{“id”:“https://openalex.org/W4378711565“,”doi“:”https://doi.org/10.48550/arxiv.2305.16635“,”title“:“不可能的蒸馏:从低质量模型到高质量数据集&汇总和解释器模型”,”display_name“:”不可能的精馏:从低品质模型到高性能数据集&总结和解释剂模型“,”publication_year“:2023,”publitation_date“:”2023-01-01“,”ids“:{”openalex“:”https://openalex.org/W4378711565“,”doi“:”https://doi.org/10.48550/arxiv.2305.16635“},”language“:”en“,”primary_location“:{”is_oa“:true,”landing_page_url“:”https://arxiv.org/abs/305.16635“,”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”:“cc-by”,“licence_id”:“https://openalex.org/licenses/cc-by“,”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/2305.16635“,”any_repository_has_fulltext“:true},”authorships“:[{”author_position“:”第一“,”作者“:{”id“:”https://openalex.org/A5051938345“,”display_name“:”Jaehun Jung“,”orcid“:”https://orcid.org/0000-0002-4856-3668“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”Jung,Jaehun“,”raw_affiliation_strings“:[],“从属关系”:[]},{“author_position”:“middle”,“author”:{“id”:“https://openalex.org/A5081420816“,”display_name“:”Peter West“,”orcid“:null},”institutions“:[],”countries“:[],”is_corresponding“:false,”raw_author_name“:”West,Peter“,”raw _affiliation_strings“:],”affiliations“:[/]},{”author_position“:”middle“,”author“:{”id“:”https://openalex.org/A5049904411“,”display_name“:”Liwei Jiang“,”orcid“:”https://orcid.org/0000-0001-5990-2509“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”江,李伟“,”raw关联字符串“:[],“隶属关系”:[]},{“author_position”:“middle”,“author”:{“id”:“https://openalex.org/A5076297634“,”display_name“:”Faeze Brahman“,”orcid“:”https://orcid.org/0009-0008-4452-1488“},”机构“:[],”国家“:[],”is_correresponsing“:false,”raw_author_name“:”Brahman,Faeze“,”raw_affiation_strings“:[],”附属“:[]},{”author_position“:”middle“,”author“:{”id“:”https://openalex.org/A5035760052“,”display_name“:”西明路“,”兽人“:”https://orcid.org/0000-0002-8759-0378“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”鲁,西明“,”raw关联字符串“:[],“隶属关系”:[]},{“author_position”:“middle”,“author”:{“id”:“”https://openalex.org/A5091584427“,”display_name“:”Jillian Fisher“,”orcid“:null},”institutions“:[],”countries“:[],”is_corresponding“:false,”raw_author_name“:”Fisher,Jillian“,”raw _affiliation_strings“:],”affiliations“:【】},{”author_position“:”middle“,”author“:{”id“:”https://openalex.org/A5072293116“,”display_name“:”Taylor Sorensen“,”orcid“:”https://orcid.org/0000-0001-9701-4780“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”Sorensen,Taylor“,”raw_affiliation_strings“:[],“affiliations”:[]},{“author_position”:“last”,“author”:{“id”:“https://openalex.org/A5045464993“,”display_name“:”Yejin Choi“,”orcid“:”https://orcid.org/0000-0003-3032-5378“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”Choi,Yejin“,”raw关联字符串“:[],“隶属关系”:[]}],“国家区分计数”:0,”机构区分计数“:0,has_fulltext“:false,”cited_by_count“:0,”cited_by_percentile_year“:{”min“:0”,“max”:76},“biblio”:{“volume”:null,“issue”:nul,“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“:0.9993,”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“:0.9993,”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“:0.9982,”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