EMNLP 2019 Papers with Code/Data
We identified ~40 EMNLP 2019 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 | Open Relation Extraction: Relational Knowledge Transfer from Supervised Data to Unsupervised Data | “Ruidong Wu, Yuan Yao, Xu Han, Ruobing Xie, Zhiyuan Liu, Fen Lin, Leyu Lin, Maosong Sun” | link |
| 2 | Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event Extraction | “Shun Zheng, Wei Cao, Wei Xu, Jiang Bian” | link |
| 3 | Event Detection with Trigger-Aware Lattice Neural Network | “Ning Ding, Ziran Li, Zhiyuan Liu, Haitao Zheng, Zibo Lin” | link |
| 4 | Hierarchical Text Classification with Reinforced Label Assignment | “Yuning Mao, Jingjing Tian, Jiawei Han, Xiang Ren” | link |
| 5 | KnowledgeNet: A Benchmark Dataset for Knowledge Base Population | “Filipe Mesquita, Matteo Cannaviccio, Jordan Schmidek, Paramita Mirza, Denilson Barbosa” | link |
| 6 | Modeling Multi-Action Policy for Task-Oriented Dialogues | “Lei Shu, Hu Xu, Bing Liu, Piero Molino” | link |
| 7 | Cross-Lingual Machine Reading Comprehension | “Yiming Cui, Wanxiang Che, Ting Liu, Bing Qin, Shijin Wang, Guoping Hu” | link |
| 8 | A Multi-Type Multi-Span Network for Reading Comprehension that Requires Discrete Reasoning | “Minghao Hu, Yuxing Peng, Zhen Huang, Dongsheng Li” | link |
| 9 | CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to Databases | “Tao Yu, Rui Zhang, Heyang Er, Suyi Li, Eric Xue, Bo Pang, Xi Victoria Lin, Yi Chern Tan, Tianze Shi, Zihan Li, Youxuan Jiang, Michihiro Yasunaga, Sungrok Shim, Tao Chen, Alexander Fabbri, Zifan Li, Luyao Chen, Yuwen Zhang, Shreya Dixit, Vincent Zhang, Caiming Xiong, Richard Socher, Walter Lasecki, Dragomir Radev” | link |
| 10 | Talk2Car: Taking Control of Your Self-Driving Car | “Thierry Deruyttere, Simon Vandenhende, Dusan Grujicic, Luc Van Gool, Marie-Francine Moens” | link |
| 11 | Cosmos QA: Machine Reading Comprehension with Contextual Commonsense Reasoning | “Lifu Huang, Ronan Le Bras, Chandra Bhagavatula, Yejin Choi” | link |
| 12 | BiPaR: A Bilingual Parallel Dataset for Multilingual and Cross-lingual Reading Comprehension on Novels | “Yimin Jing, Deyi Xiong, Zhen Yan” | link |
| 13 | Language Models as Knowledge Bases? | “Fabio Petroni, Tim Rocktäschel, Sebastian Riedel, Patrick Lewis, Anton Bakhtin, Yuxiang Wu, Alexander Miller” | link |
| 14 | PubMedQA: A Dataset for Biomedical Research Question Answering | “Qiao Jin, Bhuwan Dhingra, Zhengping Liu, William Cohen, Xinghua Lu” | link |
| 15 | Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph Model | “Chengjiang Li, Yixin Cao, Lei Hou, Jiaxin Shi, Juanzi Li, Tat-Seng Chua” | link |
| 16 | Contrastive Attention Mechanism for Abstractive Sentence Summarization | “Xiangyu Duan, Hongfei Yu, Mingming Yin, Min Zhang, Weihua Luo, Yue Zhang” | link |
| 17 | NCLS: Neural Cross-Lingual Summarization | “Junnan Zhu, Qian Wang, Yining Wang, Yu Zhou, Jiajun Zhang, Shaonan Wang, Chengqing Zong” | link |
| 18 | Better Rewards Yield Better Summaries: Learning to Summarise Without References | “Florian Böhm, Yang Gao, Christian M. Meyer, Ori Shapira, Ido Dagan, Iryna Gurevych” | link |
