{"updated":"2025-01-19T10:40:13.537532+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00231675","sets":["1164:11259:11454:11455"]},"path":["11455"],"owner":"44499","recid":"231675","title":["Webアンケートにおける不真面目回答のChatGPTを用いた自動分類"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-01-15"},"_buckets":{"deposit":"8c6294fd-fbcb-4dfe-9de6-0e97e372411a"},"_deposit":{"id":"231675","pid":{"type":"depid","value":"231675","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"Webアンケートにおける不真面目回答のChatGPTを用いた自動分類","author_link":["625834","625835","625836"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Webアンケートにおける不真面目回答のChatGPTを用いた自動分類"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"意思決定","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2024-01-15","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"明治大学"},{"subitem_text_value":"明治大学"},{"subitem_text_value":"明治大学"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Meiji University","subitem_text_language":"en"},{"subitem_text_value":"Meiji University","subitem_text_language":"en"},{"subitem_text_value":"Meiji University","subitem_text_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"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/231675/files/IPSJ-CN24121022.pdf","label":"IPSJ-CN24121022.pdf"},"date":[{"dateType":"Available","dateValue":"2026-01-15"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-CN24121022.pdf","filesize":[{"value":"1.2 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":"9151e5a3-72b1-4011-aae3-eb5e6a234a98","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2024 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"畑中, 健壱"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"山﨑, 郁未"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"中村, 聡史"}],"nameIdentifiers":[{}]}]},"item_4_relation_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_relation_type_id":{"subitem_relation_type_select":"NCID","subitem_relation_type_id_text":"AB00006906"}}]},"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":"2758-8262","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"Web アンケートは手軽にデータ収集ができ便利であるものの，設問に対して真面目に回答しない回答が多く集まる．特に自由記述においては「わからない」や「特になし」など不真面目回答をする人が集まる問題がある．このような問題に対して，設問の順序や回答欄のデザインなどに工夫がなされている．その工夫の評価指標として不真面目回答率が用いられているが，評価者が全ての自由記述回答を手作業で判断するため，膨大なデータを扱う Web アンケートでは非常に手間であり時間がかかる．ここでアンケートの質問とそれに対する回答は一種の対話と捉えることができる．そこで文の意図や内容を理解できる対話型 AI，ChatGPT を用いて回答の自動分類をできるのではないかと考えた．本研究では，ChatGPT を用いた不真面目回答分類の基礎検討として，これまで行ってきたアンケートデータを用いて分類精度や効率的なプロンプトについて検討を行った．実験の結果，回答に対して点数を付与する手法が最も精度高い結果となった．一方，F 値は十分ではなく，判定における課題が残った．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"7","bibliographic_titles":[{"bibliographic_title":"研究報告コラボレーションとネットワークサービス（CN）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2024-01-15","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"22","bibliographicVolumeNumber":"2024-CN-121"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"created":"2025-01-19T01:32:07.119972+00:00","id":231675,"links":{}}