{"created":"2025-09-05T07:48:19.757249+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:02004404","sets":["6164:6165:6522:1752235746399"]},"path":["1752235746399"],"owner":"11","recid":"2004404","title":["スプレッドシート形式設計資料に対するRAG誤答分析を通じた回答精度向上手法"],"pubdate":{"attribute_name":"PubDate","attribute_value":"2025-09-09"},"_buckets":{"deposit":"8052dd51-7156-4b49-b38c-71e3b5562f2c"},"_deposit":{"id":"2004404","pid":{"type":"depid","value":"2004404","revision_id":0},"owners":[11],"status":"published","created_by":11},"item_title":"スプレッドシート形式設計資料に対するRAG誤答分析を通じた回答精度向上手法","author_link":[],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"スプレッドシート形式設計資料に対するRAG誤答分析を通じた回答精度向上手法","subitem_title_language":"ja"},{"subitem_title":"Methods for Improving Answering Accuracy of RAG on Spreadsheet Design Documents via Failure Analysis","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"ポスター論文","subitem_subject_scheme":"Other"}]},"item_type_id":"18","publish_date":"2025-09-09","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":"(株)日立製作所研究開発グループ"},{"subitem_text_value":"(株)日立製作所研究開発グループ"},{"subitem_text_value":"(株)日立システムズ生産技術本部"},{"subitem_text_value":"(株)日立システムズ生産技術本部"}]},"item_18_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Hitachi, Ltd. Research & Development Group","subitem_text_language":"en"},{"subitem_text_value":"Hitachi, Ltd. Research & Development Group","subitem_text_language":"en"},{"subitem_text_value":"Hitachi Systems, Ltd. Production Technology Division","subitem_text_language":"en"},{"subitem_text_value":"Hitachi Systems, Ltd. Production Technology Division","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/2004404/files/IPSJ-SES2025034.pdf","label":"IPSJ-SES2025034.pdf"},"date":[{"dateType":"Available","dateValue":"2027-09-09"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-SES2025034.pdf","filesize":[{"value":"206.2 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":"9af73e4d-42e7-48c6-b00c-3f981f64f8ad","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2025 by the Information Processing Society of Japan"}]},"item_18_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"増田,亮"}]},{"creatorNames":[{"creatorName":"是木,玄太"}]},{"creatorNames":[{"creatorName":"石川,貞裕"}]},{"creatorNames":[{"creatorName":"山口,潔"}]}]},"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":"ソフトウェア開発の現場では，複雑なレイアウトの設計資料が，スプレッドシートを中心とする半構造化文書で管理されており，大規模言語モデル(LLM)による情報活用が期待される．LLMの応答精度は質問文の設計や資料作成時の記述ルール等のノウハウに大きく依存する一方で，半構造化文書向けの知見は十分に蓄積されていない．本研究では，RAGの誤答事例を分析し，改善過程からノウハウを抽出するアプローチを提案する．117件のテスト質問による評価で，「表タイトルの隣接配置」等のノウハウを抽出し，それらを適用した再実験では，正答率が83.8%から88.9%に向上した．この結果は，誤答分析に基づくノウハウ抽出が，設計資料へのLLM活用に有効であることを示唆する．","subitem_description_type":"Other"}]},"item_18_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"219","bibliographic_titles":[{"bibliographic_title":"ソフトウェアエンジニアリングシンポジウム2025論文集"}],"bibliographicPageStart":"218","bibliographicIssueDates":{"bibliographicIssueDate":"2025-09-09","bibliographicIssueDateType":"Issued"},"bibliographicVolumeNumber":"2025"}]},"relation_version_is_last":true,"weko_creator_id":"11"},"id":2004404,"updated":"2025-09-05T07:48:24.270449+00:00","links":{}}