A Simple and Effective Method To Eliminate the Self Language Bias in Multilingual Representations
Ziyi Yang, Yinfei Yang, Daniel Cer, Eric Darve
EMNLP 2021 | November 2021
November 7, 2021 –
November 11, 2021
Microsoft at EMNLP 2021
Lieu: Virtual
Publications
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Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections
Ruiqi Zhong, Kristy Lee, Zheng Zhang, Dan Klein
2021 Empirical Methods in Natural Language Processing | April 2021
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Adversarial Regularization as Stackelberg Game: An Unrolled Optimization Approach
Simiao Zuo, Chen Liang, Haoming Jiang, Xiaodong Liu, Pengcheng He, Jianfeng Gao, Weizhu Chen, Tuo Zhao
2021 Empirical Methods in Natural Language Processing | September 2021
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Allocating Large Vocabulary Capacity for Cross-lingual Language Model Pre-training
Bo Zheng, Li Dong, Shaohan Huang, Saksham Singhal, Wanxiang Che, Ting Liu, Xia Song, Furu Wei
EMNLP 2021 | September 2021
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Analyzing the Effects of Reasoning Types on Cross-Lingual Transfer Performance
Karthikeyan K, Aalok Sathe, Somak Aditya, Monojit Choudhury
EMNLP 2021 | October 2021
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ARCH: Efficient Adversarial Regularized Training with Caching
Simiao Zuo, Chen Liang, Haoming Jiang, Pengcheng He, Xiaodong Liu, Jianfeng Gao, Weizhu Chen, Tuo Zhao
2021 Empirical Methods in Natural Language Processing | September 2021
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Beyond Preserved Accuracy: Evaluating Loyalty and Robustness of BERT Compression
Canwen Xu, Wangchunshu Zhou, Tao Ge, Ke Xu, Julian McAuley, Furu Wei
2021 Empirical Methods in Natural Language Processing | September 2021
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Building and Evaluating Open-Domain Dialogue Corpora with Clarifying Questions
Mohammad Aliannejadi, Julia Kiseleva, Aleksandr Chuklin, Jeffrey Dalton, Mikhail Burtsev
2021 Empirical Methods in Natural Language Processing | September 2021
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CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees
Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun
EMNLP 2021 | November 2021
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Comparing Grammatical Theories of Code-Mixing
Adithya Pratapa, Monojit Choudhury
Proceedings of the 2021 EMNLP Workshop W-NUT: The Seventh Workshop on Noisy User-generated Text | January 2021
-
Constrained Language Models Yield Few-Shot Semantic Parsers
Richard Shin, Christopher H. Lin, Sam Thomson, Charles Chen, Subhro Roy, Emmanouil Antonios Platanios, Adam Pauls, Dan Klein, Jason Eisner, Ben Van Durme
EMNLP 2021 | November 2021
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Detecting Speaker Personas from Conversational Texts
Jia-Chen Gu, Zhen-Hua Ling, Yu Wu, Quan Liu, Zhigang Chen, Xiaodan Zhu
2021 Empirical Methods in Natural Language Processing | September 2021
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Dialogue State Tracking with a Language Model using Schema-Driven Prompting
Chia-Hsuan Lee, Hao Cheng, Mari Ostendorf
2021 Empirical Methods in Natural Language Processing | September 2021
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Discovering Representation Sprachbund For Multilingual Pre-Training
Yimin Fan, Yaobo Liang, Alexandre Muzio, Hany Hassan Awadalla, Houqiang Li, Ming Zhou, Nan Duan
EMNLP 2021 | October 2021
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Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence Annotation
Chen Zhao, Chenyan Xiong, Jordan Boyd-Graber, Hal Daumé III
2021 Empirical Methods in Natural Language Processing | October 2021
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Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation
Jingwei Yi, Fangzhao Wu, Chuhan Wu, Ruixuan Liu, Guangzhong Sun, Xing Xie
2021 Empirical Methods in Natural Language Processing | September 2021
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Finetuning Pretrained Transformers into RNNs
Jungo Kasai, Hao Peng, Yizhe Zhang, Dani Yogatama, Gabriel Ilharco, Nikolaos Pappas, Yi Mao, Weizhu Chen, Noah A. Smith
EMNLP 2021 | October 2021
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Improving Multilingual Translation by Representation and Gradient Regularization
Yilin Yang, Akiko Eriguchi, Alexandre Muzio, Prasad Tadepalli, Stefan Lee, Hany Hassan Awadalla
EMNLP 2021 (The 2021 Conference on Empirical Methods in Natural Language Processing) | November 2021
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Improving Sequence-to-Sequence Pre-training via Sequence Span Rewriting
