{"id":"https://openalex.org/W4221157571","doi":"https://doi.org/10.1145/3485447.3511921","title":"Ontology-enhanced Prompt-tuning for Few-shot Learning","display_name":"Ontology-enhanced Prompt-tuning for Few-shot Learning","publication_year":2022,"publication_date":"2022-04-25","ids":{"openalex":"https://openalex.org/W4221157571","doi":"https://doi.org/10.1145/3485447.3511921"},"language":"en","primary_location":{"id":"doi:10.1145/3485447.3511921","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3485447.3511921","pdf_url":null,"source":{"id":"https://openalex.org/S4363608783","display_name":"Proceedings of the ACM Web Conference 2022","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Web Conference 2022","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2201.11332","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058342791","display_name":"Hongbin Ye","orcid":"https://orcid.org/0000-0001-5727-5599"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongbin Ye","raw_affiliation_strings":["Zhejiang University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089259739","display_name":"Ningyu Zhang","orcid":"https://orcid.org/0000-0002-1970-0678"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ningyu Zhang","raw_affiliation_strings":["Zhejiang University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100930897","display_name":"Shumin Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shumin Deng","raw_affiliation_strings":["Zhejiang University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100641664","display_name":"Xiang Chen","orcid":"https://orcid.org/0000-0002-0573-9651"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]},{"id":"https://openalex.org/I2250653659","display_name":"Tencent (China)","ror":"https://ror.org/00hhjss72","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250653659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Chen","raw_affiliation_strings":["Tecent, China","Zhejiang University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecent, China","institution_ids":["https://openalex.org/I2250653659"]},{"raw_affiliation_string":"Zhejiang University, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100691089","display_name":"Hui Chen","orcid":"https://orcid.org/0000-0002-2224-7085"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Chen","raw_affiliation_strings":["Alibaba Group, China","Zhejiang University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Group, China","institution_ids":["https://openalex.org/I45928872"]},{"raw_affiliation_string":"Zhejiang University, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090294171","display_name":"Feiyu Xiong","orcid":"https://orcid.org/0000-0002-1456-2202"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feiyu Xiong","raw_affiliation_strings":["Alibaba Group, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Group, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067676008","display_name":"Xi Chen","orcid":"https://orcid.org/0000-0002-0752-6473"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]},{"id":"https://openalex.org/I2250653659","display_name":"Tencent (China)","ror":"https://ror.org/00hhjss72","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250653659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Chen","raw_affiliation_strings":["Tecent, China","Zhejiang University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecent, China","institution_ids":["https://openalex.org/I2250653659"]},{"raw_affiliation_string":"Zhejiang University, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102018239","display_name":"Huajun Chen","orcid":"https://orcid.org/0000-0001-5496-7442"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]},{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huajun Chen","raw_affiliation_strings":["Alibaba Group, China","Zhejiang University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Group, China","institution_ids":["https://openalex.org/I45928872"]},{"raw_affiliation_string":"Zhejiang University, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5058342791"],"corresponding_institution_ids":["https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":6.1307,"has_fulltext":false,"cited_by_count":62,"citation_normalized_percentile":{"value":0.97238711,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"778","last_page":"787"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8530598878860474},{"id":"https://openalex.org/keywords/ontology","display_name":"Ontology","score":0.6334917545318604},{"id":"https://openalex.org/keywords/knowledge-extraction","display_name":"Knowledge extraction","score":0.5820719003677368},{"id":"https://openalex.org/keywords/open-knowledge-base-connectivity","display_name":"Open Knowledge Base Connectivity","score":0.5407649278640747},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.5367720127105713},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.5051301121711731},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.5025639533996582},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4601597785949707},{"id":"https://openalex.org/keywords/knowledge-base","display_name":"Knowledge base","score":0.4584566652774811},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.42697760462760925},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42619097232818604},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38484036922454834},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.13076922297477722},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.12726369500160217},{"id":"https://openalex.org/keywords/personal-knowledge-management","display_name":"Personal knowledge management","score":0.1206197738647461}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8530598878860474},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.6334917545318604},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.5820719003677368},{"id":"https://openalex.org/C29804473","wikidata":"https://www.wikidata.org/wiki/Q2025711","display_name":"Open Knowledge Base Connectivity","level":4,"score":0.5407649278640747},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.5367720127105713},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.5051301121711731},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.5025639533996582},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4601597785949707},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.4584566652774811},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.42697760462760925},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42619097232818604},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38484036922454834},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.13076922297477722},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.12726369500160217},{"id":"https://openalex.org/C187572123","wikidata":"https://www.wikidata.org/wiki/Q2034224","display_name":"Personal