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Demystify Optimization Challenges in Multilingual Transformers


Apr 20, 2021
Xian Li, Hongyu Gong


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Adaptive Sparse Transformer for Multilingual Translation


Apr 15, 2021
Hongyu Gong, Xian Li, Dmitriy Genzel


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On the Subbagging Estimation for Massive Data


Feb 28, 2021
Tao Zou, Xian Li, Xuan Liang, Hansheng Wang


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Improving Zero-Shot Translation by Disentangling Positional Information


Dec 30, 2020
Danni Liu, Jan Niehues, James Cross, Francisco Guzmán, Xian Li


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Towards Understanding the Optimal Behaviors of Deep Active Learning Algorithms


Dec 29, 2020
Yilun Zhou, Adi Renduchintala, Xian Li, Sida Wang, Yashar Mehdad, Asish Ghoshal

* 17 pages, 17 figures 

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Cross-Modal Transfer Learning for Multilingual Speech-to-Text Translation


Oct 24, 2020
Chau Tran, Changhan Wang, Yuqing Tang, Yun Tang, Juan Pino, Xian Li


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DeFuzz: Deep Learning Guided Directed Fuzzing


Oct 23, 2020
Xiaogang Zhu, Shigang Liu, Xian Li, Sheng Wen, Jun Zhang, Camtepe Seyit, Yang Xiang


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Deep Transformers with Latent Depth


Oct 16, 2020
Xian Li, Asa Cooper Stickland, Yuqing Tang, Xiang Kong


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Multilingual Translation with Extensible Multilingual Pretraining and Finetuning


Aug 02, 2020
Yuqing Tang, Chau Tran, Xian Li, Peng-Jen Chen, Naman Goyal, Vishrav Chaudhary, Jiatao Gu, Angela Fan

* 10 pages (main) + 5 pages (appendices). 9 tables and 2 figures 

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AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types


Jun 24, 2020
Xin Luna Dong, Xiang He, Andrey Kan, Xian Li, Yan Liang, Jun Ma, Yifan Ethan Xu, Chenwei Zhang, Tong Zhao, Gabriel Blanco Saldana, Saurabh Deshpande, Alexandre Michetti Manduca, Jay Ren, Surender Pal Singh, Fan Xiao, Haw-Shiuan Chang, Giannis Karamanolakis, Yuning Mao, Yaqing Wang, Christos Faloutsos, Andrew McCallum, Jiawei Han

* KDD 2020 

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Automatic Validation of Textual Attribute Values in E-commerce Catalog by Learning with Limited Labeled Data


Jun 23, 2020
Yaqing Wang, Yifan Ethan Xu, Xian Li, Xin Luna Dong, Jing Gao

* KDD 2020 

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Cross-lingual Retrieval for Iterative Self-Supervised Training


Jun 16, 2020
Chau Tran, Yuqing Tang, Xian Li, Jiatao Gu


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Recipes for Adapting Pre-trained Monolingual and Multilingual Models to Machine Translation


Apr 30, 2020
Asa Cooper Stickland, Xian Li, Marjan Ghazvininejad


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Multilingual Denoising Pre-training for Neural Machine Translation


Jan 23, 2020
Yinhan Liu, Jiatao Gu, Naman Goyal, Xian Li, Sergey Edunov, Marjan Ghazvininejad, Mike Lewis, Luke Zettlemoyer

* Work in progress 

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FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow


Oct 09, 2019
Xuezhe Ma, Chunting Zhou, Xian Li, Graham Neubig, Eduard Hovy

* EMNLP 2019 
* Accepted by EMNLP 2019 (Long Paper) 

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Improved Variational Neural Machine Translation by Promoting Mutual Information


Sep 19, 2019
Arya D. McCarthy, Xian Li, Jiatao Gu, Ning Dong


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Findings of the First Shared Task on Machine Translation Robustness


Jul 03, 2019
Xian Li, Paul Michel, Antonios Anastasopoulos, Yonatan Belinkov, Nadir Durrani, Orhan Firat, Philipp Koehn, Graham Neubig, Juan Pino, Hassan Sajjad


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On Evaluation of Adversarial Perturbations for Sequence-to-Sequence Models


Mar 19, 2019
Paul Michel, Xian Li, Graham Neubig, Juan Miguel Pino

* NAACL-HLT 2019 long paper 

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A Corpus for Multilingual Document Classification in Eight Languages


May 24, 2018
Holger Schwenk, Xian Li

* LREC, May 2018, Miyazaki, Japan 
* 4 pages 

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Deep Voice: Real-time Neural Text-to-Speech


Mar 07, 2017
Sercan O. Arik, Mike Chrzanowski, Adam Coates, Gregory Diamos, Andrew Gibiansky, Yongguo Kang, Xian Li, John Miller, Andrew Ng, Jonathan Raiman, Shubho Sengupta, Mohammad Shoeybi

* Submitted to ICML 2017 

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