Wangchunshu Zhou, Tao Ge, Ke Xu, Furu Wei
2021 Empirical Methods in Natural Language Processing | September 2021
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Interactive Machine Comprehension with Dynamic Knowledge Graphs
EMNLP 2021 | November 2021
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Jointly Learning to Repair Code and Generate Commit Message
Jiaqi Bai, Long Zhou, Ambrosio Blanco, Shujie Liu, Furu Wei, Ming Zhou, Zhoujun Li
2021 Empirical Methods in Natural Language Processing | September 2021
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KFCNet: Knowledge Filtering and Contrastive Learning Network for Generative Commonsense Reasoning
Haonan Li, Yeyun Gong, Jian Jiao, Ruofei Zhang, Timothy Baldwin, Nan Duan
2021 Empirical Methods in Natural Language Processing | September 2021
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Knowledge Enhanced Fine-Tuning for Better Handling Unseen Entities in Dialogue Generation
Leyang Cui, Yu Wu, Shujie Liu, Yue Zhang
2021 Empirical Methods in Natural Language Processing | September 2021
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LayoutReader: Pre-training of Text and Layout for Reading Order Detection
Zilong Wang, Yiheng Xu, Lei Cui, Jingbo Shang, Furu Wei
EMNLP 2021 | November 2021
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Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework
Yaqing Wang, Haoda Chu, Chao Zhang, Jing Gao
2021 Empirical Methods in Natural Language Processing | September 2021
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Learning from Multiple Noisy Augmented Data Sets for Better Cross-Lingual Spoken Language Understanding
Yingmei Guo, Linjun Shou (寿林钧), Jian Pei, Ming Gong (YIMING), Mingxing Xu, Zhiyong Wu, Daxin Jiang (姜大昕)
EMNLP 2021 | October 2021
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Learning Neural Templates for Recommender Dialogue System
Zujie Liang, Huang Hu, Can Xu, Jian Miao, Yingying He, Yining Chen, Xiubo Geng, Fan Liang, Daxin Jiang (姜大昕)
EMNLP 2021 | November 2021
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Learning to Ground Visual Objects for Visual Dialog
Feilong Chen, Xiuyi Chen, Can Xu, Daxin Jiang (姜大昕)
EMNLP 2021 | October 2021
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Less is More: Pre-train a Strong Text Encoder for Dense Retrieval Using a Weak Decoder
Shuqi Lu, Di He, Chenyan Xiong, Guolin Ke, Waleed Malik, Zhicheng Dou, Paul Bennett, Tieyan Liu, Arnold Overwijk
EMNLP 2021 | November 2021
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Levenshtein Training for Word-level Quality Estimation
Shuoyang Ding, Marcin Junczys-Dowmunt, Matt Post, Philipp Koehn
2021 Empirical Methods in Natural Language Processing | September 2021
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Linguistic dependencies and statistical dependence
Jacob Louis Hoover, Alessandro Sordoni, Wenyu Du, Timothy J. O’Donnell
2021 Empirical Methods in Natural Language Processing | April 2021
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Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy
Colin Clement, Shuai Lu, Xiaoyu Liu, Michele Tufano, Dawn Drain, Nan Duan, Neel Sundaresan, Alexey Svyatkovskiy
2021 Empirical Methods in Natural Language Processing | October 2021
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Modular Self-Supervision for Document-Level Relation Extraction
Sheng Zhang, Cliff Wong, Naoto Usuyama, Sarthak Jain, Tristan Naumann, Hoifung Poon
2021 Empirical Methods in Natural Language Processing | September 2021
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MT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs
Zewen Chi, Li Dong, Shuming Ma, Shaohan Huang, Xian-Ling Mao, Heyan Huang, Furu Wei
EMNLP 2021 | October 2021
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NewsBERT: Distilling Pre-trained Language Model for Intelligent News Application
Chuhan Wu, Fangzhao Wu, Yang Yu, Tao Qi, Yongfeng Huang, Qi Liu
2021 Empirical Methods in Natural Language Processing | February 2021
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NOAHQA: Numerical Reasoning with Interpretable Graph Question Answering Dataset
Qiyuan Zhang, Lei Wang, Sicheng Yu, Shuohang Wang, Yang Wang, Jing Jiang, Ee-Peng Lim
2021 Empirical Methods in Natural Language Processing | September 2021
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Re-entry Prediction for Online Conversations via Self-Supervised Learning
Lingzhi Wang, Xingshan Zeng, Huang Hu, Kam-Fai Wong, Daxin Jiang (姜大昕)
2021 Empirical Methods in Natural Language Processing | September 2021
-
Reference-Centric Models for Grounded Collaborative Dialogue
