Institutional Repository of Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
| Example-guided stylized response generation in zero-shot setting | |
Bai, Guirong1,2 ; He, Shizhu1,2; Liu, Kang1,2; Zhao, Jun1,2
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| Source Publication | SCIENCE CHINA-INFORMATION SCIENCES
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| ISSN | 1674-733X |
| 2022-04-01 | |
| Volume | 65Issue:4Pages:2 |
| Abstract | Stylized response generation is a valuable task for conversational agents. However, due to the lack of conversational data in various styles, learning to generate responses in a desired style is challenging. In this paper, we propose an example-guided stylized response generation method in zero-shot setting, which is able to fast generate responses in a desired style by utilizing only few non-parallel style examples as the guidance. To achieve it, we train an example-guided generator only on a conversational dataset without any specifific style, and choose a suitable style example as the guidance for generation when testing. In addition, to reduce the impact of bad training samples, we propose to reweight training samples with meta-learning. Experimental results show that our method signifificantly outperforms other models on stylizing responses in low-resource setting and can generate style-specifific responses even if no training data is available for the target style. |
| DOI | 10.1007/s11432-020-3212-x |
| Indexed By | SCI |
| Language | 英语 |
| Funding Project | National Key Research and Development Program of China[2020AAA0106400] ; National Natural Science Foundation of China[61533018] ; National Natural Science Foundation of China[U1936207] ; National Natural Science Foundation of China[61976211] ; National Natural Science Foundation of China[61702512] ; Independent Research Project of National Laboratory of Pattern Recognition[Z-2018013] ; Youth Innovation Promotion Association CAS |
| Funding Organization | National Key Research and Development Program of China ; National Natural Science Foundation of China ; Independent Research Project of National Laboratory of Pattern Recognition ; Youth Innovation Promotion Association CAS |
| WOS Research Area | Computer Science ; Engineering |
| WOS Subject | Computer Science, Information Systems ; Engineering, Electrical & Electronic |
| WOS ID | WOS:000731481000002 |
| Publisher | SCIENCE PRESS |
| Sub direction classification | 自然语言处理 |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.ia.ac.cn/handle/173211/46834 |
| Collection | 模式识别国家重点实验室_自然语言处理 |
| Corresponding Author | He, Shizhu |
| Affiliation | 1.Chinese Acad Sci, Natl Lab Pattern Recognit, Inst Automat, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China |
| First Author Affilication | Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China |
| Corresponding Author Affilication | Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China |
| Recommended Citation GB/T 7714 | Bai, Guirong,He, Shizhu,Liu, Kang,et al. Example-guided stylized response generation in zero-shot setting[J]. SCIENCE CHINA-INFORMATION SCIENCES,2022,65(4):2. |
| APA | Bai, Guirong,He, Shizhu,Liu, Kang,&Zhao, Jun.(2022).Example-guided stylized response generation in zero-shot setting.SCIENCE CHINA-INFORMATION SCIENCES,65(4),2. |
| MLA | Bai, Guirong,et al."Example-guided stylized response generation in zero-shot setting".SCIENCE CHINA-INFORMATION SCIENCES 65.4(2022):2. |
| Files in This Item: | Download All | |||||
| File Name/Size | DocType | Version | Access | License | ||
| scis_letter.pdf（205KB） | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | View Download | |
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