{“id”:“https://openalex.org/W3206564568“,”doi“:”https://doi.org/10.1007/978-3-030-88480-2_58“,”title“:”BERT-KG:基于知识图和深层语义的短文本分类模型“,”display_name“:”PERT-KG:基于知识图与深层语义的短文分类模型“、”publication_year“:2021,”publication_date“:”2021-01-01“、”ids“:{”openalex“:”https://openalex.org/W3206564568“,”doi“:”https://doi.org/10.1007/978-3-030-88480-2_58“,”mag“:”3206564568“},”language“:”en“,”primary_location“:{”is_oa“:false,”landing_page_url“:”https://doi.org/10.1007/978-3-030-88480-2_58“,”pdf_url“:空,”源“:{”id“:”https://openalex.org/S106296714“,”“display_name”“:”“计算机科学课堂讲稿”“,”issn_l“:”0302-9743“,”isn“:[”0302-7743“、”1611-3349“],”is_oa“:false,”is_in_doaj“:false,”host_organization“:”https://openalex.org/P4310318900“,”“host_organization_name”:“Springer Science+Business Media”,“host_organization_lineage”:[“https://openalex.org/P431031965","https://openalex.org/P4310318900“],”host_organization_lineage_names“:[”Springer Nature“,”Springer-Science+Business Media“],“type”:“book-series”},“license”:null,“licence_id”:nul,“version”:null,“is_accepted”:false,“is_published”:false},”type“:”book-chapter“,”type_crossref“:“book-chapter”,”indexed_in“:[“crossref”],”open_access“:{”is_oa“:false”“,”oa_url“:空,”any_repository_has_fulltext“:false},”authorships“:[{”author_position“:”first“,”author“:{”id“:”https://openalex.org/A5034087716“,”display_name“:”Yuyanzheng Zhong“,”orcid“:”https://orcid.org/0009-0003-1741-6504},“机构”:[{“id”:https://openalex.org/I180726961“,”display_name“:”深圳大学“,”ror“:”https://ror.org/01vy4gh70“,”country_code“:”CN“,”type“:“教育”,”世系“:[”https://openalex.org/I180726961“]}],”countries“:[”CN“],”is_corresponding“:false,”raw_author_name“:”Yuyanzheng Zhong“,”raw _ afiliation_strings“:【”深圳大学金融科技网络银行研究所“】},{“author_position”:“middle”,“author”:{“id”:“https://openalex.org/A5016743113“,”display_name“:”Zhiyang Zhang“,”orcid“:”https://orcid.org/0000-0002-6766-8449},“机构”:[{“id”:https://openalex.org/I150229711“,”display_name“:”中国电子科技大学“,”ror“:”https://ror.org/04qr3zq92“,”country_code“:”CN“,”type“:“教育”,”世系“:[”https://openalex.org/I150229711“]}],”国家“:[”CN“],”is_corresponding“:false,”raw_author_name“:”Zhiyang Zhang“,”raw_affiliation_strings“:[“中国电子科技大学”]},{“author_position”:“middle”,“author”:{“id”:“https://openalex.org/A5023269476“,”display_name“:”围棋张“,”兽人“:”https://orcid.org/0000-0002-8885-5104},“机构”:[{“id”:https://openalex.org/I150229711“,”display_name“:”中国电子科技大学“,”ror“:”https://ror.org/04qr3zq92“,”country_code“:”CN“,”type“:“教育”,”世系“:[”https://openalex.org/I150229711“]}],”国家“:[”CN“],”is_corresponding“:false,”raw_author_name“:”Weiqi Zhang“,”raw_affiliation_strings“:[“中国电子科技大学”]},{“author_position”:“last”,“author”:{“id”:“https://openalex.org/A5005126053“,”display_name“:”Juyi Zhu“,”orcid“:null},”institutions“:[{”id“:”https://openalex.org/I150229711“,”display_name“:”中国电子科技大学“,”ror“:”https://ror.org/04qr3zq92“,”country_code“:”CN“,”type“:“教育”,”世系“:[”https://openalex.org/I150229711“]}],”国家“:[”CN“],”is_corresponding“:false,”raw_author_name“:”Juyi Zhu“,”raw _affiliation_strings“:[“中国电子科技大学”]}]“countries_distict_count”:1,“institutions_disticent_count”:2,“corresponding_author_ids”:[],“correcponding_institution_ids“:[]”,“apc_list”:{“value”:5000,“currency”:“EUR”,”value_usd“:5392,”provenance“:”doaj“},”apc_payed“:{”value“:5000,”currency“:”EUR“,”value_usd“:5391,”provance“:”doaj“{,”has_fulltext“:false,”cited_by_count“:5,”citecd_by_percentile_year“:{”min“:83,”max“:85},“biblio”:{“volume”:null,“issue”:nul,“first_page”:“721”,“last_page”:“737”3“},”is_retracted“:false,”is_paratext“:fase,”primary_topic“:{”id“:”https://openalex.org/T10028“,”display_name“:”自然语言处理“,”score“:0.9999,”subfield“:{”id“:”https://openalex.org/subfields/1702“,”display_name“:”人工智能“},”字段“:{”id“:”https://openalex.org/fields/17“,”display_name“:”Computer Science“},”domain“:{”id“:”https://openalex.org/domains/3“,”display_name“:”物理科学“}},”主题“:[{”id“:”https://openalex.org/T10028“,”display_name“:”自然语言处理“,”score“:0.9999,”subfield“:{”id“:”https://openalex.org/subfields/1702“,”display_name“:”人工智能“},”字段“:{”id“:”https://openalex.org/fields/17“,”display_name“:”Computer Science“},”domain“:{”id“:”https://openalex.org/domains/3“,”display_name“:”物理科学“}},{”id“:”https://openalex.org/T13083“,”“display_name”:“从文本数据中自动提取关键字”,“score”:0.9984,“subfield”:{“id”:“https://openalex.org/subfields/1702“,”display_name“:”人工智能“},”字段“:{”id“:”https://openalex.org/fields/17“,”display_name“:”Computer Science“},”domain“:{”id“:”https://openalex.org/domains/3“,”display_name“:”物理科学“}},{”id“:”https://openalex.org/T10181“,”display_name“:”统计机器翻译和自然语言处理“,”score“:0.9978,”subfield“:{”id“:”https://openalex.org/subfields/1702“,”display_name“:”人工智能“},”字段“:{”id“:”https://openalex.org/fields/17“,”display_name“:”Computer Science“},”domain“:{”id“:”https://openalex.org/domains/3“,”display_name“:”物理科学“}}],”关键词“:[{”id“:”https://openalex.org/keywords/text分类“,”display_name“:”文本分类“,”score“:0.523241},{”id“:”https://openalex.org/keywords/syntax-based-translation-models网站“,”display_name“:”基于句法的翻译模型“,”score“:0.507472},{”id“:”https://openalex.org/keywords/named-entity-recognition网站“,”display_name“:”命名实体识别“,”score“:0.505806},{”id“:”https://openalex.org/关键词/语言知识“,”display_name“:”语言知识“,”score“:0.501267}],”concepts“:[{”id“:”https://openalex.org/C41008148,“wikidata”:https://www.wikidata.org/wiki/Q21198“,”display_name“:”计算机科学“,”level“:0,”score“:0.8512908},{”id“:”https://openalex.org/C188441871,“wikidata”:https://www.wikidata.org/wiki/Q7554146“,”display_name“:”Softmax函数“,”level“:3,”score“:0.79227734},{”id“:”https://openalex.org/C154945302,“wikidata”:https://www.wikidata.org/wiki/Q11660“,”display_name“:”人工智能“,”level“:1,”score“:0.72331536},{”id“:”https://openalex.org/C204321447,“wikidata”:https://www.wikidata.org/wiki/Q30642“,”display_name“:”自然语言处理“,”level“:1,”score“:0.60172385},{”id“:”https://openalex.org/C95623464,“wikidata”:https://www.wikidata.org/wiki/Q1096149“,”display_name“:”分类器(UML)“,”level“:2,”score“:0.54235774},{”id“:”https://openalex.org/C2987255567,“wikidata”:https://www.wikidata.org/wiki/Q33002955“,”display_name“:”知识图“,”level“:2,”score“:0.48408428},{”id“:”https://openalex.org/C83665646,“wikidata”:https://www.wikidata.org/wiki/Q42139305“,”display_name“:”Feature