{"created":"2025-01-14T01:23:46.432497+00:00","id":2001642,"links":{},"metadata":{"_buckets":{"deposit":"e5ab1542-1fda-4abc-8ef5-3d34cfdb7ab3"},"_deposit":{"created_by":10,"id":"2001642","owners":[10],"pid":{"revision_id":0,"type":"depid","value":"2001642"},"status":"published"},"_oai":{"id":"oai:repository.lib.tottori-u.ac.jp:02001642","sets":["1:10","2:12"]},"author_link":["4810"],"item_30002_access_rights4":{"attribute_name":"アクセス権","attribute_value_mlt":[{"subitem_access_right":"open access","subitem_access_right_uri":"http://purl.org/coar/access_right/c_abf2"}]},"item_30002_bibliographic_information29":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2023-01-01","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"1","bibliographicNumberOfPages":"10","bibliographicPageEnd":"67","bibliographicPageStart":"58","bibliographicVolumeNumber":"E106.D","bibliographic_titles":[{"bibliographic_title":"IEICE Transactions on Information and Systems","bibliographic_titleLang":"en"}]}]},"item_30002_creator2":{"attribute_name":"作成者","attribute_type":"creator","attribute_value_mlt":[{"creatorAffiliations":[{"affiliationNameIdentifiers":[{"affiliationNameIdentifier":"15101","affiliationNameIdentifierScheme":"kakenhi"}],"affiliationNames":[{"affiliationName":"鳥取大学","affiliationNameLang":"ja"},{"affiliationName":"Tottori University","affiliationNameLang":"en"}]}],"creatorNames":[{"creatorName":"ZHUO,Binggang","creatorNameLang":"en","creatorNameType":"Personal"}],"familyNames":[{"familyName":"ZHUO","familyNameLang":"en"}],"givenNames":[{"givenName":"Binggang","givenNameLang":"en"}]},{"creatorAffiliations":[{"affiliationNameIdentifiers":[{"affiliationNameIdentifier":"15101","affiliationNameIdentifierScheme":"kakenhi"}],"affiliationNames":[{"affiliationName":"鳥取大学","affiliationNameLang":"ja"},{"affiliationName":"Tottori University","affiliationNameLang":"en"}]}],"creatorNames":[{"creatorName":"村田,真樹","creatorNameLang":"ja","creatorNameType":"Personal"},{"creatorName":"MURATA,Masaki","creatorNameLang":"en","creatorNameType":"Personal"},{"creatorName":"ムラタ,マサキ","creatorNameLang":"ja-Kana","creatorNameType":"Personal"}],"familyNames":[{"familyName":"村田","familyNameLang":"ja"},{"familyName":"MURATA","familyNameLang":"en"},{"familyName":"ムラタ","familyNameLang":"ja-Kana"}],"givenNames":[{"givenName":"真樹","givenNameLang":"ja"},{"givenName":"Masaki","givenNameLang":"en"},{"givenName":"マサキ","givenNameLang":"ja-Kana"}],"nameIdentifiers":[{"nameIdentifier":"4810","nameIdentifierScheme":"WEKO"},{"nameIdentifier":"100000575","nameIdentifierScheme":"研究者総覧鳥取大学","nameIdentifierURI":"http://researchers.adm.tottori-u.ac.jp/html/100000575_ja.html"},{"nameIdentifier":"50358884","nameIdentifierScheme":"e-Rad_Researcher","nameIdentifierURI":"https://kaken.nii.ac.jp/ja/search/?qm=50358884"}]},{"creatorNames":[{"creatorName":"MA,Qing","creatorNameLang":"en","creatorNameType":"Personal"}],"familyNames":[{"familyName":"MA","familyNameLang":"en"}],"givenNames":[{"givenName":"Qing","givenNameLang":"en"}]}]},"item_30002_date11":{"attribute_name":"日付","attribute_value_mlt":[{"subitem_date_issued_datetime":"2023-01-01","subitem_date_issued_type":"Issued"}]},"item_30002_description9":{"attribute_name":"内容記述","attribute_value_mlt":[{"subitem_description":"Paragraph segmentation is a text segmentation task. Iikura et al. achieved excellent results on paragraph segmentation by introducing focal loss to Bidirectional Encoder Representations from Transformers. In this study, we investigated paragraph segmentation on Daily News and Novel datasets. Based on the approach proposed by Iikura et al., we used auxiliary loss to train the model to improve paragraph segmentation performance. Consequently, the average F1-score obtained by the approach of Iikura et al. was 0.6704 on the Daily News dataset, whereas that of our approach was 0.6801. Our approach thus improved the performance by approximately 1%. The performance improvement was also confirmed on the Novel dataset. Furthermore, the