Pub Date : 2022-04-14DOI: 10.48550/arXiv.2204.07002
Kiet Van Nguyen, Phong Nguyen-Thuan Do, N. D. Nguyen, T. Huynh, A. Nguyen, N. Nguyen
. Question answering (QA) is a natural language understanding task within the fields of information retrieval and information extraction that has attracted much attention from the computational linguistics and artificial intelligence research community in recent years because of the strong development of machine reading comprehension-based models. A reader-based QA system is a high-level search engine that can find correct answers to queries or questions in open-domain or domain-specific texts using machine reading comprehension (MRC) techniques. The majority of advancements in data resources and machine-learning approaches in the MRC and QA systems, on the other hand, especially in two resource-rich languages such as English and Chinese. A low-resource language like Vietnamese has witnessed a scarcity of research on QA systems. This paper presents XLMRQA, the first Vietnamese QA system using a supervised transformer-based reader on the Wikipedia-based textual knowledge source (using the UIT-ViQuAD corpus), outperforming the two robust QA systems using deep neural network models: DrQA and BERTserini with 24.46% and 6.28%, respectively. From the results obtained on the three systems, we analyze the influence of question types on the performance of the QA systems.
{"title":"XLMRQA: Open-Domain Question Answering on Vietnamese Wikipedia-based Textual Knowledge Source","authors":"Kiet Van Nguyen, Phong Nguyen-Thuan Do, N. D. Nguyen, T. Huynh, A. Nguyen, N. Nguyen","doi":"10.48550/arXiv.2204.07002","DOIUrl":"https://doi.org/10.48550/arXiv.2204.07002","url":null,"abstract":". Question answering (QA) is a natural language understanding task within the fields of information retrieval and information extraction that has attracted much attention from the computational linguistics and artificial intelligence research community in recent years because of the strong development of machine reading comprehension-based models. A reader-based QA system is a high-level search engine that can find correct answers to queries or questions in open-domain or domain-specific texts using machine reading comprehension (MRC) techniques. The majority of advancements in data resources and machine-learning approaches in the MRC and QA systems, on the other hand, especially in two resource-rich languages such as English and Chinese. A low-resource language like Vietnamese has witnessed a scarcity of research on QA systems. This paper presents XLMRQA, the first Vietnamese QA system using a supervised transformer-based reader on the Wikipedia-based textual knowledge source (using the UIT-ViQuAD corpus), outperforming the two robust QA systems using deep neural network models: DrQA and BERTserini with 24.46% and 6.28%, respectively. From the results obtained on the three systems, we analyze the influence of question types on the performance of the QA systems.","PeriodicalId":397879,"journal":{"name":"Asian Conference on Intelligent Information and Database Systems","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126119861","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-04-07DOI: 10.1007/978-981-16-1685-3_3
Stefan-Alexandru Precup, A. Gellert, Alexandru Dorobanţiu, C. Zamfirescu
{"title":"Assembly Process Modeling Through Long Short-Term Memory","authors":"Stefan-Alexandru Precup, A. Gellert, Alexandru Dorobanţiu, C. Zamfirescu","doi":"10.1007/978-981-16-1685-3_3","DOIUrl":"https://doi.org/10.1007/978-981-16-1685-3_3","url":null,"abstract":"","PeriodicalId":397879,"journal":{"name":"Asian Conference on Intelligent Information and Database Systems","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123072540","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-04-07DOI: 10.1007/978-3-030-73280-6_42
Urvi Oza, Sarangi Patel, Pankaj Kumar
{"title":"NovemE - Color Space Net for Image Classification","authors":"Urvi Oza, Sarangi Patel, Pankaj Kumar","doi":"10.1007/978-3-030-73280-6_42","DOIUrl":"https://doi.org/10.1007/978-3-030-73280-6_42","url":null,"abstract":"","PeriodicalId":397879,"journal":{"name":"Asian Conference on Intelligent Information and Database Systems","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128047077","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-04-07DOI: 10.1007/978-3-030-73280-6_63
