A Study of Contrastive Learning Algorithms for Sentence Representation Based on Simple Data Augmentation

In the era of deep learning, representational text-matching algorithms based on BERT and its variant models have become mainstream and are limited by the sentence vectors generated by the BERT model, and the SimCSE algorithm proposed in 2021 has improved the sentence vector quality to a certain exte...

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Bibliographic Details
Main Authors: Xiaodong Liu, Wenyin Gong, Yuxin Li, Yanchi Li, Xiang Li
Format: Article
Language:English
Published: MDPI AG 2023-09-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/13/18/10120