{“id”:“https://openalex.org/W4376654497“,”doi“:”https://doi.org/10.48550/arxiv.2305.08848“,”title“:”Small Models are Valuable Plug-in for Large Language Models“,”display_name“:”Small Models is Valuable插件for Large-Language Modes“,”publication_year“:2023,”publiation_date“:”2023-01-01“,”ids“:{”openalex“:”https://openalex.org/W4376654497“,”doi“:”https://doi.org/10.48550/arxiv.2305.08848“},”language“:”en“,”primary_location“:{”is_oa“:true,”landing_page_url“:”https://arxiv.org/abs/2305.08848“,”pdf_url“:空,”源“:{”id“:”https://openalex.org/S4306400194“,”display_name“:”arXiv(康奈尔大学)“,”issn_l“:null,”issn“:null,”is_oa“:true,”is.in_doaj“:false,”is_core“:fase,”host_organization“:”https://openalex.org/I205783295“,”“host_organization_name”:“康奈尔大学”,“host_organization_lineage”:[“https://openalex.org/I205783295“],”host_organization_lineage_names“:[”康奈尔大学“],“type”:“repository”},“license”:“other-oa”,“licence_id”:“https://openalex.org/licenses/other-oa网站“,”version“:”submittedVersion“,”is_accepted“:false,”is_published“:false},”type“:”preprint“,”type_crossref“:“posted-content”,”indexed_in“:[”arxiv“,”datacite“],”open_access“:{”is_oa“:true,”oa_status“:”green“,”oa_url“:”https://arxiv.org/abs/2305.08848“,”any_repository_has_fulltext“:true},”authorships“:[{”author_position“:”第一“,”作者“:{”id“:”https://openalex.org/A5037479075“,”display_name“:”残文徐“,”兽人“:”https://orcid.org/0000-0001-9473-722X“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:Xu,Canwen”,“raw_affiliation_strings”:[],“affiliations”:[]},{“author_position”:“middle”,“author”:{“id”:“https://openalex.org/A5070165835“,”display_name“:”Xu Yi\u2010chong“,”orcid“:”https://orcid.org/0000-0001-6823-8013“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:Xu,Yichong”,“raw_affiliation_strings”:[],“affiliations”:[]},{“author_position”:“middle”,“author”:{“id”:“https://openalex.org/A5034826937“,”display_name“:”Shuohang Wang“,”orcid“:null},”institutions“:[],”countries“:[],”is_corresponding“:false,”raw_author_name“:”Wang,Shuohang“,“raw_affiliation_strings”:[]“afliations”:[]},{“author_position”:“middle”,“author”:{“id”:“”https://openalex.org/A5023363049“,”display_name“:”Yang Liu“,”orcid“:”https://orcid.org/0000-0002-2615-2702“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”刘,杨“,”raw_affiliation_strings“:[],“从属关系”:[]},{“author_position”:“middle”,“author”:{“id”:“https://openalex.org/A5034687114“,”display_name“:”晨光朱“,”兽人“:”https://orcid.org/0000-0001-6955-8924“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”朱,晨光“,”raw关联字符串“:[],“隶属关系”:[]},{“author_position”:“last”,“author”:{“id”:“”https://openalex.org/A5021827617“,”display_name“:”Julian McAuley“,”orcid“:”https://orcid.org/0000-0003-0955-7588“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”McAuley,Julian“,”raw _ affiliation_strings“:[],“隶属关系”:[]}],“countries _ distinct_count”:0,“institutions _ disting_count“:0,”corresponding_author_ids“:[】,“correspounding_institution_ids”:[].,“apc_list”:null,“apc _ paid”:null,“fwci”:2.05,“has_fulltext”:假,“cited_by_count“:2,”cited_by_percentile_year“:{“min”:86,“max”:91},“biblio”:{”volume“:null,“issue”:null、“first_page”:null,“last_page”:null},”is_retracted“:false,”is_paratext“:false,”primary_topic“:{”id“:”https://openalex.org/T10028“,”display_name“:”自然语言处理“,”score“:0.9995,”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“:0.9995,”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“:”统计机器翻译与自然语言处理“,”score“:0.9843,”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/T13702“,”“display_name”:“医疗保健中的深度学习应用程序”,“score”:0.9795,“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/language-modeling“,”display_name“:”语言建模“,”score“:0.564772},{”id“:”https://openalex.org/keywords/topic-modeling网站“,”display_name“:”Topic