TaskFusion: An Efficient Transfer Learning Architecture with Dual Delta Sparsity for Multi-Task Natural Language Processing

Author:

Fan Zichen1ORCID,Zhang Qirui1ORCID,Abillama Pierre1ORCID,Shoouri Sara1ORCID,Lee Changwoo1ORCID,Blaauw David1ORCID,Kim Hun-Seok1ORCID,Sylvester Dennis1ORCID

Affiliation:

1. Electrical and Computer Engineering, University of Michigan, Ann Arbor, Ann Arbor, MI, USA

Publisher

ACM

Reference56 articles.

1. Zaid Alyafeai , Maged Saeed AlShaibani, and Irfan Ahmad . 2020 . A survey on transfer learning in natural language processing. arXiv preprint arXiv:2007.04239 (2020). Zaid Alyafeai, Maged Saeed AlShaibani, and Irfan Ahmad. 2020. A survey on transfer learning in natural language processing. arXiv preprint arXiv:2007.04239 (2020).

2. Eunjin Baek , Dongup Kwon , and Jangwoo Kim . 2020 . A multi-neural network acceleration architecture . In 2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture (ISCA). IEEE, 940--953 . Eunjin Baek, Dongup Kwon, and Jangwoo Kim. 2020. A multi-neural network acceleration architecture. In 2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture (ISCA). IEEE, 940--953.

3. Tom Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared D Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell etal 2020. Language models are few-shot learners. Advances in neural information processing systems 33 (2020) 1877--1901. Tom Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared D Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell et al. 2020. Language models are few-shot learners. Advances in neural information processing systems 33 (2020) 1877--1901.

4. Daniel Cer , Mona Diab , Eneko Agirre , Inigo Lopez-Gazpio , and Lucia Specia . 2017. Semeval-2017 task 1: Semantic textual similarity-multilingual and cross-lingual focused evaluation. arXiv preprint arXiv:1708.00055 ( 2017 ). Daniel Cer, Mona Diab, Eneko Agirre, Inigo Lopez-Gazpio, and Lucia Specia. 2017. Semeval-2017 task 1: Semantic textual similarity-multilingual and cross-lingual focused evaluation. arXiv preprint arXiv:1708.00055 (2017).

5. Yujeong Choi and Minsoo Rhu . 2020 . Prema: A predictive multi-task scheduling algorithm for preemptible neural processing units . In 2020 IEEE International Symposium on High Performance Computer Architecture (HPCA). IEEE, 220--233 . Yujeong Choi and Minsoo Rhu. 2020. Prema: A predictive multi-task scheduling algorithm for preemptible neural processing units. In 2020 IEEE International Symposium on High Performance Computer Architecture (HPCA). IEEE, 220--233.

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3