Daniel Fried, Justin Chiu, Dan Klein
2021 Empirical Methods in Natural Language Processing | September 2021
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Say `YES’ to Positivity: Detecting Toxic Language in Workplace Communications
Meghana Moorthy Bhat, Saghar Hosseini, Ahmed Awadallah, Paul Bennett, Weisheng Li
EMNLP 2021 | November 2021
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Studying word order through iterative shuffling
Nikolay Malkin, Sameera Lanka, Pranav Goel, Nebojsa Jojic
2021 Empirical Methods in Natural Language Processing | September 2021
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TAG: Gradient Attack on Transformer-based Language Models
Jieren Deng, Yijue Wang, Ji Li, Chao Shang, Hang Liu, Sanguthevar Rajasekaran, Caiwen Ding
2021 Empirical Methods in Natural Language Processing | September 2021
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TIAGE: A Benchmark for Topic-Shift Aware Dialog Modeling
Huiyuan Xie, Zhenghao Liu, Chenyan Xiong, Zhiyuan Liu, Ann Copestake
2021 Empirical Methods in Natural Language Processing | September 2021
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Token-wise Curriculum Learning for Neural Machine Translation
Chen Liang, Haoming Jiang, Xiaodong Liu, Pengcheng He, Wei Chen, Jianfeng Gao, Tuo Zhao
2021 Empirical Methods in Natural Language Processing | March 2021
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Uni-FedRec: A Unified Privacy-Preserving News Recommendation Framework for Model Training and Online Serving
Tao Qi, Fangzhao Wu, Chuhan Wu, Yongfeng Huang, Xing Xie
EMNLP 2021 | October 2021
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Universal Sentence Representations Learning with Conditional Masked Language Model
Ziyi Yang, Yinfei Yang, Daniel Cer, Jax Law, Eric Darve
EMNLP 2021 | August 2021
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WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach
Junjie Huang, Duyu Tang, Wanjun Zhong, Shuai Lu, Linjun Shou (寿林钧), Ming Gong (YIMING), Daxin Jiang (姜大昕), Nan Duan
EMNLP 2021 | October 2021
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WHOSe Heritage: Classification of UNESCO World Heritage «Outstanding Universal Value» Documents with Smoothed Labels
Nan Bai, Renqian Luo, Pirouz Nourian, Ana Pereira Roders
EMNLP 2021 | October 2021
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Zero-shot Cross-lingual Transfer of Neural Machine Translation with Multilingual Pretrained Encoders
Guanhua Chen, Shuming Ma, Yun Chen, Li Dong, Dongdong Zhang, Jia Pan, Wenping Wang, Furu Wei
EMNLP 2021 | October 2021
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HittER: Hierarchical Transformers for Knowledge Graph Embeddings
Sanxing Chen, Xiaodong Liu, Jianfeng Gao, Jian Jiao, Ruofei Zhang, Yangfeng Ji
EMNLP 2021 | August 2020
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Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections
Ruiqi Zhong, Kristy Lee, Zheng Zhang, Dan Klein
2021 Empirical Methods in Natural Language Processing | April 2021
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Adversarial Regularization as Stackelberg Game: An Unrolled Optimization Approach
Simiao Zuo, Chen Liang, Haoming Jiang, Xiaodong Liu, Pengcheng He, Jianfeng Gao, Weizhu Chen, Tuo Zhao
2021 Empirical Methods in Natural Language Processing | September 2021
-
Allocating Large Vocabulary Capacity for Cross-lingual Language Model Pre-training
Bo Zheng, Li Dong, Shaohan Huang, Saksham Singhal, Wanxiang Che, Ting Liu, Xia Song, Furu Wei
EMNLP 2021 | September 2021
-
Analyzing the Effects of Reasoning Types on Cross-Lingual Transfer Performance
Karthikeyan K, Aalok Sathe, Somak Aditya, Monojit Choudhury
EMNLP 2021 | October 2021
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Beyond Preserved Accuracy: Evaluating Loyalty and Robustness of BERT Compression
Canwen Xu, Wangchunshu Zhou, Tao Ge, Ke Xu, Julian McAuley, Furu Wei
2021 Empirical Methods in Natural Language Processing | September 2021
-
CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees
Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun
EMNLP 2021 | November 2021
-
Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation
Jingwei Yi, Fangzhao Wu, Chuhan Wu, Ruixuan Liu, Guangzhong Sun, Xing Xie
2021 Empirical Methods in Natural Language Processing | September 2021
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HittER: Hierarchical Transformers for Knowledge Graph Embeddings
Sanxing Chen, Xiaodong Liu, Jianfeng Gao, Jian Jiao, Ruofei Zhang, Yangfeng Ji
EMNLP 2021 | August 2020
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Improving Multilingual Translation by Representation and Gradient Regularization
