Survey of Multilingual Question Answering
Multilingual question answering is one of the research hotspots in the field of natural language processing,which aims to enable the model to return a correct answer based on understanding of the given questions and texts in different languages.With the rapid development of machine translation techn...
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| Format: | Article |
| Language: | zho |
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Editorial office of Computer Science
2022-01-01
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| Series: | Jisuanji kexue |
| Subjects: | |
| Online Access: | https://www.jsjkx.com/fileup/1002-137X/PDF/1002-137X-2022-1-65.pdf |
| _version_ | 1818338512205774848 |
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| author | LIU Chuang, XIONG De-yi |
| author_facet | LIU Chuang, XIONG De-yi |
| author_sort | LIU Chuang, XIONG De-yi |
| collection | DOAJ |
| description | Multilingual question answering is one of the research hotspots in the field of natural language processing,which aims to enable the model to return a correct answer based on understanding of the given questions and texts in different languages.With the rapid development of machine translation technology and the wide application of multilingual pre-training technology in the field of natural language processing,multilingual question answering has also achieved a relatively rapid development.This paper first systematically reviews the current work of multilingual question answering methods,and divides them into feature-based methods,translation-based methods,pre-training-based methods and dual encoding-based methods,and introduces the use and characteristics of each method respectively.Meanwhile,it also discusses the current work related to multilingual question answe-ring tasks,and divides them into text-based and multi-modal-based tasks and gives the basic definition of each one.Moreover,this paper summarizes the dataset statistics,evaluation metrics and multilingual question answering methods involved in these tasks.Finally,it proposes the future research prospect of multilingual question answering. |
| first_indexed | 2024-12-13T15:12:17Z |
| format | Article |
| id | doaj.art-dda355ace2d94ceab2c3b4ac8e46b19a |
| institution | Directory Open Access Journal |
| issn | 1002-137X |
| language | zho |
| last_indexed | 2024-12-13T15:12:17Z |
| publishDate | 2022-01-01 |
| publisher | Editorial office of Computer Science |
| record_format | Article |
| series | Jisuanji kexue |
| spelling | doaj.art-dda355ace2d94ceab2c3b4ac8e46b19a2022-12-21T23:40:50ZzhoEditorial office of Computer ScienceJisuanji kexue1002-137X2022-01-01491657210.11896/jsjkx.210900003Survey of Multilingual Question AnsweringLIU Chuang, XIONG De-yi0College of Intelligence and Computing,Tianjin University,Tianjin 300350,ChinaMultilingual question answering is one of the research hotspots in the field of natural language processing,which aims to enable the model to return a correct answer based on understanding of the given questions and texts in different languages.With the rapid development of machine translation technology and the wide application of multilingual pre-training technology in the field of natural language processing,multilingual question answering has also achieved a relatively rapid development.This paper first systematically reviews the current work of multilingual question answering methods,and divides them into feature-based methods,translation-based methods,pre-training-based methods and dual encoding-based methods,and introduces the use and characteristics of each method respectively.Meanwhile,it also discusses the current work related to multilingual question answe-ring tasks,and divides them into text-based and multi-modal-based tasks and gives the basic definition of each one.Moreover,this paper summarizes the dataset statistics,evaluation metrics and multilingual question answering methods involved in these tasks.Finally,it proposes the future research prospect of multilingual question answering.https://www.jsjkx.com/fileup/1002-137X/PDF/1002-137X-2022-1-65.pdfmultilingual question answering|machine translation|multilingual pre-training techniques|text-based multilingual question answering|multi-modal-based multilingual question answering |
| spellingShingle | LIU Chuang, XIONG De-yi Survey of Multilingual Question Answering Jisuanji kexue multilingual question answering|machine translation|multilingual pre-training techniques|text-based multilingual question answering|multi-modal-based multilingual question answering |
| title | Survey of Multilingual Question Answering |
| title_full | Survey of Multilingual Question Answering |
| title_fullStr | Survey of Multilingual Question Answering |
| title_full_unstemmed | Survey of Multilingual Question Answering |
| title_short | Survey of Multilingual Question Answering |
| title_sort | survey of multilingual question answering |
| topic | multilingual question answering|machine translation|multilingual pre-training techniques|text-based multilingual question answering|multi-modal-based multilingual question answering |
| url | https://www.jsjkx.com/fileup/1002-137X/PDF/1002-137X-2022-1-65.pdf |
| work_keys_str_mv | AT liuchuangxiongdeyi surveyofmultilingualquestionanswering |