Modeling“,”score“:0.549746},{”id“:”https://openalex.org/keywords/prefective-modeling“,”display_name“:”预测建模“,”score“:0.521011},{”id“:”https://openalex.org/keywords/sequence-to-sequence-learning网站“,”display_name“:”序列到序列学习“,”score“:0.51705},{”id“:”https://openalex.org/keywords/dep-learning网站“,”display_name“:”深度学习“,”score“:0.509001}],”concepts“:[{”id“:”https://openalex.org/C2781067378,“wikidata”:https://www.wikidata.org/wiki/Q17027399“,”display_name“:”可解释性“,”level“:2,”score“:0.9143372},{”id“:”https://openalex.org/C41008148,“wikidata”:https://www.wikidata.org/wiki/Q21198“,”display_name“:”计算机科学“,”level“:0,”score“:0.73425114},{”id“:”https://openalex.org/C2779343474,“wikidata”:https://www.wikidata.org/wiki/Q3109175“,”display_name“:”Context(考古学)“,”level“:2,”score“:0.72446537},{”id“:”https://openalex.org/C137293760,“wikidata”:https://www.wikidata.org/wiki/Q3621696“,”display_name“:”语言模型“,”level“:2,”score“:0.6350589},{”id“:”https://openalex.org/C119857082,“wikidata”:https://www.wikidata.org/wiki/Q2539“,”display_name“:”机器学习“,”level“:1,”score“:0.60000825},{”id“:”https://openalex.org/C154945302,“wikidata”:https://www.wikidata.org/wiki/Q11660“,”display_name“:”人工智能“,”level“:1,”score“:0.53434914},{”id“:”https://openalex.org/C94966114,“wikidata”:https://www.wikidata.org/wiki/Q29256“,”display_name“:”黑盒“,”level“:2,”score“:0.48055178},{”id“:”https://openalex.org/C45942800,“wikidata”:https://www.wikidata.org/wiki/Q245652“,”display_name“:”合奏学习“,”level“:2,”score“:0.42319635},{”id“:”https://openalex.org/C151730666,“wikidata”:https://www.wikidata.org/wiki/Q7205“,”display_name“:”古生物学“,”level“:1,”score“:0.0},{”id“:”https://openalex.org/C86803240,“wikidata”:https://www.wikidata.org/wiki/Q420“,”display_name“:”Biology“,”level“:0,”score“:0.0}],”mesh“:[],”locations_count“:3,”location“:[{”is_oa“:true,”landing_page_url“:”https://arxiv.org/abs/2305.08848“,”pdf_url“:空,”源“:{”id“:”https://openalex.org/S4306400194“,”display_name“:”arXiv(康奈尔大学)“,”issn_l“:null,”issn“:null,”is_oa“:true,”is.in_doaj“:false,”is_core“:fase,”host_organization“:”https://openalex.org/I205783295“,”“host_organization_name”:“康奈尔大学”,“host_organization_lineage”:[“https://openalex.org/I205783295“],”host_organization_lineage_names“:[”康奈尔大学“],“type”:“repository”},“license”:“other-oa”,“licence_id”:“https://openalex.org/licenses/other-oa网站“,”version“:”submittedVersion“,”is_accepted“:false,”is_published“:false},{”is_oa“:true,”landing_page_url“:”http://arxiv.org/abs/2305.08848,“pdf_url”:http://arxiv.org/pdf/2305.08848,“源”:{“id”:https://openalex.org/S4306400194“,”display_name“:”arXiv(康奈尔大学)“,”issn_l“:null,”issn“:null,”is_oa“:true,”is.in_doaj“:false,”is_core“:fase,”host_organization“:”https://openalex.org/I205783295“,”“host_organization_name”:“康奈尔大学”,“host_organization_lineage”:[“https://openalex.org/I205783295“],”host_organization_lineage_names“:[”Cornell