Yilin Yang, Akiko Eriguchi, Alexandre Muzio, Prasad Tadepalli, Stefan Lee, Hany Hassan Awadalla
EMNLP 2021 (The 2021 Conference on Empirical Methods in Natural Language Processing) | November 2021
-
Improving Sequence-to-Sequence Pre-training via Sequence Span Rewriting
Wangchunshu Zhou, Tao Ge, Ke Xu, Furu Wei
2021 Empirical Methods in Natural Language Processing | September 2021
-
Jointly Learning to Repair Code and Generate Commit Message
Jiaqi Bai, Long Zhou, Ambrosio Blanco, Shujie Liu, Furu Wei, Ming Zhou, Zhoujun Li
2021 Empirical Methods in Natural Language Processing | September 2021
-
KFCNet: Knowledge Filtering and Contrastive Learning Network for Generative Commonsense Reasoning
Haonan Li, Yeyun Gong, Jian Jiao, Ruofei Zhang, Timothy Baldwin, Nan Duan
2021 Empirical Methods in Natural Language Processing | September 2021
-
LayoutReader: Pre-training of Text and Layout for Reading Order Detection
Zilong Wang, Yiheng Xu, Lei Cui, Jingbo Shang, Furu Wei
EMNLP 2021 | November 2021
-
Universal Sentence Representations Learning with Conditional Masked Language Model
Ziyi Yang, Yinfei Yang, Daniel Cer, Jax Law, Eric Darve
EMNLP 2021 | August 2021
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-
-
A Simple and Effective Method To Eliminate the Self Language Bias in Multilingual Representations
Ziyi Yang, Yinfei Yang, Daniel Cer, Eric Darve
EMNLP 2021 | November 2021
-
Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections
Ruiqi Zhong, Kristy Lee, Zheng Zhang, Dan Klein
2021 Empirical Methods in Natural Language Processing | April 2021
-
Adversarial Regularization as Stackelberg Game: An Unrolled Optimization Approach
Simiao Zuo, Chen Liang, Haoming Jiang, Xiaodong Liu, Pengcheng He, Jianfeng Gao, Weizhu Chen, Tuo Zhao
2021 Empirical Methods in Natural Language Processing | September 2021
-
Allocating Large Vocabulary Capacity for Cross-lingual Language Model Pre-training
Bo Zheng, Li Dong, Shaohan Huang, Saksham Singhal, Wanxiang Che, Ting Liu, Xia Song, Furu Wei
EMNLP 2021 | September 2021
-
Analyzing the Effects of Reasoning Types on Cross-Lingual Transfer Performance
Karthikeyan K, Aalok Sathe, Somak Aditya, Monojit Choudhury
EMNLP 2021 | October 2021
-
ARCH: Efficient Adversarial Regularized Training with Caching
Simiao Zuo, Chen Liang, Haoming Jiang, Pengcheng He, Xiaodong Liu, Jianfeng Gao, Weizhu Chen, Tuo Zhao
2021 Empirical Methods in Natural Language Processing | September 2021
-
Building and Evaluating Open-Domain Dialogue Corpora with Clarifying Questions
Mohammad Aliannejadi, Julia Kiseleva, Aleksandr Chuklin, Jeffrey Dalton, Mikhail Burtsev
2021 Empirical Methods in Natural Language Processing | September 2021
-
CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees
Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun
EMNLP 2021 | November 2021
-
Comparing Grammatical Theories of Code-Mixing
Adithya Pratapa, Monojit Choudhury
Proceedings of the 2021 EMNLP Workshop W-NUT: The Seventh Workshop on Noisy User-generated Text | January 2021
-
Constrained Language Models Yield Few-Shot Semantic Parsers
Richard Shin, Christopher H. Lin, Sam Thomson, Charles Chen, Subhro Roy, Emmanouil Antonios Platanios, Adam Pauls, Dan Klein, Jason Eisner, Ben Van Durme
EMNLP 2021 | November 2021
-
Detecting Speaker Personas from Conversational Texts
Jia-Chen Gu, Zhen-Hua Ling, Yu Wu, Quan Liu, Zhigang Chen, Xiaodan Zhu
2021 Empirical Methods in Natural Language Processing | September 2021
-
Dialogue State Tracking with a Language Model using Schema-Driven Prompting
Chia-Hsuan Lee, Hao Cheng, Mari Ostendorf
2021 Empirical Methods in Natural Language Processing | September 2021
-
Discovering Representation Sprachbund For Multilingual Pre-Training
Yimin Fan, Yaobo Liang, Alexandre Muzio, Hany Hassan Awadalla, Houqiang Li, Ming Zhou, Nan Duan
EMNLP 2021 | October 2021
-
Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence Annotation
Chen Zhao, Chenyan Xiong, Jordan Boyd-Graber, Hal Daumé III
2021 Empirical Methods in Natural Language Processing | October 2021
-
Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation
Jingwei Yi, Fangzhao Wu, Chuhan Wu, Ruixuan Liu, Guangzhong Sun, Xing Xie
2021 Empirical Methods in Natural Language Processing | September 2021
-
Finetuning Pretrained Transformers into RNNs
Jungo Kasai, Hao Peng, Yizhe Zhang, Dani Yogatama, Gabriel Ilharco, Nikolaos Pappas, Yi Mao, Weizhu Chen, Noah A. Smith
EMNLP 2021 | October 2021
-
HittER: Hierarchical Transformers for Knowledge Graph Embeddings
Sanxing Chen, Xiaodong Liu, Jianfeng Gao, Jian Jiao, Ruofei Zhang, Yangfeng Ji
EMNLP 2021 | August 2020
-
Improving Multilingual Translation by Representation and Gradient Regularization
