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UNIMO: Towards Unified-Modal Understanding and Generation via Cross-Modal Contrastive Learning

Published 1 January 2021Open access
Wei Li, Can Gao, Guocheng Niu, Xinyan Xiao, Hao Liu, Jiachen Liu
Citations234
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TL;DR

A UNIfied-MOdal pre-training architecture, namely UNIMO, which can effectively adapt to both single- modal and multi-modal understanding and generation tasks, and is able to learn more generalizable representations.

Abstract

Wei Li, Can Gao, Guocheng Niu, Xinyan Xiao, Hao Liu, Jiachen Liu, Hua Wu, Haifeng Wang. Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers). 2021.

Keywords

Computer Science