| 19 | Mixture Content Selection for Diverse Sequence Generation | “Jaemin Cho, Minjoon Seo, Hannaneh Hajishirzi” | link |
| 20 | Let’s Ask Again: Refine Network for Automatic Question Generation | “Preksha Nema, Akash Kumar Mohankumar, Mitesh M. Khapra, Balaji Vasan Srinivasan, Balaraman Ravindran” | link |
| 21 | SyntagNet: Challenging Supervised Word Sense Disambiguation with Lexical-Semantic Combinations | “Marco Maru, Federico Scozzafava, Federico Martelli, Roberto Navigli” | link |
| 22 | SciBERT: A Pretrained Language Model for Scientific Text | “Iz Beltagy, Kyle Lo, Arman Cohan” | link |
| 23 | Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction | “Qinyuan Ye, Liyuan Liu, Maosen Zhang, Xiang Ren” | link |
| 24 | Sampling Bias in Deep Active Classification: An Empirical Study | “Ameya Prabhu, Charles Dognin, Maneesh Singh” | link |
| 25 | Topics to Avoid: Demoting Latent Confounds in Text Classification | “Sachin Kumar, Shuly Wintner, Noah A. Smith, Yulia Tsvetkov” | link |
| 26 | Everything Happens for a Reason: Discovering the Purpose of Actions in Procedural Text | “Bhavana Dalvi, Niket Tandon, Antoine Bosselut, Wen-tau Yih, Peter Clark” | link |
| 27 | Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks | “Chen Zhang, Qiuchi Li, Dawei Song” | link |
| 28 | LXMERT: Learning Cross-Modality Encoder Representations from Transformers | “Hao Tan, Mohit Bansal” | link |
| 29 | YouMakeup: A Large-Scale Domain-Specific Multimodal Dataset for Fine-Grained Semantic Comprehension | “Weiying Wang, Yongcheng Wang, Shizhe Chen, Qin Jin” | link |
| 30 | CrossWeigh: Training Named Entity Tagger from Imperfect Annotations | “Zihan Wang, Jingbo Shang, Liyuan Liu, Lihao Lu, Jiacheng Liu, Jiawei Han” | link |
| 31 | Editing-Based SQL Query Generation for Cross-Domain Context-Dependent Questions | “Rui Zhang, Tao Yu, Heyang Er, Sungrok Shim, Eric Xue, Xi Victoria Lin, Tianze Shi, Caiming Xiong, Richard Socher, Dragomir Radev” | link |
| 32 | Rethinking Attribute Representation and Injection for Sentiment Classification | Reinald Kim Amplayo | link |
| 33 | HMEAE: Hierarchical Modular Event Argument Extraction | “Xiaozhi Wang, Ziqi Wang, Xu Han, Zhiyuan Liu, Juanzi Li, Peng Li, Maosong Sun, Jie Zhou, Xiang Ren” | link |
| 34 | “Entity, Relation, and Event Extraction with Contextualized Span Representations” | “David Wadden, Ulme Wennberg, Yi Luan, Hannaneh Hajishirzi” | link |
| 35 | A Span-Extraction Dataset for Chinese Machine Reading Comprehension | “Yiming Cui, Ting Liu, Wanxiang Che, Li Xiao, Zhipeng Chen, Wentao Ma, Shijin Wang, Guoping Hu” | link |
| 36 | The FLORES Evaluation Datasets for Low-Resource Machine Translation: Nepali–English and Sinhala–English | “Francisco Guzmán, Peng-Jen Chen, Myle Ott, Juan Pino, Guillaume Lample, Philipp Koehn, Vishrav Chaudhary, Marc’Aurelio Ranzato” | link |
| 37 | FewRel 2.0: Towards More Challenging Few-Shot Relation Classification | “Tianyu Gao, Xu Han, Hao Zhu, Zhiyuan Liu, Peng Li, Maosong Sun, Jie Zhou” | link |