Yilin Yang, Akiko Eriguchi, Alexandre Muzio, Prasad Tadepalli, Stefan Lee, Hany Hassan Awadalla
EMNLP 2021 (The 2021 Conference on Empirical Methods in Natural Language Processing) | November 2021
-
Improving Sequence-to-Sequence Pre-training via Sequence Span Rewriting
Wangchunshu Zhou, Tao Ge, Ke Xu, Furu Wei
2021 Empirical Methods in Natural Language Processing | September 2021
-
Interactive Machine Comprehension with Dynamic Knowledge Graphs
EMNLP 2021 | November 2021
-
Jointly Learning to Repair Code and Generate Commit Message
Jiaqi Bai, Long Zhou, Ambrosio Blanco, Shujie Liu, Furu Wei, Ming Zhou, Zhoujun Li
2021 Empirical Methods in Natural Language Processing | September 2021
-
KFCNet: Knowledge Filtering and Contrastive Learning Network for Generative Commonsense Reasoning
Haonan Li, Yeyun Gong, Jian Jiao, Ruofei Zhang, Timothy Baldwin, Nan Duan
2021 Empirical Methods in Natural Language Processing | September 2021
-
Knowledge Enhanced Fine-Tuning for Better Handling Unseen Entities in Dialogue Generation
Leyang Cui, Yu Wu, Shujie Liu, Yue Zhang
2021 Empirical Methods in Natural Language Processing | September 2021
-
LayoutReader: Pre-training of Text and Layout for Reading Order Detection
Zilong Wang, Yiheng Xu, Lei Cui, Jingbo Shang, Furu Wei
EMNLP 2021 | November 2021
-
Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework
Yaqing Wang, Haoda Chu, Chao Zhang, Jing Gao
2021 Empirical Methods in Natural Language Processing | September 2021
-
Learning from Multiple Noisy Augmented Data Sets for Better Cross-Lingual Spoken Language Understanding
Yingmei Guo, Linjun Shou (寿林钧), Jian Pei, Ming Gong (YIMING), Mingxing Xu, Zhiyong Wu, Daxin Jiang (姜大昕)
EMNLP 2021 | October 2021
-
Learning Neural Templates for Recommender Dialogue System
Zujie Liang, Huang Hu, Can Xu, Jian Miao, Yingying He, Yining Chen, Xiubo Geng, Fan Liang, Daxin Jiang (姜大昕)
EMNLP 2021 | November 2021
-
Learning to Ground Visual Objects for Visual Dialog
Feilong Chen, Xiuyi Chen, Can Xu, Daxin Jiang (姜大昕)
EMNLP 2021 | October 2021
-
Less is More: Pre-train a Strong Text Encoder for Dense Retrieval Using a Weak Decoder
Shuqi Lu, Di He, Chenyan Xiong, Guolin Ke, Waleed Malik, Zhicheng Dou, Paul Bennett, Tieyan Liu, Arnold Overwijk
EMNLP 2021 | November 2021
-
Levenshtein Training for Word-level Quality Estimation
Shuoyang Ding, Marcin Junczys-Dowmunt, Matt Post, Philipp Koehn
2021 Empirical Methods in Natural Language Processing | September 2021
-
Linguistic dependencies and statistical dependence
Jacob Louis Hoover, Alessandro Sordoni, Wenyu Du, Timothy J. O’Donnell
2021 Empirical Methods in Natural Language Processing | April 2021
-
Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy
Colin Clement, Shuai Lu, Xiaoyu Liu, Michele Tufano, Dawn Drain, Nan Duan, Neel Sundaresan, Alexey Svyatkovskiy
2021 Empirical Methods in Natural Language Processing | October 2021
-
Modular Self-Supervision for Document-Level Relation Extraction
Sheng Zhang, Cliff Wong, Naoto Usuyama, Sarthak Jain, Tristan Naumann, Hoifung Poon
2021 Empirical Methods in Natural Language Processing | September 2021
-
MT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs
Zewen Chi, Li Dong, Shuming Ma, Shaohan Huang, Xian-Ling Mao, Heyan Huang, Furu Wei
EMNLP 2021 | October 2021
-
NewsBERT: Distilling Pre-trained Language Model for Intelligent News Application
Chuhan Wu, Fangzhao Wu, Yang Yu, Tao Qi, Yongfeng Huang, Qi Liu
2021 Empirical Methods in Natural Language Processing | February 2021
-
NOAHQA: Numerical Reasoning with Interpretable Graph Question Answering Dataset
Qiyuan Zhang, Lei Wang, Sicheng Yu, Shuohang Wang, Yang Wang, Jing Jiang, Ee-Peng Lim
2021 Empirical Methods in Natural Language Processing | September 2021
-
Re-entry Prediction for Online Conversations via Self-Supervised Learning
Lingzhi Wang, Xingshan Zeng, Huang Hu, Kam-Fai Wong, Daxin Jiang (姜大昕)
2021 Empirical Methods in Natural Language Processing | September 2021
-
Reference-Centric Models for Grounded Collaborative Dialogue
Daniel Fried, Justin Chiu, Dan Klein
2021 Empirical Methods in Natural Language Processing | September 2021
-
Say `YES’ to Positivity: Detecting Toxic Language in Workplace Communications
Meghana Moorthy Bhat, Saghar Hosseini, Ahmed Awadallah, Paul Bennett, Weisheng Li
EMNLP 2021 | November 2021
-
Studying word order through iterative shuffling
Nikolay Malkin, Sameera Lanka, Pranav Goel, Nebojsa Jojic
2021 Empirical Methods in Natural Language Processing | September 2021
-
TIAGE: A Benchmark for Topic-Shift Aware Dialog Modeling
Huiyuan Xie, Zhenghao Liu, Chenyan Xiong, Zhiyuan Liu, Ann Copestake
2021 Empirical Methods in Natural Language Processing | September 2021