knowledge management","level":3,"score":0.1206197738647461},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C169735623","wikidata":"https://www.wikidata.org/wiki/Q1430172","display_name":"Organizational learning","level":2,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3485447.3511921","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3485447.3511921","pdf_url":null,"source":{"id":"https://openalex.org/S4363608783","display_name":"Proceedings of the ACM Web Conference 2022","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Web Conference 2022","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2201.11332","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2201.11332","pdf_url":"https://arxiv.org/pdf/2201.11332","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2201.11332","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2201.11332","pdf_url":"https://arxiv.org/pdf/2201.11332","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.6600000262260437,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W1533230146","https://openalex.org/W1965693266","https://openalex.org/W2127795553","https://openalex.org/W2184957013","https://openalex.org/W2250342289","https://openalex.org/W2283196293","https://openalex.org/W2407338347","https://openalex.org/W2432356473","https://openalex.org/W2512522169","https://openalex.org/W2788525741","https://openalex.org/W2890299555","https://openalex.org/W2891553865","https://openalex.org/W2919278763","https://openalex.org/W2945302307","https://openalex.org/W2949434543","https://openalex.org/W2953356739","https://openalex.org/W2962369866","https://openalex.org/W2962869320","https://openalex.org/W2963360413","https://openalex.org/W2972167903","https://openalex.org/W2984582583","https://openalex.org/W2997738974","https://openalex.org/W2998385486","https://openalex.org/W3012584427","https://openalex.org/W3027879771","https://openalex.org/W3034891697","https://openalex.org/W3035000929","https://openalex.org/W3035566559","https://openalex.org/W3038105747","https://openalex.org/W3098267758","https://openalex.org/W3099548761","https://openalex.org/W3099910226","https://openalex.org/W3100124407","https://openalex.org/W3100606581","https://openalex.org/W3104597568","https://openalex.org/W3112076981","https://openalex.org/W3114459349","https://openalex.org/W3115718313","https://openalex.org/W3118741274","https://openalex.org/W3153385943","https://openalex.org/W3153427360","https://openalex.org/W3166051255","https://openalex.org/W3167077707","https://openalex.org/W3173777717","https://openalex.org/W3174130957","https://openalex.org/W3174584874","https://openalex.org/W3174770825","https://openalex.org/W3174945605","https://openalex.org/W3175130545","https://openalex.org/W3175988714","https://openalex.org/W3176489198","https://openalex.org/W3188635098","https://openalex.org/W3188999884","https://openalex.org/W3194836374","https://openalex.org/W3196437953","https://openalex.org/W3196642073","https://openalex.org/W3197503334","https://openalex.org/W3200878005","https://openalex.org/W3202392183","https://openalex.org/W3203260618","https://openalex.org/W3210111850","https://openalex.org/W3210215371","https://openalex.org/W4206214875","https://openalex.org/W4214876417","https://openalex.org/W4226077356","https://openalex.org/W4286981949","https://openalex.org/W4287028759","https://openalex.org/W4297795751","https://openalex.org/W4309811444","https://openalex.org/W4322614701","https://openalex.org/W4376456841","https://openalex.org/W4385573246","https://openalex.org/W4385970309","https://openalex.org/W4387430414"],"related_works":["https://openalex.org/W2367629516","https://openalex.org/W2075096090","https://openalex.org/W2385621242","https://openalex.org/W2353740909","https://openalex.org/W2020036714","https://openalex.org/W2086580554","https://openalex.org/W2116633399","https://openalex.org/W2109464269","https://openalex.org/W4386298164","https://openalex.org/W1520100787"],"abstract_inverted_index":{"Few-shot":[0],"Learning":[1],"(FSL)":[2],"is":[3],"aimed":[4],"to":[5,27,90,102,114,118,138],"make":[6],"predictions":[7],"based":[8,84],"on":[9,85],"a":[10,111,134],"limited":[11],"number":[12],"of":[13],"samples.":[14],"Structured":[15],"data":[16],"such":[17],"as":[18],"knowledge":[19,46,48,51,65,88,93,101,108,117,121,129,156],"graphs":[20],"and":[21,50,73,98,130,155],"ontology":[22,82],"libraries":[23],"has":[24],"been":[25],"leveraged":[26],"benefit":[28],"the":[29,36,40,55,81,86,92,120,126],"few-shot":[30,58,171],"setting":[31],"in":[32,147],"various":[33],"tasks.":[34],"However,":[35],"priors":[37],"adopted":[38],"by":[39],"existing":[41],"methods":[42],"suffer":[43],"from":[44],"challenging":[45],"missing,":[47],"noise,":[49],"heterogeneity,":[52],"which":[53,96],"hinder":[54],"performance":[56,172],"for":[57,67],"learning.":[59],"In":[60],"this":[61],"study,":[62],"we":[63,79,132],"explore":[64],"injection":[66,109],"FSL":[68],"with":[69,159],"pre-trained":[70],"language":[71],"models":[72],"propose":[74,133],"ontology-enhanced":[75],"prompt-tuning":[76],"(OntoPrompt).":[77],"Specifically,":[78],"develop":[80],"transformation":[83],"external":[87],"graph":[89,157],"address":[91],"missing":[94],"issue,":[95],"fulfills":[97],"converts":[99],"structure":[100],"text.":[103],"We":[104,142],"further":[105],"introduce":[106],"span-sensitive":[107],"via":[110],"visible":[112],"matrix":[113],"select":[115],"informative":[116],"handle":[119],"noise":[122],"issue.":[123],"To":[124],"bridge":[125],"gap":[127],"between":[128],"text,":[131],"collective":[135],"training":[136],"algorithm":[137],"optimize":[139],"representations":[140],"jointly.":[141],"evaluate":[143],"our":[144,166],"proposed":[145],"OntoPrompt":[146],"three":[148],"tasks,":[149],"including":[150],"relation":[151],"extraction,":[152,154],"event":[153],"completion,":[158],"eight":[160],"datasets.":[161],"Experimental":[162],"results":[163],"demonstrate":[164],"that":[165],"approach":[167],"can":[168],"obtain":[169],"better":[170],"than":[173],"baselines.":[174]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":20},{"year":2022,"cited_by_count":9}],"updated_date":"2026-05-18T08:16:58.900851","created_date":"2025-10-10T00:00:00"}
