Dataset of Incomplete Information Reading Comprehension Questions James Ferguson, Matt Gardner, Hannaneh Hajishirzi, Tushar Khot, Pradeep Dasigi link
4 Reading Between the Lines: Exploring Infilling in Visual Narratives Khyathi Raghavi Chandu, Ruo-Ping Dong, Alan W Black link
5 Local Additivity Based Data Augmentation for Semi-supervised NER Jiaao Chen, Zhenghui Wang, Ran Tian, Zichao Yang, Diyi Yang link
6 Calibrated Language Model Fine-Tuning for In- and Out-of-Distribution Data Lingkai Kong, Haoming Jiang, Yuchen Zhuang, Jie Lyu, Tuo Zhao, Chao Zhang link
7 Coding Textual Inputs Boosts the Accuracy of Neural Networks Abdul Rafae Khan, Jia Xu, Weiwei Sun link
8 Benchmarking Meaning Representations in Neural Semantic Parsing Jiaqi Guo, Qian Liu, Jian-Guang Lou, Zhenwen Li, Xueqing Liu, Tao Xie, Ting Liu link
9 Double Graph Based Reasoning for Document-level Relation Extraction Shuang Zeng, Runxin Xu, Baobao Chang, Lei Li link
10 MAVEN: A Massive General Domain Event Detection Dataset Xiaozhi Wang, Ziqi Wang, Xu Han, Wangyi Jiang, Rong Han, Zhiyuan Liu, Juanzi Li, Peng Li, Yankai Lin, Jie Zhou link
11 Adaptive Attentional Network for Few-Shot Knowledge Graph Completion Jiawei Sheng, Shu Guo, Zhenyu Chen, Juwei Yue, Lihong Wang, Tingwen Liu, Hongbo Xu link
12 Multimodal Joint Attribute Prediction and Value Extraction for E-commerce Product Tiangang Zhu, Yue Wang, Haoran Li, Youzheng Wu, Xiaodong He, Bowen Zhou link
13 What do Models Learn from Question Answering Datasets? Priyanka Sen, Amir Saffari link
14 Discern: Discourse-Aware Entailment Reasoning Network for Conversational Machine Reading Yifan Gao, Chien-Sheng Wu, Jingjing Li, Shafiq Joty, Steven C.H. Hoi, Caiming Xiong, Irwin King, Michael Lyu link
15 Improving AMR Parsing with Sequence-to-Sequence Pre-training Dongqin Xu, Junhui Li, Muhua Zhu, Min Zhang, Guodong Zhou link
16 Not Low-Resource Anymore: Aligner Ensembling, Batch Filtering, and New Datasets for Bengali-English Machine Translation Tahmid Hasan, Abhik Bhattacharjee, Kazi Samin, Masum Hasan, Madhusudan Basak, M. Sohel Rahman, Rifat Shahriyar link
17 Pre-training Multilingual Neural Machine Translation by Leveraging Alignment Information Zehui Lin, Xiao Pan, Mingxuan Wang, Xipeng Qiu, Jiangtao Feng, Hao Zhou, Lei Li link
18 Can Automatic Post-Editing Improve NMT? Shamil Chollampatt, Raymond Hendy Susanto, Liling Tan, Ewa Szymanska link
19 Word Rotator’s Distance Sho Yokoi, Ryo Takahashi, Reina Akama, Jun Suzuki, Kentaro Inui link
20 Disentangle-based Continual Graph Representation Learning Xiaoyu Kou, Yankai Lin, Shaobo Liu, Peng Li, Jie Zhou, Yan Zhang link
21 Towards Interpreting BERT for Reading Comprehension Based QA Sahana Ramnath, Preksha Nema, Deep Sahni, Mitesh M. Khapra link
22 VD-BERT: A Unified Vision and Dialog Transformer with BERT Yue Wang, Shafiq Joty, Michael Lyu, Irwin King, Caiming Xiong, Steven C.H. Hoi link
23 Sub-Instruction Aware Vision-and-Language Navigation Yicong Hong, Cristian Rodriguez, Qi Wu, Stephen Gould link
24 With More Contexts Comes Better Performance: Contextualized Sense Embeddings for All-Round Word Sense Disambiguation Bianca Scarlini, Tommaso Pasini, Roberto Navigli link
25 Tasty Burgers, Soggy Fries: Probing Aspect Robustness in Aspect-Based Sentiment Analysis Xiaoyu Xing, Zhijing Jin, Di Jin, Bingning Wang, Qi Zhang, Xuanjing Huang link