/T13629“,”display_name“:”自动文本简化和可读性评估“,”score“:0.9915,”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/machine翻译“,”display_name“:”机器翻译“,”score“:0.557885},{”id“:”https://openalex.org/keywords/neural-machine-translation网站“,”display_name“:”神经机器翻译“,”score“:0.546455},{”id“:”https://openalex.org/keywords/syntax-based-translation-models网站“,”display_name“:”基于句法的翻译模型“,”score“:0.541442},{”id“:”https://openalex.org/keywords/complex-word-identification网站“,”display_name“:”复杂词识别“,”score“:0.535277},{”id“:”https://openalex.org/keywords/language-modeling“,”display_name“:”Language Modeling“,”score“:0.535193}],”concepts“:[{”id“:”https://openalex.org/C170858558,“wikidata”:https://www.wikidata.org/wiki/Q1394144“,”display_name“:”自动摘要“,”level“:2,”score“:0.8152832},{”id“:”https://openalex.org/C41008148,“wikidata”:https://www.wikidata.org/wiki/Q21198“,”display_name“:”计算机科学“,”level“:0,”score“:0.7258671},{”id“:”https://openalex.org/C2776459999,“wikidata”:https://www.wikidata.org/wiki/Q2119376“,”display_name“:”保真度“,”level“:2,”score“:0.60255456},{”id“:”https://openalex.org/C154945302,“wikidata”:https://www.wikidata.org/wiki/Q11660“,”display_name“:”人工智能“,”level“:1,”score“:0.56329304},{”id“:”https://openalex.org/C32834561,“wikidata”:https://www.wikidata.org/wiki/Q660730“,”display_name“:”子空间拓扑“,”level“:2,”score“:0.5330056},{”id“:”https://openalex.org/C2777530160,“wikidata”:https://www.wikidata.org/wiki/Q41796“,”display_name“:”句子“,”级别“:2,”分数“:0.52564657},{”id“:”https://openalex.org/C204030448,“wikidata”:https://www.wikidata.org/wiki/Q101017“,”“display_name”“:”蒸馏“,”级别“:2,”分数“:0.51971626},{”id“:”https://openalex.org/C2779530757,“wikidata”:https://www.wikidata.org/wiki/Q1207505“,”display_name“:”质量(理念)“,”级别“:2,”分数“:0.50275755},{”id“:”https://openalex.org/C2780922921,“wikidata”:https://www.wikidata.org/wiki/Q255189“,”display_name“:”Paraphrase“,”level“:2,”score“:0.4924508},{”id“:”https://openalex.org/C204321447,“wikidata”:https://www.wikidata.org/wiki/Q30642“,”display_name“:”自然语言处理“,”level“:1,”score“:0.47705784},{”id“:”https://openalex.org/C2778755073,“wikidata”:https://www.wikidata.org/wiki/Q10858537“,”display_name“:”Scale(ratio)“,”level“:2,”score“:0.46485958},{”id“:”https://openalex.org/C119857082,“wikidata”:https://www.wikidata.org/wiki/Q2539“,”display_name“:”机器学习“,”level“:1,”score“:0.35747752},{”id“:”https://openalex.org/C76155785,“wikidata”:https://www.wikidata.org/wiki/Q418“,”display_name“:”Telecommunications“,”level“:1,”score“:0.0},{”id“:”https://openalex.org/C121332964,“wikidata”:https://www.wikidata.org/wiki/Q413“,”display_name“:”Physics“,”level“:0,”score“:0.0},{”id“:”https://openalex.org/C178790620,“wikidata”:https://www.wikidata.org/wiki/Q11351“,”display_name“:”有机化学“,”level“:1,”score“:0.0},{”id“:”https://openalex.org/C62520636,“wikidata”:https://www.wikidata.org/wiki/Q944“,”display_name“:”量子力学“,”level“:1,”score“:0.0},{”id“:”https://openalex.org/C138885662,“wikidata”:https://www.wikidata.org/wiki/Q5891“,”display_name“:”哲学“,”等级“:0,”分数“:0.0},{”id“:”https://openalex.org/C185592680,“wikidata”:https://www.wikidata.org/wiki/Q2329“,”display_name“:”Chemistry“,”level“