{"id":70312,"updated":"2025-01-21T23:30:31.079547+00:00","links":{},"created":"2025-01-18T23:29:34.386298+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00070312","sets":["1164:4179:6002:6162"]},"path":["6162"],"owner":"10","recid":"70312","title":["Active Learning with Partially Annotated Sequence"],"pubdate":{"attribute_name":"公開日","attribute_value":"2010-09-09"},"_buckets":{"deposit":"313a0f9c-b28a-4aa5-b08b-e1693b770510"},"_deposit":{"id":"70312","pid":{"type":"depid","value":"70312","revision_id":0},"owners":[10],"status":"published","created_by":10},"item_title":"Active Learning with Partially Annotated Sequence","author_link":["0","0"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Active Learning with Partially Annotated Sequence"},{"subitem_title":"Active Learning with Partially Annotated Sequence","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"学習・応用","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2010-09-09","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"Department of Computational Intelligence and Systems Science, Tokyo Institute of Technology"},{"subitem_text_value":"Precision and Intelligence Laboratory, Tokyo Institute of Technology"},{"subitem_text_value":"Precision and Intelligence Laboratory, Tokyo Institute of Technology"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Department of Computational Intelligence and Systems Science, Tokyo Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"Precision and Intelligence Laboratory, Tokyo Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"Precision and Intelligence Laboratory, Tokyo Institute of Technology","subitem_text_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"eng"}]},"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/70312/files/IPSJ-NL10198004.pdf"},"date":[{"dateType":"Available","dateValue":"2012-09-09"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-NL10198004.pdf","filesize":[{"value":"330.1 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":"23"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"5371225b-7c85-4b65-87b4-0b9f47d7d71d","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2010 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Dittaya, Wanvarie"},{"creatorName":"Hiroya, Takamura"},{"creatorName":"Manabu, Okumura"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Dittaya, Wanvarie","creatorNameLang":"en"},{"creatorName":"Hiroya, Takamura","creatorNameLang":"en"},{"creatorName":"Manabu, Okumura","creatorNameLang":"en"}],"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_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"We propose an active learning framework which requires human annotation only in the ambiguous parts of the sequence. In each iteration of active learning, a set of tokens from the ambiguous parts are manually labeled while the other tokens are left unannotated. Our proposed method is superior to the method where unambiguous tokens are automatically labeled. We evaluate our proposed framework on chunking and named entity recognition data provided by CoNLL. Experimental results show that our proposed framework outperforms the previous work using automatically labeled tokens, and almost reaches the supervised F1 with 6.37% and 8.59% of tokens being manually labeled, respectively.","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"We propose an active learning framework which requires human annotation only in the ambiguous parts of the sequence. In each iteration of active learning, a set of tokens from the ambiguous parts are manually labeled while the other tokens are left unannotated. Our proposed method is superior to the method where unambiguous tokens are automatically labeled. We evaluate our proposed framework on chunking and named entity recognition data provided by CoNLL. Experimental results show that our proposed framework outperforms the previous work using automatically labeled tokens, and almost reaches the supervised F1 with 6.37% and 8.59% of tokens being manually labeled, respectively.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"7","bibliographic_titles":[{"bibliographic_title":"研究報告自然言語処理（NL）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2010-09-09","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"4","bibliographicVolumeNumber":"2010-NL-198"}]},"relation_version_is_last":true,"weko_creator_id":"10"}}