26 Learning from Context or Names? An Empirical Study on Neural Relation Extraction Hao Peng, Tianyu Gao, Xu Han, Yankai Lin, Peng Li, Zhiyuan Liu, Maosong Sun, Jie Zhou link
27 Multi-View Sequence-to-Sequence Models with Conversational Structure for Abstractive Dialogue Summarization Jiaao Chen, Diyi Yang link
28 Adversarial Semantic Collisions Congzheng Song, Alexander Rush, Vitaly Shmatikov link
29 An Empirical Study of Pre-trained Transformers for Arabic Information Extraction Wuwei Lan, Yang Chen, Wei Xu, Alan Ritter link
30 Automatic Extraction of Rules Governing Morphological Agreement Aditi Chaudhary, Antonios Anastasopoulos, Adithya Pratapa, David R. Mortensen, Zaid Sheikh, Yulia Tsvetkov, Graham Neubig link
31 EXAMS: A Multi-subject High School Examinations Dataset for Cross-lingual and Multilingual Question Answering Momchil Hardalov, Todor Mihaylov, Dimitrina Zlatkova, Yoan Dinkov, Ivan Koychev, Preslav Nakov link
32 Multi-view Story Characterization from Movie Plot Synopses and Reviews Sudipta Kar, Gustavo Aguilar, Mirella Lapata, Thamar Solorio link
33 RethinkCWS: Is Chinese Word Segmentation a Solved Task? Jinlan Fu, Pengfei Liu, Qi Zhang, Xuanjing Huang link
34 Dynamic Anticipation and Completion for Multi-Hop Reasoning over Sparse Knowledge Graph Xin Lv, Xu Han, Lei Hou, Juanzi Li, Zhiyuan Liu, Wei Zhang, Yichi Zhang, Hao Kong, Suhui Wu link
35 AmbigQA: Answering Ambiguous Open-domain Questions Sewon Min, Julian Michael, Hannaneh Hajishirzi, Luke Zettlemoyer link
36 Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement Learning Yuncheng Hua, Yuan-Fang Li, Gholamreza Haffari, Guilin Qi, Tongtong Wu link
37 LAReQA: Language-Agnostic Answer Retrieval from a Multilingual Pool Uma Roy, Noah Constant, Rami Al-Rfou, Aditya Barua, Aaron Phillips, Yinfei Yang link
38 X-FACTR: Multilingual Factual Knowledge Retrieval from Pretrained Language Models Zhengbao Jiang, Antonios Anastasopoulos, Jun Araki, Haibo Ding, Graham Neubig link
39 Interpretable Multi-dataset Evaluation for Named Entity Recognition Jinlan Fu, Pengfei Liu, Graham Neubig link
40 T3: Tree-Autoencoder Constrained Adversarial Text Generation for Targeted Attack Boxin Wang, Hengzhi Pei, Boyuan Pan, Qian Chen, Shuohang Wang, Bo Li link
41 BERT-ATTACK: Adversarial Attack Against BERT Using BERT Linyang Li, Ruotian Ma, Qipeng Guo, Xiangyang Xue, Xipeng Qiu link
42 Exploring and Evaluating Attributes, Values, and Structures for Entity Alignment Zhiyuan Liu, Yixin Cao, Liangming Pan, Juanzi Li, Zhiyuan Liu, Tat-Seng Chua link
43 Scalable Zero-shot Entity Linking with Dense Entity Retrieval Ledell Wu, Fabio Petroni, Martin Josifoski, Sebastian Riedel, Luke Zettlemoyer link
44 LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention Ikuya Yamada, Akari Asai, Hiroyuki Shindo, Hideaki Takeda, Yuji Matsumoto link
45 Pretrained Language Model Embryology: The Birth of ALBERT Cheng-Han Chiang, Sung-Feng Huang, Hung-yi Lee link
46 An Imitation Game for Learning Semantic Parsers from User Interaction Ziyu Yao, Yiqi Tang, Wen-tau Yih, Huan Sun, Yu Su link
47 Train No Evil: Selective Masking for Task-Guided Pre-Training Yuxian Gu, Zhengyan Zhang, Xiaozhi Wang, Zhiyuan Liu, Maosong Sun link
