Search Results for author: Barlas Oguz

Found 7 papers, 3 papers with code

BiT: Robustly Binarized Multi-distilled Transformer

no code implementations25 May 2022 Zechun Liu, Barlas Oguz, Aasish Pappu, Lin Xiao, Scott Yih, Meng Li, Raghuraman Krishnamoorthi, Yashar Mehdad

Modern pre-trained transformers have rapidly advanced the state-of-the-art in machine learning, but have also grown in parameters and computational complexity, making them increasingly difficult to deploy in resource-constrained environments.

Binarization

Bridging the domain gap in cross-lingual document classification

1 code implementation16 Sep 2019 Guokun Lai, Barlas Oguz, Yiming Yang, Veselin Stoyanov

We consider the setting of semi-supervised cross-lingual understanding, where labeled data is available in a source language (English), but only unlabeled data is available in the target language.

Classification Cross-Domain Document Classification +6

Multilingual Seq2seq Training with Similarity Loss for Cross-Lingual Document Classification

no code implementations WS 2018 Katherine Yu, Haoran Li, Barlas Oguz

In this paper we continue experiments where neural machine translation training is used to produce joint cross-lingual fixed-dimensional sentence embeddings.

Cross-Lingual Document Classification Cross-Lingual Transfer +6

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