Contrastive Adversarial Training for Multi-Modal Machine Translation | |
Huang X(黄鑫)1,2; Zhang JJ(张家俊)1,2; Zong CQ(宗成庆)1,2 | |
刊名 | ACM Transactions on Asian and Low-Resource Language Information Processing |
2023-06 | |
卷号 | 22期号:6页码:157:1-18 |
关键词 | contrastive learning adversarial training multi-modal machine translation |
英文摘要 | The multi-modal machine translation task is to improve translation quality with the help of additional visual input. It is expected to disambiguate or complement semantics while there are ambiguous words or incomplete expressions in the sentences. Existing methods have tried many ways to fuse visual information into text representations. However, only a minority of sentences need extra visual information as complementary. Without guidance, models tend to learn text-only translation from the major well-aligned translation pairs. In this article, we propose a contrastive adversarial training approach to enhance visual participation in semantic representation learning. By contrasting multi-modal input with the adversarial samples, the model learns to identify the most informed sample that is coupled with a congruent image and several visual objects extracted from it. This approach can prevent the visual information from being ignored and further fuse cross-modal information. We examine our method in three multi-modal language pairs. Experimental results show that our model is capable of improving translation accuracy. Further analysis shows that our model is more sensitive to visual information. |
语种 | 英语 |
内容类型 | 期刊论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/52142] |
专题 | 模式识别国家重点实验室_自然语言处理 |
通讯作者 | Zong CQ(宗成庆) |
作者单位 | 1.中国科学院大学人工智能学院 2.中国科学院自动化研究所模式识别国家重点实验室 |
推荐引用方式 GB/T 7714 | Huang X,Zhang JJ,Zong CQ. Contrastive Adversarial Training for Multi-Modal Machine Translation[J]. ACM Transactions on Asian and Low-Resource Language Information Processing,2023,22(6):157:1-18. |
APA | Huang X,Zhang JJ,&Zong CQ.(2023).Contrastive Adversarial Training for Multi-Modal Machine Translation.ACM Transactions on Asian and Low-Resource Language Information Processing,22(6),157:1-18. |
MLA | Huang X,et al."Contrastive Adversarial Training for Multi-Modal Machine Translation".ACM Transactions on Asian and Low-Resource Language Information Processing 22.6(2023):157:1-18. |
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