vector“,”level“:2,”score“:0.43606758},{”id“:”https://openalex.org/C132525143,“wikidata”:https://www.wikidata.org/wiki/Q141488“,”display_name“:”Graph“,”level“:2,”score“:0.4352666},{”id“:”https://openalex.org/C108583219,“wikidata”:https://www.wikidata.org/wiki/Q197536“,”display_name“:”深度学习“,”level“:2,”score“:0.33005378},{”id“:”https://openalex.org/C80444323,“wikidata”:https://www.wikidata.org/wiki/Q2878974“,”display_name“:”理论计算机科学“,”level“:1,”score“:0.10085684}],”mesh“:[],”locations_count“:1.”locations“:[{”is_oa“:false,”landing_page_url“:”https://doi.org/10.1007/978-3-030-88480-2_58“,”pdf_url“:空,”源“:{”id“:”https://openalex.org/S106296714“,”“display_name”“:”“计算机科学课堂讲稿”“,”issn_l“:”0302-9743“,”isn“:[”0302-7743“、”1611-3349“],”is_oa“:false,”is_in_doaj“:false,”host_organization“:”https://openalex.org/P4310318900“,”“host_organization_name”:“Springer Science+Business Media”,“host_organization_lineage”:[“https://openalex.org/P431031965","https://openalex.org/P4310318900“],”host_organization_lineage_names“:[”Springer Nature“,”Spring er Science+Business Media“],“type”:“book series”},“license”:null,“licence_id”:nul,“version”:null,“is_accepted”:false,“is_published”:false}],“best_oa_location”:nuld,“sustainable_development_goals”:[{“display_name”:“素质教育”,“id”:”https://metadata.un.org/sdg/4“,”score“:0.84}],”grants“:[],”datasets“:[],”versions“:[】,”referenced_works_count“:7,”referrenced_works“:【”https://openalex.org/W1832693441","https://openalex.org/W2114544510","https://openalex.org/W2138605095","https://openalex.org/W2153225416","https://openalex.org/W2265846598","https://openalex.org/W2962739339","https://openalex.org/W2964331270“],”related_works“:[”https://openalex.org/W4323060069","https://openalex.org/W4287591324","https://openalex.org/W4226420367","https://openalex.org/W3120400911","https://openalex.org/W3108503355","https://openalex.org/W3107204728","https://openalex.org/W3090555870","https://openalex.org/W2980176872","https://openalex.org/W2962876041","https://openalex.org/W2947839263“],”ngrams_url“:”https://api.openalex.org/works/W3206564568/ngrams“,”“abstract_inverted_index”:{“中文”:[0,52],“短”:[1,21,53,63,68105113133],“文本”:[2,22,54,64,69106],“分类”:[3,37148],“是”:[4121],“一”:[5],“的”:[6,26,62,85103],“该”:[7,24,60,76,82,86,96101104117124147],“递增”:[8],“重要”:[9],“任务”:[10],“in”:[11],“自然”:[12],“语言”:[13],“处理”:[14],“(NLP).“:[15],”不同“:[16],”来自“:[17,75],”文档“:[18],”和“:[19,56,58,79],”段落,“:[20],”面孔“:[23],”问题“:[25],“短小”:[27],“稀疏”:[28],“非标准化,”:[29],“等等,”:[30],“其中”:[31,49],“带来”:[32],“巨大”:[33],“挑战”:[34],“for“:[35112132],”传统“:[36],”方法。“:[38],”In“:[39],”this“:[40],”paper“:[41],”we“:[2,94],”suggest“:[43],”a“:[44,90109129],”novel“:%45],”model“:[46],”named“:[47],”BERT-KG“:[48],”can“:[50],”classification“:-51],”implient“:[55],”accurate“:[57],”convertive“:[59],”difficture“:[61],”classification。“:[65],”BERT-KG“:[66144],”丰富“:[67],”特征“:[70],”通过“:[71],”获得“:[72],”背景“:[73],”知识“:[74,77102],”图“:[78],”进一步“:[80],”嵌入“:[81],”三元组“:[83],”信息“:[84],”目标“:[87130],”实体“:[88],”进入“:[89123],”基于BERT“:[91],”模型。“:[92],”Then“:[93],”fuse“:[95],”dynamic“:[97],”word“:[98],”vector“:99111120],”with“:[100151],”to“:[107127],”form“:%108],”feature“:[110119],”text。“:[114134],”And“:[115],”finally“,:[116],”learned“:[118],”input“:[122],”Softmax“:/125],”classifier“:[126],”getable“:[128],”label“:[131],”Extensive“:%135],”experiences“:[136],”conducted“:/137],”on“:[138],”two“:[139],”real“[140],”dataset“:[141],”demove“:[142],”that“:[143],”“:[145],”提高“:[146],”性能“:[149],”比较“:[150],“最先进”:[152],“基线。“:[153]},”cited_by_api_url“:”https://api.openalex.org/works?filter=cites:W3206564568“,”counts_by_year“:[{”年份“:2023,”cited_by_count“:3},{”年“:2022,”cited_by_count”:2}],”更新日期“:”2024-06-02T16:31:00.502689“,”创建日期“:“2021-10-25”}