Ziyi Duan, Haizhou Du, Yang Zheng
{"title":"Trident: Change Point Detection for Multivariate Time Series via Dual-Level Attention Learning","authors":"Ziyi Duan, Haizhou Du, Yang Zheng","doi":"10.1007/978-3-030-73280-6_63","DOIUrl":"https://doi.org/10.1007/978-3-030-73280-6_63","url":null,"abstract":"","PeriodicalId":397879,"journal":{"name":"Asian Conference on Intelligent Information and Database Systems","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115234649","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-04-07DOI: 10.1007/978-981-16-1685-3_31
M. Drwal
{"title":"A General Modeling Framework for Robust Optimization","authors":"M. Drwal","doi":"10.1007/978-981-16-1685-3_31","DOIUrl":"https://doi.org/10.1007/978-981-16-1685-3_31","url":null,"abstract":"","PeriodicalId":397879,"journal":{"name":"Asian Conference on Intelligent Information and Database Systems","volume":"144 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125784936","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2020-09-25DOI: 10.1007/978-3-030-14132-5
Maciej Huk, Marcin Maleszka
{"title":"Intelligent Information and Database Systems: Recent Developments, 11th Asian Conference, ACIIDS 2019, Yogyakarta, Indonesia, 8-11 April 2019, Extended Posters","authors":"Maciej Huk, Marcin Maleszka","doi":"10.1007/978-3-030-14132-5","DOIUrl":"https://doi.org/10.1007/978-3-030-14132-5","url":null,"abstract":"","PeriodicalId":397879,"journal":{"name":"Asian Conference on Intelligent Information and Database Systems","volume":"91 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129071179","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2020-03-23DOI: 10.1007/978-3-030-42058-1_22
Jong-Shin Chen, Huai-Yi Huang, Chi-Yueh Hsu
{"title":"A kNN Based Position Prediction Method for SNS Places","authors":"Jong-Shin Chen, Huai-Yi Huang, Chi-Yueh Hsu","doi":"10.1007/978-3-030-42058-1_22","DOIUrl":"https://doi.org/10.1007/978-3-030-42058-1_22","url":null,"abstract":"","PeriodicalId":397879,"journal":{"name":"Asian Conference on Intelligent Information and Database Systems","volume":"430 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-03-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123049666","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2020-03-23DOI: 10.1007/978-981-15-3380-8_25
J. Horalek, V. Sobeslav
{"title":"Design and Life Cycle Data Analysis for Smart Metering","authors":"J. Horalek, V. Sobeslav","doi":"10.1007/978-981-15-3380-8_25","DOIUrl":"https://doi.org/10.1007/978-981-15-3380-8_25","url":null,"abstract":"","PeriodicalId":397879,"journal":{"name":"Asian Conference on Intelligent Information and Database Systems","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-03-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116888916","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2020-03-23DOI: 10.1007/978-981-15-3380-8_16
Filip Holík, M. Broadbent, M. Findrik, Paul Smith, N. Race
{"title":"Safe and Secure Software-Defined Networks for Smart Electricity Substations","authors":"Filip Holík, M. Broadbent, M. Findrik, Paul Smith, N. Race","doi":"10.1007/978-981-15-3380-8_16","DOIUrl":"https://doi.org/10.1007/978-981-15-3380-8_16","url":null,"abstract":"","PeriodicalId":397879,"journal":{"name":"Asian Conference on Intelligent Information and Database Systems","volume":"5 7","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-03-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121007698","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2020-03-23DOI: 10.1007/978-3-030-41964-6_42
Tanawat Chiewhawan, P. Vateekul
{"title":"Stock Return Prediction Using Dual-Stage Attention Model with Stock Relation Inference","authors":"Tanawat Chiewhawan, P. Vateekul","doi":"10.1007/978-3-030-41964-6_42","DOIUrl":"https://doi.org/10.1007/978-3-030-41964-6_42","url":null,"abstract":"","PeriodicalId":397879,"journal":{"name":"Asian Conference on Intelligent Information and Database Systems","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-03-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126088008","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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