The analysis of learning investment effect for artificial intelligence English translation model based on deep neural network

Abstract With the rapid development of multimodal learning technologies, this work proposes a Future-Aware Multimodal Consistency Translation (FACT) model. This model incorporates future information guidance and multimodal consistency modeling to improve translation quality and enhance language lear...

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Bibliographic Details
Main Authors: Yan Zhang, Shuangshuang Lyu
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-11282-6
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