{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00217372","sets":["1164:3696:10766:10848"]},"path":["10848"],"owner":"44499","recid":"217372","title":["Sentiment-aware Interview Chatbot Based on Deep Learning Approach for Personality Detection from Text"],"pubdate":{"attribute_name":"公開日","attribute_value":"2022-03-07"},"_buckets":{"deposit":"4d34dc4d-9491-45b0-a1cc-b64760a6cbcf"},"_deposit":{"id":"217372","pid":{"type":"depid","value":"217372","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"Sentiment-aware Interview Chatbot Based on Deep Learning Approach for Personality Detection from Text","author_link":["563125","563126","563124","563123"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Sentiment-aware Interview Chatbot Based on Deep Learning Approach for Personality Detection from Text"},{"subitem_title":"Sentiment-aware Interview Chatbot Based on Deep Learning Approach for Personality Detection from Text","subitem_title_language":"en"}]},"item_type_id":"4","publish_date":"2022-03-07","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"Graduate School of Engineering, The University of Tokyo"},{"subitem_text_value":"Information Technology Center, The University of Tokyo"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Graduate School of Engineering, The University of Tokyo","subitem_text_language":"en"},{"subitem_text_value":"Information Technology Center, The University of Tokyo","subitem_text_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"eng"}]},"item_publisher":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"情報処理学会","subitem_publisher_language":"ja"}]},"publish_status":"0","weko_shared_id":-1,"item_file_price":{"attribute_name":"Billing file","attribute_type":"file","attribute_value_mlt":[{"url":{"url":"https://ipsj.ixsq.nii.ac.jp/record/217372/files/IPSJ-GN22116015.pdf","label":"IPSJ-GN22116015.pdf"},"date":[{"dateType":"Available","dateValue":"2024-03-07"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-GN22116015.pdf","filesize":[{"value":"1.8 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"29"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"d26dc558-e183-4250-adc7-1c46aabd168f","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2022 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Haoyue, Tan"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Takefumi, Ogawa"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Haoyue, Tan","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Takefumi, Ogawa","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA1155524X","subitem_source_identifier_type":"NCID"}]},"item_4_textarea_12":{"attribute_name":"Notice","attribute_value_mlt":[{"subitem_textarea_value":"SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc."}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_18gh","resourcetype":"technical report"}]},"item_4_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2188-8744","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"Chatbots have become a new focus on human-computer interaction (HCI) and are already widely used in some services like booking assistants and customer services. The development of natural language processing (NLP) techniques enables chatbots to understand users' intent correctly and respond human-likely, leading to their fulfillment to more complicated tasks like interviews. This research built a sentiment-aware chatbot providing users a more engaging conversational experience while detecting users' MBTI personality type from input text. This research use language model BERT to extract features and generate sentence-level embeddings of raw text. Compared to traditional methods of training machine learning algorithms with psychological lexicons, this method significantly improved overall accuracy.","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"Chatbots have become a new focus on human-computer interaction (HCI) and are already widely used in some services like booking assistants and customer services. The development of natural language processing (NLP) techniques enables chatbots to understand users' intent correctly and respond human-likely, leading to their fulfillment to more complicated tasks like interviews. This research built a sentiment-aware chatbot providing users a more engaging conversational experience while detecting users' MBTI personality type from input text. This research use language model BERT to extract features and generate sentence-level embeddings of raw text. Compared to traditional methods of training machine learning algorithms with psychological lexicons, this method significantly improved overall accuracy.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"8","bibliographic_titles":[{"bibliographic_title":"研究報告グループウェアとネットワークサービス（GN）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2022-03-07","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"15","bibliographicVolumeNumber":"2022-GN-116"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":217372,"updated":"2025-01-19T15:31:15.416513+00:00","links":{},"created":"2025-01-19T01:17:52.041590+00:00"}