-
Token-wise Curriculum Learning for Neural Machine Translation
Chen Liang, Haoming Jiang, Xiaodong Liu, Pengcheng He, Wei Chen, Jianfeng Gao, Tuo Zhao
2021 Empirical Methods in Natural Language Processing | March 2021
-
Uni-FedRec: A Unified Privacy-Preserving News Recommendation Framework for Model Training and Online Serving
Tao Qi, Fangzhao Wu, Chuhan Wu, Yongfeng Huang, Xing Xie
EMNLP 2021 | October 2021
-
Universal Sentence Representations Learning with Conditional Masked Language Model
Ziyi Yang, Yinfei Yang, Daniel Cer, Jax Law, Eric Darve
EMNLP 2021 | August 2021
-
WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach
Junjie Huang, Duyu Tang, Wanjun Zhong, Shuai Lu, Linjun Shou (寿林钧), Ming Gong (YIMING), Daxin Jiang (姜大昕), Nan Duan
EMNLP 2021 | October 2021
-
WHOSe Heritage: Classification of UNESCO World Heritage «Outstanding Universal Value» Documents with Smoothed Labels
Nan Bai, Renqian Luo, Pirouz Nourian, Ana Pereira Roders
EMNLP 2021 | October 2021
-
Zero-shot Cross-lingual Transfer of Neural Machine Translation with Multilingual Pretrained Encoders
Guanhua Chen, Shuming Ma, Yun Chen, Li Dong, Dongdong Zhang, Jia Pan, Wenping Wang, Furu Wei
EMNLP 2021 | October 2021
-
-
-
Re-entry Prediction for Online Conversations via Self-Supervised Learning
Lingzhi Wang, Xingshan Zeng, Huang Hu, Kam-Fai Wong, Daxin Jiang (姜大昕)
2021 Empirical Methods in Natural Language Processing | September 2021
-
-
-
Modular Self-Supervision for Document-Level Relation Extraction
Sheng Zhang, Cliff Wong, Naoto Usuyama, Sarthak Jain, Tristan Naumann, Hoifung Poon
2021 Empirical Methods in Natural Language Processing | September 2021
-
-
-
CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees
Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun
EMNLP 2021 | November 2021
-
Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy
Colin Clement, Shuai Lu, Xiaoyu Liu, Michele Tufano, Dawn Drain, Nan Duan, Neel Sundaresan, Alexey Svyatkovskiy
2021 Empirical Methods in Natural Language Processing | October 2021
-
-
-
TAG: Gradient Attack on Transformer-based Language Models
Jieren Deng, Yijue Wang, Ji Li, Chao Shang, Hang Liu, Sanguthevar Rajasekaran, Caiwen Ding
2021 Empirical Methods in Natural Language Processing | September 2021
-
-
-
A Simple and Effective Method To Eliminate the Self Language Bias in Multilingual Representations
Ziyi Yang, Yinfei Yang, Daniel Cer, Eric Darve
EMNLP 2021 | November 2021
-
Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections
Ruiqi Zhong, Kristy Lee, Zheng Zhang, Dan Klein
2021 Empirical Methods in Natural Language Processing | April 2021
-
Adversarial Regularization as Stackelberg Game: An Unrolled Optimization Approach
Simiao Zuo, Chen Liang, Haoming Jiang, Xiaodong Liu, Pengcheng He, Jianfeng Gao, Weizhu Chen, Tuo Zhao
2021 Empirical Methods in Natural Language Processing | September 2021
-
Allocating Large Vocabulary Capacity for Cross-lingual Language Model Pre-training
Bo Zheng, Li Dong, Shaohan Huang, Saksham Singhal, Wanxiang Che, Ting Liu, Xia Song, Furu Wei
EMNLP 2021 | September 2021
-
Analyzing the Effects of Reasoning Types on Cross-Lingual Transfer Performance
Karthikeyan K, Aalok Sathe, Somak Aditya, Monojit Choudhury
EMNLP 2021 | October 2021
-
ARCH: Efficient Adversarial Regularized Training with Caching
Simiao Zuo, Chen Liang, Haoming Jiang, Pengcheng He, Xiaodong Liu, Jianfeng Gao, Weizhu Chen, Tuo Zhao
2021 Empirical Methods in Natural Language Processing | September 2021
-
Beyond Preserved Accuracy: Evaluating Loyalty and Robustness of BERT Compression
Canwen Xu, Wangchunshu Zhou, Tao Ge, Ke Xu, Julian McAuley, Furu Wei
2021 Empirical Methods in Natural Language Processing | September 2021
-
Building and Evaluating Open-Domain Dialogue Corpora with Clarifying Questions
Mohammad Aliannejadi, Julia Kiseleva, Aleksandr Chuklin, Jeffrey Dalton, Mikhail Burtsev
2021 Empirical Methods in Natural Language Processing | September 2021
-
CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees
Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun
EMNLP 2021 | November 2021
-
Comparing Grammatical Theories of Code-Mixing
Adithya Pratapa, Monojit Choudhury
Proceedings of the 2021 EMNLP Workshop W-NUT: The Seventh Workshop on Noisy User-generated Text | January 2021
-
Constrained Language Models Yield Few-Shot Semantic Parsers
Richard Shin, Christopher H. Lin, Sam Thomson, Charles Chen, Subhro Roy, Emmanouil Antonios Platanios, Adam Pauls, Dan Klein, Jason Eisner, Ben Van Durme
EMNLP 2021 | November 2021
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Detecting Speaker Personas from Conversational Texts