48 Coreferential Reasoning Learning for Language Representation Deming Ye, Yankai Lin, Jiaju Du, Zhenghao Liu, Peng Li, Maosong Sun, Zhiyuan Liu link
49 XL-WiC: A Multilingual Benchmark for Evaluating Semantic Contextualization Alessandro Raganato, Tommaso Pasini, Jose Camacho-Collados, Mohammad Taher Pilehvar link
50 Generationary or “How We Went beyond Word Sense Inventories and Learned to Gloss” Michele Bevilacqua, Marco Maru, Roberto Navigli link
51 SLURP: A Spoken Language Understanding Resource Package Emanuele Bastianelli, Andrea Vanzo, Pawel Swietojanski, Verena Rieser link
52 Counterfactual Generator: A Weakly-Supervised Method for Named Entity Recognition Xiangji Zeng, Yunliang Li, Yuchen Zhai, Yin Zhang link
53 Fact or Fiction: Verifying Scientific Claims David Wadden, Shanchuan Lin, Kyle Lo, Lucy Lu Wang, Madeleine van Zuylen, Arman Cohan, Hannaneh Hajishirzi link
54 Where Are the Facts? Searching for Fact-checked Information to Alleviate the Spread of Fake News Nguyen Vo, Kyumin Lee link
55 Hierarchical Evidence Set Modeling for Automated Fact Extraction and Verification Shyam Subramanian, Kyumin Lee link
56 CoDEx: A Comprehensive Knowledge Graph Completion Benchmark Tara Safavi, Danai Koutra link
57 Authorship Attribution for Neural Text Generation Adaku Uchendu, Thai Le, Kai Shu, Dongwon Lee link
58 Exploring Contextualized Neural Language Models for Temporal Dependency Parsing Hayley Ross, Jonathon Cai, Bonan Min link
59 SeqMix: Augmenting Active Sequence Labeling via Sequence Mixup Rongzhi Zhang, Yue Yu, Chao Zhang link
60 Keep CALM and Explore: Language Models for Action Generation in Text-based Games Shunyu Yao, Rohan Rao, Matthew Hausknecht, Karthik Narasimhan link
61 MIME: MIMicking Emotions for Empathetic Response Generation Navonil Majumder, Pengfei Hong, Shanshan Peng, Jiankun Lu, Deepanway Ghosal, Alexander Gelbukh, Rada Mihalcea, Soujanya Poria link
62 On the Sentence Embeddings from Pre-trained Language Models Bohan Li, Hao Zhou, Junxian He, Mingxuan Wang, Yiming Yang, Lei Li link
63 Partially-Aligned Data-to-Text Generation with Distant Supervision Zihao Fu, Bei Shi, Wai Lam, Lidong Bing, Zhiyuan Liu link
64 MedDialog: Large-scale Medical Dialogue Datasets Guangtao Zeng, Wenmian Yang, Zeqian Ju, Yue Yang, Sicheng Wang, Ruisi Zhang, Meng Zhou, Jiaqi Zeng, Xiangyu Dong, Ruoyu Zhang, Hongchao Fang, Penghui Zhu, Shu Chen, Pengtao Xie link
65 Evaluating the Factual Consistency of Abstractive Text Summarization Wojciech Kryscinski, Bryan McCann, Caiming Xiong, Richard Socher link
66 Generating Label Cohesive and Well-Formed Adversarial Claims Pepa Atanasova, Dustin Wright, Isabelle Augenstein link
67 A Diagnostic Study of Explainability Techniques for Text Classification Pepa Atanasova, Jakob Grue Simonsen, Christina Lioma, Isabelle Augenstein link
68 Zero-Shot Cross-Lingual Transfer with Meta Learning Farhad Nooralahzadeh, Giannis Bekoulis, Johannes Bjerva, Isabelle Augenstein link
69 SubjQA: A Dataset for Subjectivity and Review Comprehension Johannes Bjerva, Nikita Bhutani, Behzad Golshan, Wang-Chiew Tan, Isabelle Augenstein link
70 Transformer Based Multi-Source Domain Adaptation Dustin Wright, Isabelle Augenstein link
71 Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference Jianguo Zhang, Kazuma Hashimoto, Wenhao Liu, Chien-Sheng Wu, Yao Wan, Philip Yu, Richard Socher, Caiming Xiong link