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DICT-MLM: Improved Multilingual Pre-Training using Bilingual Dictionaries
Pre-trained multilingual language models such as mBERT have shown immens...
10/23/2020 ∙ by Aditi Chaudhary, et al. ∙
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DiPair: Fast and Accurate Distillation for Trillion-Scale Text Matching and Pair Modeling
Pre-trained models like BERT (Devlin et al., 2018) have dominated NLP / ...
10/07/2020 ∙ by Jiecao Chen, et al. ∙
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Sampled Softmax with Random Fourier Features
The computational cost of training with softmax cross entropy loss grows...
07/24/2019 ∙ by Ankit Singh Rawat, et al. ∙
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Distinct Sampling on Streaming Data with Near-Duplicates
In this paper we study how to perform distinct sampling in the streaming...
10/29/2018 ∙ by Jiecao Chen, et al. ∙
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Stochastic Negative Mining for Learning with Large Output Spaces
We consider the problem of retrieving the most relevant labels for a giv...
10/16/2018 ∙ by Sashank J Reddi, et al. ∙
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A Practical Algorithm for Distributed Clustering and Outlier Detection
We study the classic k-means/median clustering, which are fundamental pr...
05/24/2018 ∙ by Jiecao Chen, et al. ∙
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Tight Bounds for Collaborative PAC Learning via Multiplicative Weights
We study the collaborative PAC learning problem recently proposed in Blu...
05/23/2018 ∙ by Jiecao Chen, et al. ∙
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Jiecao Chen
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Indiana University Bloomington
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Indiana University
