{“id”:“https://openalex.org/W4396882220“,”doi“:”https://doi.org/10.44850/arxiv.2405.06275“,”title“:”作为特定于域的LLM提取器进行修剪“,”display_name“:”用作特定于域LLM提提器进行修剪”,“publication_year”:2024,“publiation_date”:“2024-05-10”,“ids”:{“openalex”:“https://openalex.org/W4396882220“,”doi“:”https://doi.org/10.48550/arxiv.2405.06275“},”language“:”en“,”primary_location“:{”is_oa“:true,”landing_page_url“:”https://arxiv.org/abs/2405.06275,“pdf_url”:https://arxiv.org/pdf/2405.06275,“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},”type“:”preprint“,”type_crossref“:“posted-content”,“indexed_in”:[”arxiv“],‘open_access’:{”is_oa“:true,”“oa_status”:“green”,“oa_url”:“https://arxiv.org/pdf/2405.06275“,”any_repository_has_fulltext“:true},”authorships“:[{”author_position“:”第一“,”作者“:{”id“:”https://openalex.org/A5100569653“,”display_name“:”Nan Zhang“,”orcid“:null},”institutions“:[],”countries“:[],”is_corresponding“:false,”raw_author_name“:”Zhang,Nan“,”raw _affiliation_strings“:],”affiliations“:[/]},{”author_position“:”middle“,”author“:{”id“:”https://openalex.org/A5101594832“,”display_name“:”Yanchi Liu“,”orcid“:”https://orcid.org/0000-0003-4396-5139“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”刘,盐池“,”raw_affiliation_strings“:[],“隶属关系”:[]},{“author_position”:“middle”,“author”:{“id”:“https://openalex.org/A5036221931“,”display_name“:”赵旭江“,”orcid“:”https://orcid.org/0000-0003-4950-4018“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”赵,徐江“,”raw_affiliation_strings“:[],“隶属关系”:[]},{“author_position”:“middle”,“author”:{“id”:“https://openalex.org/A5027157675“,”display_name“:”魏成“,”兽人“:”https://orcid.org/0000-0003-118-1743“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”Cheng,Wei“,”raw_affiliation_strings“:[],“从属关系”:[]},{“author_position”:“middle”,“author”:{“id”:“https://openalex.org/A5086926080“,”display_name“:”Runxue Bao“,”orcid“:”https://orcid.org/0000-0001-7357-3481“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:Bao,Runxue”,“raw_affiliation_strings”:[],“affiliations”:[]},{“author_position”:“middle”,“author”:{“id”:“https://openalex.org/A5100421963“,”display_name“:”Rui Zhang“,”orcid“:”https://orcid.org/0000-0001-8258-3585“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”张,芮“,”raw关联字符串“:[],“关联关系”:[]},{“author_position”:“middle”,“author”:{“id”:“https://openalex.org/A5009542542“,”display_name“:”Prasenjit Mitra“,”orcid“:”https://orcid.org/0000-0002-7530-9497“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”Mitra,Prasenjit“,”raw_affiliation_strings“:[],“从属关系”:[]},{“author_position”:“last”,“author”:{“id”:“https://openalex.org/A5074374201“,”display_name“:”H.M.Chen“,”orcid“:”https://orcid.org/0000-0002-7406-8919“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”陈海峰“,”raw _ afiliation_strings“:[]],”附属机构“:[]}],”机构_资产“:[],“countries _ distinct_count”:0,“机构_ distinct _count“:0,”相应的_ author_ids“:[】,”对应的_机构_ids null,“fwci”:nullhas_fulltext“:false,”cited_by_count“:0,”citation_normalized_percentile“:{”value“:0.0,”is_in_top_1_percent“:false},”cited_by_percentile_year“:{“min”:0,“max”:87},“biblio”:{“volume”:null,“issue”:null,“first_page”:nully,“last_page”:null},‘is_retracted’:false _主题“:{”id“:”https://openalex.org/T10181“,”display_name“:”统计机器翻译和自然语言处理“,”score“:0.997,”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/T10181“,”display_name“:”统计机器翻译与自然语言处理“,”score“:0.997,”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/T13523“,”display_name“:”数学信息检索与搜索“,”score“:0.9114,”subfield“:{”id“:”https://openalex.org/subfields/1703“,”display_name“:”计算理论与数学“},”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/extractor“,”display_name“:”提取器“,”score“:0.77343136},{”id“:”https://openalex.org/关键字/修剪“,”display_name“:”修剪“,”score“:0.6906418},{”id“:”https://openalex.org/keywords/language-modeling“,”display_name“:”语言建模“,”score“:0.568509},{”id“:”https://openalex.org/keywords/mathematical-information检索“,”display_name“:”数学信息检索“,”score“:0.558169},{”id“:”https://openalex.org/keywords/dependency-parsing“,”display_name“:”依赖关系分析“,”score“:0.541631},{”id“:”https://openalex.org/keywords/statistical-machine-translation网站“,”display_name“:”统计机器翻译“,”score“:0.540696},{”id“:”https://openalex.org/keywords/多语言-神经-机器翻译“,”display_name“:”多语言神经机器翻译“,”score“:0.54042}],”concepts“:[{”id“:”https://openalex.org/C117978034,“wikidata”:https://www.wikidata.org/wiki/Q5422192“,”display_name“:”Extractor“,”level“:2,”score“:0.77343136},{”id“:”https://openalex.org/C108010975,“wikidata”:https://www.wikidata.org/wiki/Q500094“,”display_name“:”修剪“,”level“:2,”score“:0.6906418},{”id“:”https://openalex.org/C36503486,“wikidata”:https://www.wikidata.org/wiki/Q11235244“,”display_name“:”域(数学分析)“,”level“:2,”score“:0.46020764},{”id“:”https://openalex.org/C41008148,“wikidata”:https://www.wikidata.org/wiki/Q21198“,”display_name“:”计算机科学“,”level“:0,”score“:0.45765483},{”id“:”https://openalex.org/C154945302,“wikidata”:https://www.wikidata.org/wiki/Q11660“,”display_name“:”人工智能“,”level“:1,”score“:0.3866601},{”id“:”https://openalex.org/C204321447,“wikidata”:https://www.wikidata.org/wiki/Q30642“,”display_name“:”自然语言处理“,”level“:1,”score“:0.35127956},{”id“:”https://openalex.org/C33923547,“wikidata”:https://www.wikidata.org/wiki/Q395“,”display_name“:”数学“,”等级“:0,”分数“:0.32778767},{”id“:”https://openalex.org/C86803240,“wikidata”:https://www.wikidata.org/wiki/Q420“,”display_name“:”生物学“,”等级“:0,”分数“:0.16416204},{”id“:”https://openalex.org/C144027150,“wikidata”:https://www.wikidata.org/wiki/Q48803“,”display_name“:”园艺“,”level“:1,”score“:0.16055608},{”id“:”https://openalex.org/C127413603,“wikidata”:https://www.wikidata.org/wiki/Q11023“,”display_name“:”Engineering“,”level“:0,”score“:0.11130318},{”id“:”https://openalex.org/C21880701,“wikidata”:https://www.wikidata.org/wiki/Q2144042“,”display_name“:”流程工程“,”level“:1,”score“:0.09649959},{”id“:”https://openalex.org/C134306372,“wikidata”:https://www.wikidata.org/wiki/Q7754“,”display_name“:”数学分析“,”level“:1,”score“:0.0}],”mesh“:[],”locations_count“:1.”locations“:[{”is_oa“:true,”landing_page_url“:”https://arxiv.org/abs/2405.06275,“pdf_url”:https://arxiv.org/pdf/2405.06275,“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”:null,“licence_id”:null,“version”:“submittedVersion”,“is_accepted”:false,“is_published”:false}],“best_oa_location”:{“is_oa”:true,“landing_page_url”:“https://arxiv.org/abs/2405.06275,“pdf_url”:https://arxiv.org/pdf/2405.06275,“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”:null,“licence_id”:null,“version”:“submittedVersion”,“is_accepted”:false,“is_published”:false},”sustainable_development_goals“:[],“grants”:[]https://openalex.org/W3204019825","https://openalex.org/W3082848404","https://openalex.org/W2793679056","https://openalex.org/W2594301978","https://openalex.org/W2378744544","https://openalex.org/W2373300491","https://openalex.org/W2372254676","https://openalex.org/W2080135837","https://openalex.org/W2016864125","https://openalex.org/W1979583797“],”abstract_inverted_index“:{”Large“:[0],”Language“:[1],”Models“:[2],”(LLM)“:[3],”have“:[4,29],”exhibited“:[5],”notificate“:[6],”熟练度“:[7],”across“:[8187],”a“:[9,87156171177],”wide“:[10],”array“:[11],”of“:[12,38131198],”NLP“:[13],”tasks.“:[14],”然而,“:[15],”the“:[16,36,58122129145166196],”escalation“:[17],”in“:[18190200],”模型”:[19,31179],“大小”:[20,37],“也是”:[21],“产生”:[22],“实质性”:[23],“部署”:[24],“成本”。“:[25],”While“:[26],”fellow“:[27],”effections“:[28],”explored“:[30],”pruning“:[32],”techniques“:[33],”to“:[34,50,54,68143],”reduce“:[35],”LLM“:[39],”they“:[40],”majory“:[41],”center“:[42],”on“:[43,57,63,83170],”general“:[44101117140],”or“:[45,61],”fic“:[46],”权重。“:[47],“This”:[48,71],“leads”:[49],“subtoptimal”:[51],“performance”:[52],“due”:[53],“defected”:[55],“specificification”:[P6],“target”:[59],“domain”:60],“communiversity”:[62152181],“different”:【64】,“tasks”:[65189],“when”:[66153],“applied”:[67],“domain-specific”:[69,81110172201],“challenges”。“:[70],”工作“:[72],”介绍“:[73],”an“:[74132],”创新“:[75],”非结构化“:[76],”双调节“:[77],”方法论“:[78],”D-Pruner,“:[79],”for“:[80100],”压缩“:[82],”LLM。“:[84],”It“:[85],”extracts“:[86],”compressed“:[88],”domain-specific“:[89],”and“:[90106109182192],”task-nogistic“:[91],”LLM“:[92,95],”by“:[93120160],”identified“:[94],”weights“:[96],”that“:[97149],”are“:[98],”spiral“:[99],”capabilities,“:[102],”like“:[103],”languary“:[104],“能力”:[105],“多任务”:[107],“求解”:[108],“知识。“:[111],“更多”:[112],“具体来说,”:[113],“我们”:[114137175],“第一个”:[115],“评估”:[116],“权重”:[1181141163],“重要性”:[119142164],“量化”:[121],“错误”:[123],“发生”:[124],“关于”:[125],“他们的”:[126],“删除”:[127],“使用”:[128165],“帮助”:[130],“开放域”:[133],“校准”:[134173],“数据集。“:[135],”然后,“:[136],”利用“:[138],”这个“:[139],”精炼“:[144],”训练“:[146168],”损失“:[147],”所以“:[148],”它“:[150],”保留“:[151],”拟合“:[154],”进入“:[155],”特定“:[157],”域。“:[158],”“此外,”:[159],“高效”:[161],“近似”:[162],“精细”:[167],“损失”:[169],“数据集”:[174],“获取”:[176],“修剪”:[178],“强调”:[180],“特异性”。“:[183],“我们的”:[184203],“综合”:[185],“实验”:[186],“各种”:[188],“医疗”:[191],“法律”:[193],“域”:[194],“显示”:[195],“有效性”:[197],“D-Pruner”:[199],“压缩”。“:[202],”代码“:[204],”是“:[205],”可用“:[206],”在“:[207],”https://github.com/psunlpgroup/D-Pruner。“:[208]},”引用_by_api_url“:”https://api.openalex.org/works?filter=cites:W4396882220“,”counts_by_year“:[],”updated_date“:”2024-09-23T22:25:11.153296“,”created_date:“2024-05-14”}“