{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00223453","sets":["6164:6165:7019:11127"]},"path":["11127"],"owner":"44499","recid":"223453","title":["プロジェクトに適したコード補完モデルの実現に向けて"],"pubdate":{"attribute_name":"公開日","attribute_value":"2023-01-13"},"_buckets":{"deposit":"4e579919-bcaf-4c28-9730-0b5cefaa879a"},"_deposit":{"id":"223453","pid":{"type":"depid","value":"223453","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"プロジェクトに適したコード補完モデルの実現に向けて","author_link":["588451","588454","588455","588453","588452"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"プロジェクトに適したコード補完モデルの実現に向けて"},{"subitem_title":"Toward Building a Code Completion Model for a Specific Project","subitem_title_language":"en"}]},"item_type_id":"18","publish_date":"2023-01-13","item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_18_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"奈良先端科学技術大学院大学"},{"subitem_text_value":"奈良先端科学技術大学院大学"},{"subitem_text_value":"奈良先端科学技術大学院大学"},{"subitem_text_value":"奈良先端科学技術大学院大学"},{"subitem_text_value":"東京都市大学"},{"subitem_text_value":"奈良先端科学技術大学院大学"}]},"item_18_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Nara Institute of Science and Technology","subitem_text_language":"en"},{"subitem_text_value":"Nara Institute of Science and Technology","subitem_text_language":"en"},{"subitem_text_value":"Nara Institute of Science and Technology","subitem_text_language":"en"},{"subitem_text_value":"Tokyo City University","subitem_text_language":"en"},{"subitem_text_value":"Nara Institute of Science and Technology","subitem_text_language":"en"}]},"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/223453/files/IPSJ-WWS2023011.pdf","label":"IPSJ-WWS2023011.pdf"},"date":[{"dateType":"Available","dateValue":"2025-01-13"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-WWS2023011.pdf","filesize":[{"value":"465.6 kB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"12"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"9a5f6e7f-500b-4c24-8314-4a4c4789b157","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2023 by the Information Processing Society of Japan"}]},"item_18_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"福本, 大介"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"柏, 祐太郎"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"平尾, 俊貴"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"藤原, 賢二"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"飯田, 元"}],"nameIdentifiers":[{}]}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_5794","resourcetype":"conference paper"}]},"item_18_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"近年，深層学習モデルを用いたコード補完の研究が数多く報告されている．特に，文章生成で最先端の成果をあげている T5 を用いた手法では，GitHub から収集したコードで事前学習することで優れた性能を発揮している．一方で，プロジェクトによっては特有のコーディング規約や識別子の命名が用いられているため，補完結果の一部を開発者が修正しなければならない場合がある．本研究では，特定のプロジェクトに適したコード補完が行えるモデルを構築する事を目的とする．そのために，モデルに対して対象プロジェクトのソースコードを用いてファインチューニングを行うドメイン適応を行う．ドメイン適応の効果の検証に加えて，プロジェクトの規模とドメイン適応の効果の関係，データドリフトの影響を調査する．","subitem_description_type":"Other"}]},"item_18_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"20","bibliographic_titles":[{"bibliographic_title":"ウィンターワークショップ2023論文集"}],"bibliographicPageStart":"19","bibliographicIssueDates":{"bibliographicIssueDate":"2023-01-13","bibliographicIssueDateType":"Issued"},"bibliographicVolumeNumber":"2023"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":223453,"updated":"2025-01-19T13:24:09.805902+00:00","links":{},"created":"2025-01-19T01:23:19.026822+00:00"}