University“],“type”:“repository”},“license”:null,“licence_id”:null,“version”:“submittedVersion”,“is_accepted”:false,“is_published”:false},{“is_oa”:false,“landing_page_url”:“https://api.datacite.org/dois/10.48550/arxiv.2305.08848“,”pdf_url“:空,”源“:{”id“:”https://openalex.org/S4393179698“,”display_name“:”DataCite API“,”issn_l“:null,”issn“:null,”is_oa“:true,”is_in_doaj“:false,”is_core“:false,”host_organization“:”https://openalex.org/I4210145204“,”“host_organization_name”:“DataCite”,“host_organization_lineage”:[“https://openalex.org/I4210145204“],”host_organization_lineage_names“:[”DataCite“],“type”:“metadata”},“license”:null,“licence_id”:null,“version”:null}],“best_oa_location”:{“is_oa”:true,“landing_page_url”:“https://arxiv.org/abs/2305.08848“,”pdf_url“:空,”源“:{”id“:”https://openalex.org/S4306400194“,”display_name“:”arXiv(康奈尔大学)“,”issn_l“:null,”issn“:null,”is_oa“:true,”is.in_doaj“:false,”is_core“:fase,”host_organization“:”https://openalex.org/I205783295“,”“host_organization_name”:“康奈尔大学”,“host_organization_lineage”:[“https://openalex.org/I205783295“],”host_organization_lineage_names“:[”康奈尔大学“],“type”:“repository”},“license”:“other-oa”,“licence_id”:“https://openalex.org/licenses/other-oa网站“,”version“:”submittedVersion“,”is_accepted“:false,”is_published“:false},”sustainable_development_goals“:[{”score“:0.72,”id“:”https://metadata.un.org/sdg/4“,”display_name“:”素质教育“}],”grants“:[],”datasets“:【】,”versions“:【],”referenced_works_count“:0,”referrenced_works“:[],”related_work斯“:[”https://openalex.org/W4387589990","https://openalex.org/W4315864862","https://openalex.org/W4297660007","https://openalex.org/W3203722024","https://openalex.org/W2966829450","https://openalex.org/W2943982549","https://openalex.org/W2886918272","https://openalex.org/W2883749686","https://openalex.org/W2797441709","https://openalex.org/W1986582023“],”ngrams_url“:”https://api.openalex.org/works/W4376654497/ngrams网站“,”“abstract_inverted_index”:{“Large”:[0],“language”:[1],“models”:[2,24,38104],“(LLM)”:[3],“such”:[4122],“as”:[5123],“GPT-3”:[6],“and”:[7,18125],“GPT-4”:[8],“are”:[9,14],“powerful”:[10],“but”:[11],“their”:[12,19],“weights”:[13],],“公开”:[16],“不可用”:[17],“巨大”:[20],“大小”:[21],“制造”:[22],“the”:[23107117],“困难”:[25],“to”:[26,62,79],“be”:[27,44],“tuned”:[28],“with”:[29,39,81],“common”:[30],“hardware”。“:[31],”As“:[32,46],”a“:[33,55],”result“:[3],”effectively“:[35],”tuning“:[36],”these“:[37],”大规模“:[40],”supervised“:[41,59,91],”data“:[C2],”can“:[43,52,98115],”challengesting“。“:[45],”an“:[47],”alternative“:[48],”In-Context“:[49,72],”Learning“:[50,73],”(ICL)“:[51],”only“:[53],”use“:[54],”small“:[56],”number“:[57],”of“:[58110119],”examples“:[60],”due“:[61],”Context“:[C3],”length“:[64],”limits“。“:[65],”In“:[66],”this“:[67],”paper“:[68],”we“:69],”propose“:[70],”Super“:[71],”(SuperICL)“:[74],”which“:[75],”allows“:76],”black-box“:77],”LLM“:[78],”work“:80],”local“:[82],”fine-tune“:[83103],”smaller“:84120],”models“:[85121],“resulting”:[86],“In”:[87],“superior”:[88],“performance”:[89100],“on”:[90],“tasks”。“:[92],“我们的”:[93],“实验”:[94],“演示”:[95],“那”:[96],“超级ICL”:[97114],“改进”:[99],“超越”:[101],“最先进”:[102],“while”:[105],“寻址”:[106],“不稳定性”:[108],“问题”:[109],“上下文”:[111],“学习”。“:[112],”此外,“:[113],”增强“:[116],”能力“:[118],”多语言“:[124],”可解释性。“:[126]},”cited_by_api_url“:”https://api.openalex.org/works?filter=引用:W4376654497“,”counts_by_year“:[{”年“:2023,”引用_by_count“:2}],”更新日期“:”2024-06-25T02:07:15.974335“,”创建日期“:“2023-05-17”}