{"created":"2025-01-19T01:37:05.415186+00:00","updated":"2025-01-19T09:36:46.725047+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00235096","sets":["1164:4179:11560:11676"]},"path":["11676"],"owner":"44499","recid":"235096","title":["大規模言語モデルの音声タスクへの応用と分析"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-06-21"},"_buckets":{"deposit":"d783ba26-465e-451e-b888-2aa5c0685d05"},"_deposit":{"id":"235096","pid":{"type":"depid","value":"235096","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"大規模言語モデルの音声タスクへの応用と分析","author_link":["641855","641856","641853","641854"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"大規模言語モデルの音声タスクへの応用と分析"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"LLM応用","subitem_subject_scheme":"Other"}]},"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":"SB Intuitions株式会社"},{"subitem_text_value":"SB Intuitions株式会社"},{"subitem_text_value":"SB Intuitions株式会社"},{"subitem_text_value":"SB Intuitions株式会社"}]},"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/235096/files/IPSJ-NL24260005.pdf","label":"IPSJ-NL24260005.pdf"},"date":[{"dateType":"Available","dateValue":"2026-06-21"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-NL24260005.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":"23"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"0da281b3-532a-48e4-96ce-9e714c7c0f3e","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":"水本, 智也"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"山崎, 天"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"李, 凌寒"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"吉川, 克正"}],"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":"大規模言語モデルの開発が盛んに行われており，さまざまな言語処理タスクに使われ評価されている．大規模言語モデルは言語処理タスクだけでなく，画像や音声と組み合わせてマルチモーダルなタスクを解くことにも使用されている．音声モデルと大規模言語モデルを組み合わせて，音声タスクを解いている先行研究では，大規模言語モデルは固定されており，どのような言語モデルが音声タスクに適しているかは分かっていない．そこで本研究では，音声タスクに様々な大規模言語モデルを適用し，音声タスクに有効な言語モデルがあるかを，その特徴や言語処理タスクでの性能を元に分析する．音声タスクとして，音声認識と音声翻訳の 2 つのタスクを用いて実験を行った．その結果，音声認識においては言語処理タスクとの相関が見られなかった一方，音声翻訳性能は元の LLM の翻訳性能と相関があることが示唆された．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"9","bibliographic_titles":[{"bibliographic_title":"研究報告自然言語処理（NL）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2024-06-21","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"5","bibliographicVolumeNumber":"2024-NL-260"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":235096,"links":{}}