{"id":"https://openalex.org/W4404181272","doi":"https://doi.org/10.14778/3685800.3685838","title":"LLM for Data Management","display_name":"LLM for Data Management","publication_year":2024,"publication_date":"2024-08-01","ids":{"openalex":"https://openalex.org/W4404181272","doi":"https://doi.org/10.14778/3685800.3685838"},"language":"en","primary_location":{"id":"doi:10.14778/3685800.3685838","is_oa":false,"landing_page_url":"https://doi.org/10.14778/3685800.3685838","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the VLDB Endowment","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100404163","display_name":"Guoliang Li","orcid":"https://orcid.org/0000-0003-1601-6640"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guoliang Li","raw_affiliation_strings":["Tsinghua University"],"affiliations":[{"raw_affiliation_string":"Tsinghua University","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056912386","display_name":"Xuanhe Zhou","orcid":"https://orcid.org/0000-0002-2285-7836"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuanhe Zhou","raw_affiliation_strings":["Tsinghua University"],"affiliations":[{"raw_affiliation_string":"Tsinghua University","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070250000","display_name":"Xinyang Zhao","orcid":"https://orcid.org/0009-0001-3534-1644"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyang Zhao","raw_affiliation_strings":["Tsinghua University"],"affiliations":[{"raw_affiliation_string":"Tsinghua University","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100404163"],"corresponding_institution_ids":["https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":25.2373,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.99350561,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"17","issue":"12","first_page":"4213","last_page":"4216"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10317","display_name":"Advanced Database Systems and Queries","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9832000136375427,"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":0.41053450107574463}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41053450107574463}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.14778/3685800.3685838","is_oa":false,"landing_page_url":"https://doi.org/10.14778/3685800.3685838","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the VLDB Endowment","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1605782097","https://openalex.org/W2525739395","https://openalex.org/W3005666391","https://openalex.org/W3025775630","https://openalex.org/W3083560262","https://openalex.org/W3185341429","https://openalex.org/W3217092890","https://openalex.org/W4205381461","https://openalex.org/W4221143046","https://openalex.org/W4226278401","https://openalex.org/W4281813636","https://openalex.org/W4304195432","https://openalex.org/W4320165837","https://openalex.org/W4375869868","https://openalex.org/W4385474529","https://openalex.org/W4386128181","https://openalex.org/W4389418086","https://openalex.org/W4389500969","https://openalex.org/W4389984066","https://openalex.org/W4391032878","https://openalex.org/W4394948166","https://openalex.org/W4398234894","https://openalex.org/W4398760285","https://openalex.org/W6777384603","https://openalex.org/W6796581206","https://openalex.org/W6859167814","https://openalex.org/W6861801465","https://openalex.org/W6862638436"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Machine":[0],"learning":[1],"techniques":[2,108,138,149,159],"have":[3,34,56],"been":[4,57],"verified":[5],"to":[6,28,30,52,97,100,139,150],"be":[7,78,178],"effective":[8],"in":[9,18],"optimizing":[10],"data":[11,82,89,102,173,189],"management":[12,83,103,174],"systems":[13,104],"and":[14,33,65,67,74,105,124,188],"are":[15],"widely":[16],"researched":[17],"recent":[19],"years.":[20],"However,":[21],"traditional":[22],"small-sized":[23],"ML":[24],"models":[25],"often":[26],"struggle":[27],"generalize":[29],"new":[31,107],"scenarios,":[32],"limited":[35],"context":[36,72],"understanding":[37,73],"ability":[38],"(e.g.,":[39,85],"inputting":[40],"discrete":[41],"features":[42],"only).":[43],"The":[44],"emergence":[45],"of":[46,63,116,120],"LLMs":[47,55,99],"offers":[48],"a":[49,60],"promising":[50],"solution":[51],"these":[53,111],"challenges.":[54,197],"trained":[58],"over":[59],"vast":[61],"number":[62],"scenarios":[64,175],"tasks":[66,84,163],"acquire":[68],"human-competitive":[69],"capabilities":[70],"like":[71],"summarization,":[75],"which":[76],"can":[77,177],"highly":[79],"beneficial":[80],"for":[81,109,127,160],"natural":[86],"language":[87],"based":[88],"analytics).":[90],"In":[91],"this":[92],"tutorial,":[93],"we":[94,132,145,155,192],"present":[95,146,156],"how":[96],"utilize":[98],"optimize":[101],"review":[106],"addressing":[110],"technical":[112],"challenges,":[113],"including":[114,183],"hallucination":[115,142],"LLMs,":[117,123,182],"high":[118],"cost":[119],"interacting":[121],"with":[122],"low":[125],"accuracy":[126],"processing":[128,161],"complicated":[129,162],"tasks.":[130],"First,":[131],"discuss":[133],"retrieval":[134],"augmented":[135],"generation":[136],"(RAG)":[137],"address":[140],"the":[141,152],"problem.":[143],"Second,":[144],"vector":[147],"database":[148,186],"improve":[151],"latency.":[153],"Third,":[154],"LLM":[157],"agent":[158],"by":[164,181],"generating":[165],"multi-round":[166],"pipelines.":[167],"We":[168],"also":[169],"showcase":[170],"some":[171,194],"real-world":[172],"that":[176],"well":[179],"optimized":[180],"query":[184],"rewrite,":[185],"diagnosis":[187],"analytics.":[190],"Finally,":[191],"summarize":[193],"open":[195],"research":[196]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":23}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}