{"id":"https:\/\/openalex.org\/W4396882343","doi":"https:\/\/doi.org\/10.48550\/arxiv.2405.06510","title":"UniDM: A Unified Framework for Data Manipulation with Large Language Models","display_name":"UniDM: A Unified Framework for Data Manipulation with Large Language Models","publication_year":2024,"publication_date":"2024-05-10","ids":{"openalex":"https:\/\/openalex.org\/W4396882343","doi":"https:\/\/doi.org\/10.48550\/arxiv.2405.06510"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2405.06510","is_oa":true,"landing_page_url":"http:\/\/arxiv.org\/abs\/2405.06510","pdf_url":"https:\/\/arxiv.org\/pdf\/2405.06510","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":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https:\/\/arxiv.org\/pdf\/2405.06510","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https:\/\/openalex.org\/A5112991087","display_name":"Yichen Qian","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Qian, Yichen","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https:\/\/openalex.org\/A5103644351","display_name":"Yongyi He","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"He, Yongyi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https:\/\/openalex.org\/A5100749286","display_name":"Rong Zhu","orcid":"https:\/\/orcid.org\/0000-0002-0687-7343"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhu, Rong","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https:\/\/openalex.org\/A5076093040","display_name":"Jintao Huang","orcid":"https:\/\/orcid.org\/0009-0007-0015-7541"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huang, Jintao","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https:\/\/openalex.org\/A5100532651","display_name":"Zhijian Ma","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ma, Zhijian","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https:\/\/openalex.org\/A5100408818","display_name":"Haibin Wang","orcid":"https:\/\/orcid.org\/0000-0001-8986-1859"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Haibin","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https:\/\/openalex.org\/A5070012760","display_name":"Yaohua Wang","orcid":"https:\/\/orcid.org\/0009-0005-6211-6388"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Yaohua","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https:\/\/openalex.org\/A5102803552","display_name":"Xiuyu Sun","orcid":"https:\/\/orcid.org\/0000-0002-7208-8078"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sun, Xiuyu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https:\/\/openalex.org\/A5085254654","display_name":"Defu Lian","orcid":"https:\/\/orcid.org\/0000-0002-3507-9607"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lian, Defu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https:\/\/openalex.org\/A5040297543","display_name":"Bolin Ding","orcid":"https:\/\/orcid.org\/0000-0003-1535-9692"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ding, Bolin","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https:\/\/openalex.org\/A5057864403","display_name":"Jingren Zhou","orcid":"https:\/\/orcid.org\/0000-0002-4220-2634"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhou, Jingren","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":11,"corresponding_author_ids":["https:\/\/openalex.org\/A5112991087"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https:\/\/openalex.org\/T10181","display_name":"Natural Language Processing Techniques","score":0.9690999984741211,"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\/T10181","display_name":"Natural Language Processing Techniques","score":0.9690999984741211,"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\/T10028","display_name":"Topic Modeling","score":0.9646999835968018,"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":0.63811194896698},{"id":"https:\/\/openalex.org\/keywords\/programming-language","display_name":"Programming language","score":0.3739778399467468}],"concepts":[{"id":"https:\/\/openalex.org\/C41008148","wikidata":"https:\/\/www.wikidata.org\/wiki\/Q21198","display_name":"Computer science","level":0,"score":0.63811194896698},{"id":"https:\/\/openalex.org\/C199360897","wikidata":"https:\/\/www.wikidata.org\/wiki\/Q9143","display_name":"Programming language","level":1,"score":0.3739778399467468}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2405.06510","is_oa":true,"landing_page_url":"http:\/\/arxiv.org\/abs\/2405.06510","pdf_url":"https:\/\/arxiv.org\/pdf\/2405.06510","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":"","raw_type":"text"},{"id":"doi:10.48550\/arxiv.2405.06510","is_oa":true,"landing_page_url":"https:\/\/doi.org\/10.48550\/arxiv.2405.06510","pdf_url":null,"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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2405.06510","is_oa":true,"landing_page_url":"http:\/\/arxiv.org\/abs\/2405.06510","pdf_url":"https:\/\/arxiv.org\/pdf\/2405.06510","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":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https:\/\/openalex.org\/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https:\/\/ror.org\/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https:\/\/content.openalex.org\/works\/W4396882343.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https:\/\/openalex.org\/W4391375266","https:\/\/openalex.org\/W2748952813","https:\/\/openalex.org\/W2390279801","https:\/\/openalex.org\/W2358668433","https:\/\/openalex.org\/W4396701345","https:\/\/openalex.org\/W2376932109","https:\/\/openalex.org\/W2001405890","https:\/\/openalex.org\/W4396696052","https:\/\/openalex.org\/W2382290278","https:\/\/openalex.org\/W4395014643"],"abstract_inverted_index":{"Designing":[0],"effective":[1,180],"data":[2,11,29,44,79,110,126,136,165,167,212],"manipulation":[3,45,111,127,137,213],"methods":[4,35],"is":[5,66],"a":[6,116,121,133,140,195,208],"long":[7],"standing":[8],"problem":[9],"in":[10,51,139],"lakes.":[12],"Traditional":[13],"methods,":[14],"which":[15,119],"rely":[16],"on":[17,27,92,194,207],"rules":[18],"or":[19],"machine":[20],"learning":[21],"models,":[22],"require":[23,57],"extensive":[24],"human":[25],"efforts":[26],"training":[28],"collection":[30],"and":[31,69,104,143,172,204],"tuning":[32],"models.":[33],"Recent":[34],"apply":[36],"Large":[37],"Language":[38],"Models":[39],"(LLMs)":[40],"to":[41,60,100,107,124,149,159,163,182,185],"resolve":[42],"multiple":[43],"tasks.":[46,112,214],"They":[47],"exhibit":[48],"bright":[49],"benefits":[50],"terms":[52],"of":[53,77,90,135,197,211],"performance":[54,206],"but":[55],"still":[56],"customized":[58],"designs":[59],"fit":[61],"each":[62,151,176],"specific":[63],"task.":[64,152],"This":[65],"very":[67],"costly":[68],"can":[70],"not":[71],"catch":[72],"up":[73],"with":[74,109],"the":[75,87,97,161],"requirements":[76],"big":[78],"lake":[80],"platforms.":[81],"In":[82],"this":[83],"paper,":[84],"inspired":[85],"by":[86],"cross-task":[88],"generality":[89,203],"LLMs":[91,162,184],"NLP":[93],"tasks,":[94],"we":[95,178],"pave":[96],"first":[98],"step":[99],"design":[101,179],"an":[102,155],"automatic":[103,156],"general":[105,147],"solution":[106],"tackle":[108],"We":[113,153],"propose":[114],"UniDM,":[115],"unified":[117,141],"framework":[118],"establishes":[120],"new":[122],"paradigm":[123],"process":[125],"tasks":[128,138],"using":[129],"LLMs.":[130],"UniDM":[131,200],"formalizes":[132],"number":[134],"form":[142],"abstracts":[144],"three":[145],"main":[146],"steps":[148],"solve":[150],"develop":[154],"context":[157],"retrieval":[158],"allow":[160],"retrieve":[164],"from":[166],"lakes,":[168],"potentially":[169],"containing":[170],"evidence":[171],"factual":[173],"information.":[174],"For":[175],"step,":[177],"prompts":[181],"guide":[183],"produce":[186],"high":[187],"quality":[188],"results.":[189],"By":[190],"our":[191,199],"comprehensive":[192],"evaluation":[193],"variety":[196,210],"benchmarks,":[198],"exhibits":[201],"great":[202],"state-of-the-art":[205],"wide":[209]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}