results of two-tailed paired t-tests indicated that there was a statistical significance between the performance of the two approaches.","subitem_description_language":"en","subitem_description_type":"Other"}]},"item_30002_file35":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_access","date":[{"dateType":"Available","dateValue":"2023-01-01"}],"displaytype":"detail","fileDate":[{"fileDateType":"Issued","fileDateValue":"2023-01-01"}],"filename":"ieicetise106d(1)_58.pdf","filesize":[{"value":"928.0 KB"}],"format":"application/pdf","licensefree":"(C) 2023 The Institute of Electronics, Information and Communication Engineers","licensetype":"license_note","mimetype":"application/pdf","url":{"objectType":"fulltext","url":"https://repository.lib.tottori-u.ac.jp/record/2001642/files/ieicetise106d(1)_58.pdf"},"version_id":"774f5cc8-779f-4915-9dc9-e85a2cc598ec"}]},"item_30002_issue_number25":{"attribute_name":"号","attribute_value_mlt":[{"subitem_issue":"1"}]},"item_30002_language12":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"eng"}]},"item_30002_number_of_pages26":{"attribute_name":"ページ数","attribute_value_mlt":[{"subitem_number_of_pages":"10"}]},"item_30002_page_end28":{"attribute_name":"終了ページ","attribute_value_mlt":[{"subitem_end_page":"67"}]},"item_30002_page_start27":{"attribute_name":"開始ページ","attribute_value_mlt":[{"subitem_start_page":"58"}]},"item_30002_publisher10":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"Institute of Electronics, Information and Communications Engineers (IEICE)","subitem_publisher_language":"en"}]},"item_30002_relation18":{"attribute_name":"関連情報","attribute_value_mlt":[{"subitem_relation_type":"isIdenticalTo","subitem_relation_type_id":{"subitem_relation_type_id_text":"https://doi.org/10.1587/transinf.2022EDP7083","subitem_relation_type_select":"DOI"}}]},"item_30002_resource_type13":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourcetype":"journal article","resourceuri":"http://purl.org/coar/resource_type/c_6501"}]},"item_30002_rights6":{"attribute_name":"権利情報","attribute_value_mlt":[{"subitem_rights":"(C) 2023 The Institute of Electronics, Information and Communication Engineers","subitem_rights_language":"en"}]},"item_30002_source_identifier22":{"attribute_name":"収録物識別子","attribute_value_mlt":[{"subitem_source_identifier":"17451361","subitem_source_identifier_type":"EISSN"},{"subitem_source_identifier":"09168532","subitem_source_identifier_type":"PISSN"}]},"item_30002_source_title23":{"attribute_name":"収録物名","attribute_value_mlt":[{"subitem_source_title":"IEICE Transactions on Information and Systems","subitem_source_title_language":"en"}]},"item_30002_subject8":{"attribute_name":"主題","attribute_value_mlt":[{"subitem_subject":"paragraph segmentation","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"natural language processing","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"text segmentation","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"BERT","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"auxiliary loss","subitem_subject_language":"en","subitem_subject_scheme":"Other"}]},"item_30002_title0":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Auxiliary Loss for BERT-Based Paragraph Segmentation","subitem_title_language":"en"}]},"item_30002_version_type15":{"attribute_name":"出版タイプ","attribute_value_mlt":[{"subitem_version_resource":"http://purl.org/coar/version/c_970fb48d4fbd8a85","subitem_version_type":"VoR"}]},"item_30002_volume_number24":{"attribute_name":"巻","attribute_value_mlt":[{"subitem_volume":"E106.D"}]},"item_title":"Auxiliary Loss for BERT-Based Paragraph Segmentation","item_type_id":"30002","owner":"10","path":["12","10"],"pubdate":{"attribute_name":"PubDate","attribute_value":"2025-01-22"},"publish_date":"2025-01-22","publish_status":"0","recid":"2001642","relation_version_is_last":true,"title":["Auxiliary Loss for BERT-Based Paragraph Segmentation"],"weko_creator_id":"10","weko_shared_id":-1},"updated":"2025-02-13T04:15:55.538800+00:00"}