{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00232868","sets":["1164:4179:11560:11561"]},"path":["11561"],"owner":"44499","recid":"232868","title":["テキストベース感情推定のための大規模言語モデルによる学習データ生成におけるfew-shot学習の影響"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-03-03"},"_buckets":{"deposit":"c1284900-2cd7-4b46-8e68-d6fad5b21dc3"},"_deposit":{"id":"232868","pid":{"type":"depid","value":"232868","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"テキストベース感情推定のための大規模言語モデルによる学習データ生成におけるfew-shot学習の影響","author_link":["631361","631362"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"テキストベース感情推定のための大規模言語モデルによる学習データ生成におけるfew-shot学習の影響"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"ソーシャルメディア","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2024-03-03","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"立命館大学理工学部電子情報工学科"},{"subitem_text_value":"立命館大学理工学部電子情報工学科"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Ritsumeikan University","subitem_text_language":"en"},{"subitem_text_value":"Ritsumeikan 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/232868/files/IPSJ-NL24259005.pdf","label":"IPSJ-NL24259005.pdf"},"date":[{"dateType":"Available","dateValue":"2026-03-03"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-NL24259005.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":"23"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"983ca923-cf93-4933-9589-a8a06b695fa0","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":"齋藤, 太我"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"藤田, 智弘"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN10115061","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":"2188-8779","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"テキストベースの感情推定における大規模言語モデル (LLM) を用いたアノテーションについて，プロンプトによる few-shot 学習がもたらす影響を検証する．Plutchik の感情モデルに対する感情強度の分布を出力するよう LLM にプロンプトを与え，アノテーションを行い，学習データを作成した．この時 0-shot 学習によるアノテーションと few-shot 学習によるアノテーションから，複数の学習データを作成した．これらの学習データと人手のアノテーションによる学習データをそれぞれ BERT に学習させた．これらの BERT による感情推定結果を，人手によるラベルとの平均絶対値誤差 (MAE) で比較した．また各プロンプトに基づくアノテーション結果を，人手によるラベルとの平均絶対値誤差 (MAE) で比較した．これら 2 つの比較において，0-shot 学習による学習データが，最も良い値を示した．この事から，LLM によるアノテーションにおいては few-shot 学習が悪影響をもたらす場合があることがわかった．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"5","bibliographic_titles":[{"bibliographic_title":"研究報告自然言語処理（NL）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2024-03-03","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"5","bibliographicVolumeNumber":"2024-NL-259"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":232868,"updated":"2025-01-19T10:17:39.120967+00:00","links":{},"created":"2025-01-19T01:33:59.213137+00:00"}