:0,”score“:0.0},{”id“:”https://openalex.org/C111472728,“wikidata”:https://www.wikidata.org/wiki/Q9471“,”display_name“:”认识论“,”level“:1,”score“:0.0}],”mesh“:[],”locations_count“:3,”location“:[{”is_oa“:true,”landing_page_url“:”https://arxiv.org/abs/305.16635“,”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”:“cc-by”,“licence_id”:“https://openalex.org/licenses/cc-by“,”version“:”submittedVersion“,”is_accepted“:false,”is_published“:false},{”is_oa“:true,”landing_page_url“:”http://arxiv.org/abs/305.16635,“pdf_url”:http://arxiv.org/pdf/2305.16635,“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.2305.16635“,”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/2305.16635“,”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”:“cc-by”,“licence_id”:“https://openalex.org/licenses/cc-by“,”version“:”submittedVersion“,”is_accepted“:false,”is_published“:false},”sustainable_development_goals“:[{”display_name“:”素质教育“,”score“:0.85,”id“:”https://metadata.un.org/sdg/4“}],”grants“:[],”datasets“:[],”versions“:[】,”referenced_works_count“:0,”referrenced_works“:],”related_work斯“:[”https://openalex.org/W4283206115","https://openalex.org/W4206666510","https://openalex.org/W3175194702","https://openalex.org/W3120390996","https://openalex.org/W2782520308","https://openalex.org/W2496310762","https://openalex.org/W2251069562","https://openalex.org/W2148689572","https://openalex.org/W2018298289","https://openalex.org/W191017350“],”ngrams_url“:”https://api.openalex.org/works/W4378711565/ngrams“,”“abstract_inverted_index”:{“We”:[0,87],“present”:[1],“Impossible”:[2,75],“Distilation”:[3],“a”:[4,14,20,60,78],“novel”:[5],“framework”:“[6]”,“for”:[7],“reparhrasing”:[8],“and”:[9,17,46,69,81100117135],“sentence”:[10101],“summary”,“summination”:[11],“:[13],”高质量“:[15,79],”数据集“:[16,80128],”模型“:[18,38,82104],”来自“:[19,72,84115129],”低质量“:[21],”教师“:[22,37],”自身“:[24],”不能“:[25],”执行“:[26],”这些“:[27,73],”任务。“:[28],”不同“:[29],”优先“:[30],”工作“:[31],”依赖“:[33],”依靠“:[34,91],”an“:[35],”极端刻度“:[36],”(例如,“:[39,55],”GPT3)“:[40],”或“:[41],”特定任务“:[42],”体系结构“:[43],”我们“:[44123],”假设“:[45],”验证“:[47],”4],“释义”:[49],“接近度”:[50],“内在”:[51],“to”:[52139],“预解释”:[53],“LMs”:[54131],“GPT2),“:[56],”其中:[57],“释义”:[58],“占据”:[59],“近端”:[61],“子空间”:[62],“in”:[63],“LM”:[65],“分布”。“:[66],”By“:[67],”identified“:[68],”sutiliting“:[70],”generations“:[71],”子空间“:[74],”Ditilation“:[76],”products“:[77],”even“:[83119],”GPT2-scale“:[85],”LMs。“:[86],”评估“:[88],”我们的“:[89126],”方法“:[90],”多重“:[92],”基准“:[93],”跨越“:[94],”无约束“:[95],”/“:[96],”语法控制“:[97],”释义“:[98],”生成“:[99],”总结。“:[102],“我们的”:[103],“with”:[105],“770M”:[106],“parameters”:[107],“consistently”:[108],“excellents”:[109],“strong”:[110],“baselines”,“:[111],“including”:[112],“models”:[113],“sutilated”:[1114127],“ChatGPT,”:[116],“seque时而”:[118],“ChatGPT”:[120],“本身。“:[121],”“此外,”:[122],“查找”:[124],“1.5B”:[130],“展示”:[132],“更高”:[133],“多样性”:[134],“保真度”:[136],“比”:[137],“向上”:[138],“13”:[140],“次数”:[141],“较大”:[142],“数据集”。“:[143]},”cited_by_api_url“:”https://api.openalex.org/works?filter=引用:W4378711565“,”counts_by_year“:[],”updated_date“:”2024-07-01T23:11:24.831344“,”created_date:“2023-05-30”}“