Jia-Chen Gu, Zhen-Hua Ling, Yu Wu, Quan Liu, Zhigang Chen, Xiaodan Zhu
2021 Empirical Methods in Natural Language Processing | September 2021
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Dialogue State Tracking with a Language Model using Schema-Driven Prompting
Chia-Hsuan Lee, Hao Cheng, Mari Ostendorf
2021 Empirical Methods in Natural Language Processing | September 2021
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Discovering Representation Sprachbund For Multilingual Pre-Training
Yimin Fan, Yaobo Liang, Alexandre Muzio, Hany Hassan Awadalla, Houqiang Li, Ming Zhou, Nan Duan
EMNLP 2021 | October 2021
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Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence Annotation
Chen Zhao, Chenyan Xiong, Jordan Boyd-Graber, Hal Daumé III
2021 Empirical Methods in Natural Language Processing | October 2021
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Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation
Jingwei Yi, Fangzhao Wu, Chuhan Wu, Ruixuan Liu, Guangzhong Sun, Xing Xie
2021 Empirical Methods in Natural Language Processing | September 2021
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Finetuning Pretrained Transformers into RNNs
Jungo Kasai, Hao Peng, Yizhe Zhang, Dani Yogatama, Gabriel Ilharco, Nikolaos Pappas, Yi Mao, Weizhu Chen, Noah A. Smith
EMNLP 2021 | October 2021
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HittER: Hierarchical Transformers for Knowledge Graph Embeddings
Sanxing Chen, Xiaodong Liu, Jianfeng Gao, Jian Jiao, Ruofei Zhang, Yangfeng Ji
EMNLP 2021 | August 2020
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Improving Multilingual Translation by Representation and Gradient Regularization
Yilin Yang, Akiko Eriguchi, Alexandre Muzio, Prasad Tadepalli, Stefan Lee, Hany Hassan Awadalla
EMNLP 2021 (The 2021 Conference on Empirical Methods in Natural Language Processing) | November 2021
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Improving Sequence-to-Sequence Pre-training via Sequence Span Rewriting
Wangchunshu Zhou, Tao Ge, Ke Xu, Furu Wei
2021 Empirical Methods in Natural Language Processing | September 2021
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Interactive Machine Comprehension with Dynamic Knowledge Graphs
EMNLP 2021 | November 2021
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Jointly Learning to Repair Code and Generate Commit Message
Jiaqi Bai, Long Zhou, Ambrosio Blanco, Shujie Liu, Furu Wei, Ming Zhou, Zhoujun Li
2021 Empirical Methods in Natural Language Processing | September 2021
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KFCNet: Knowledge Filtering and Contrastive Learning Network for Generative Commonsense Reasoning
Haonan Li, Yeyun Gong, Jian Jiao, Ruofei Zhang, Timothy Baldwin, Nan Duan
2021 Empirical Methods in Natural Language Processing | September 2021
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Knowledge Enhanced Fine-Tuning for Better Handling Unseen Entities in Dialogue Generation
Leyang Cui, Yu Wu, Shujie Liu, Yue Zhang
2021 Empirical Methods in Natural Language Processing | September 2021
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LayoutReader: Pre-training of Text and Layout for Reading Order Detection
Zilong Wang, Yiheng Xu, Lei Cui, Jingbo Shang, Furu Wei
EMNLP 2021 | November 2021
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Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework
Yaqing Wang, Haoda Chu, Chao Zhang, Jing Gao
2021 Empirical Methods in Natural Language Processing | September 2021
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Learning from Multiple Noisy Augmented Data Sets for Better Cross-Lingual Spoken Language Understanding
Yingmei Guo, Linjun Shou (寿林钧), Jian Pei, Ming Gong (YIMING), Mingxing Xu, Zhiyong Wu, Daxin Jiang (姜大昕)
EMNLP 2021 | October 2021
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Learning Neural Templates for Recommender Dialogue System
Zujie Liang, Huang Hu, Can Xu, Jian Miao, Yingying He, Yining Chen, Xiubo Geng, Fan Liang, Daxin Jiang (姜大昕)
EMNLP 2021 | November 2021
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Learning to Ground Visual Objects for Visual Dialog
Feilong Chen, Xiuyi Chen, Can Xu, Daxin Jiang (姜大昕)
EMNLP 2021 | October 2021
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Less is More: Pre-train a Strong Text Encoder for Dense Retrieval Using a Weak Decoder
Shuqi Lu, Di He, Chenyan Xiong, Guolin Ke, Waleed Malik, Zhicheng Dou, Paul Bennett, Tieyan Liu, Arnold Overwijk
EMNLP 2021 | November 2021
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Levenshtein Training for Word-level Quality Estimation
Shuoyang Ding, Marcin Junczys-Dowmunt, Matt Post, Philipp Koehn
