Heterogeneous Student Knowledge Distillation From BERT Using a Lightweight Ensemble Framework

Author:

Lin Ching-Sheng1ORCID,Tsai Chung-Nan2,Jwo Jung-Sing1ORCID,Lee Cheng-Hsiung1ORCID,Wang Xin3

Affiliation:

1. Master Program of Digital Innovation, Tunghai University, Taichung, Taiwan

2. Lam Research Japan GK, Yokohama, Kanagawa, Japan

3. Department of Epidemiology and Biostatistics, School of Public Health, University at Albany, State University of New York, Rensselaer, NY, USA

Funder

National Science and Technology Council (NSTC) of Taiwan

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Reference59 articles.

1. A Golden Decade of Deep Learning: Computing Systems & Applications

2. BERT: Pre-training of deep bidirectional transformers for language understanding;Devlin;arXiv:1810.04805,2018

3. Language models are unsupervised multi-task learners;Radford;OpenAI Blog,2019

4. Language models are few-shot learners;Brown;arXiv:2005.14165,2020

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