{"created":"2025-01-19T01:37:04.743550+00:00","updated":"2025-01-19T09:36:56.002314+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00235089","sets":["1164:3500:11474:11656"]},"path":["11656"],"owner":"44499","recid":"235089","title":["R2BERT及びChatGPT-3.5を利用した日本語小論文の自動採点"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-06-21"},"_buckets":{"deposit":"09045e00-9ce8-490e-ba3a-a7b4e1838ad3"},"_deposit":{"id":"235089","pid":{"type":"depid","value":"235089","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"R2BERT及びChatGPT-3.5を利用した日本語小論文の自動採点","author_link":["641845","641844"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"R2BERT及びChatGPT-3.5を利用した日本語小論文の自動採点"}]},"item_type_id":"4","publish_date":"2024-06-21","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"岡山大学大学院環境生命自然科学研究科数理情報科学計算機科学コース"},{"subitem_text_value":"岡山大学学術研究院環境生命自然科学学域"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Academic Field of Environmental Life, Natural Science and Technology, Okayama Unibersity","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/235089/files/IPSJ-IFAT24155002.pdf","label":"IPSJ-IFAT24155002.pdf"},"date":[{"dateType":"Available","dateValue":"2026-06-21"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-IFAT24155002.pdf","filesize":[{"value":"1.0 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":"39"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"eb5f9172-22d9-4229-ae24-661b38b58fa5","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":"森本, 仁"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"竹内, 孔一"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN10114171","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":"2188-8884","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"本研究では，利用可能な採点済み日本語小論文を利用した R2BERT 及び ChatGPT-3.5 による自動採点システムを構築する手法を明らかにする．本論文では R2BERT と ChatGPT-3.5 に対して同様の学習データとテストデータの配分を用いてファインチューニングを実行し，実験を通してモデル間による採点精度を明らかにする．実験の結果，R2BERT を用いたモデルでは採点に偏りが生じたことで採点精度が低くなったが，ChatGPT-3.5 を用いたモデルに関しては全体的に高い採点精度を示し，一部の課題において人間と同等レベルの採点精度を達成したことを報告する．また，課題の特徴における採点への影響について考察を行う．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"5","bibliographic_titles":[{"bibliographic_title":"研究報告情報基礎とアクセス技術（IFAT）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2024-06-21","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"2","bibliographicVolumeNumber":"2024-IFAT-155"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":235089,"links":{}}