Enhanced Text Matching Based on Semantic Transformation | |
Zhang ST(张树涛)1,2; Tan HB(谭海波)1![]() ![]() ![]() | |
2020-01-11 | |
发表期刊 | IEEE ACCESS
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ISSN | 2169-3536 |
通讯作者 | Chen, Liangfeng(quinear@hfcas.ac.cn) |
摘要 | Text matching is the core of natural language processing (NLP) system. It's considered as a touchstone of the NLP, and it aims to find whether text pairs are equal in semantics. However, the semantic gap in text matching is still an open problem to solve. Inspired by successes of cycle-consistent adversarial network (CycleGAN) in image domain transformation, we propose an enhanced text matching method based on the CycleGAN combined with the Transformer network. Based on the proposed method, the text semantics in a source domain is transferred to a similar or different target domain, and the semantic distance between text pairs is decreased. Meanwhile, we demonstrate our method in paraphrase identification and question answer matching. The matching degree is computed by a standard text matching model to evaluate the transforming influence on narrowing the text semantic gap. The experiments show that our method achieves text domain adaptation, and the effects on different matching models are remarkable. |
关键词 | Cycle-consistent adversarial network domain adaptation semantic transformation text matching transformer network |
DOI | 10.1109/ACCESS.2020.2973206 |
关键词[WOS] | PERFORMANCE |
收录类别 | SCI |
语种 | 英语 |
资助项目 | Anhui Major Science and Technology Projects through the Project Intelligence Service Platform for Medium, Small and Micro-Enterprises Based on Big Data[711245801052] |
项目资助者 | Anhui Major Science and Technology Projects through the Project Intelligence Service Platform for Medium, Small and Micro-Enterprises Based on Big Data |
WOS研究方向 | Computer Science ; Engineering ; Telecommunications |
WOS类目 | Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications |
WOS记录号 | WOS:000527684600037 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.hfcas.ac.cn:8080/handle/334002/43172 |
专题 | 信息中心 |
作者单位 | 1.中国科学院合肥物质科学研究院 2.中国科学技术大学 |
第一作者单位 | 中国科学院合肥物质科学研究院 |
推荐引用方式 GB/T 7714 | Zhang ST,Tan HB,Chen LF,et al. Enhanced Text Matching Based on Semantic Transformation[J]. IEEE ACCESS,2020,8. |
APA | Zhang ST,Tan HB,Chen LF,&Lv B.(2020).Enhanced Text Matching Based on Semantic Transformation.IEEE ACCESS,8. |
MLA | Zhang ST,et al."Enhanced Text Matching Based on Semantic Transformation".IEEE ACCESS 8(2020). |
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