2021 Empirical Methods in Natural Language Processing | September 2021
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Linguistic dependencies and statistical dependence
Jacob Louis Hoover, Alessandro Sordoni, Wenyu Du, Timothy J. O’Donnell
2021 Empirical Methods in Natural Language Processing | April 2021
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Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy
Colin Clement, Shuai Lu, Xiaoyu Liu, Michele Tufano, Dawn Drain, Nan Duan, Neel Sundaresan, Alexey Svyatkovskiy
2021 Empirical Methods in Natural Language Processing | October 2021
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Modular Self-Supervision for Document-Level Relation Extraction
Sheng Zhang, Cliff Wong, Naoto Usuyama, Sarthak Jain, Tristan Naumann, Hoifung Poon
2021 Empirical Methods in Natural Language Processing | September 2021
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MT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs
Zewen Chi, Li Dong, Shuming Ma, Shaohan Huang, Xian-Ling Mao, Heyan Huang, Furu Wei
EMNLP 2021 | October 2021
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NewsBERT: Distilling Pre-trained Language Model for Intelligent News Application
Chuhan Wu, Fangzhao Wu, Yang Yu, Tao Qi, Yongfeng Huang, Qi Liu
2021 Empirical Methods in Natural Language Processing | February 2021
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NOAHQA: Numerical Reasoning with Interpretable Graph Question Answering Dataset
Qiyuan Zhang, Lei Wang, Sicheng Yu, Shuohang Wang, Yang Wang, Jing Jiang, Ee-Peng Lim
2021 Empirical Methods in Natural Language Processing | September 2021
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Re-entry Prediction for Online Conversations via Self-Supervised Learning
Lingzhi Wang, Xingshan Zeng, Huang Hu, Kam-Fai Wong, Daxin Jiang (姜大昕)
2021 Empirical Methods in Natural Language Processing | September 2021
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Reference-Centric Models for Grounded Collaborative Dialogue
Daniel Fried, Justin Chiu, Dan Klein
2021 Empirical Methods in Natural Language Processing | September 2021
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Say `YES’ to Positivity: Detecting Toxic Language in Workplace Communications
Meghana Moorthy Bhat, Saghar Hosseini, Ahmed Awadallah, Paul Bennett, Weisheng Li
EMNLP 2021 | November 2021
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Studying word order through iterative shuffling
Nikolay Malkin, Sameera Lanka, Pranav Goel, Nebojsa Jojic
2021 Empirical Methods in Natural Language Processing | September 2021
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TAG: Gradient Attack on Transformer-based Language Models
Jieren Deng, Yijue Wang, Ji Li, Chao Shang, Hang Liu, Sanguthevar Rajasekaran, Caiwen Ding
2021 Empirical Methods in Natural Language Processing | September 2021
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TIAGE: A Benchmark for Topic-Shift Aware Dialog Modeling
Huiyuan Xie, Zhenghao Liu, Chenyan Xiong, Zhiyuan Liu, Ann Copestake
2021 Empirical Methods in Natural Language Processing | September 2021
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Token-wise Curriculum Learning for Neural Machine Translation
Chen Liang, Haoming Jiang, Xiaodong Liu, Pengcheng He, Wei Chen, Jianfeng Gao, Tuo Zhao
2021 Empirical Methods in Natural Language Processing | March 2021
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Uni-FedRec: A Unified Privacy-Preserving News Recommendation Framework for Model Training and Online Serving
Tao Qi, Fangzhao Wu, Chuhan Wu, Yongfeng Huang, Xing Xie
EMNLP 2021 | October 2021
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Universal Sentence Representations Learning with Conditional Masked Language Model
Ziyi Yang, Yinfei Yang, Daniel Cer, Jax Law, Eric Darve
EMNLP 2021 | August 2021
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WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach
Junjie Huang, Duyu Tang, Wanjun Zhong, Shuai Lu, Linjun Shou (寿林钧), Ming Gong (YIMING), Daxin Jiang (姜大昕), Nan Duan
EMNLP 2021 | October 2021
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WHOSe Heritage: Classification of UNESCO World Heritage «Outstanding Universal Value» Documents with Smoothed Labels
Nan Bai, Renqian Luo, Pirouz Nourian, Ana Pereira Roders
EMNLP 2021 | October 2021
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Zero-shot Cross-lingual Transfer of Neural Machine Translation with Multilingual Pretrained Encoders
Guanhua Chen, Shuming Ma, Yun Chen, Li Dong, Dongdong Zhang, Jia Pan, Wenping Wang, Furu Wei
EMNLP 2021 | October 2021
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