{"id":"https://openalex.org/W4398233611","doi":"https://doi.org/10.1145/3626246.3654727","title":"ChatPipe: Orchestrating Data Preparation Pipelines by Optimizing Human-ChatGPT Interactions","display_name":"ChatPipe: Orchestrating Data Preparation Pipelines by Optimizing Human-ChatGPT Interactions","publication_year":2024,"publication_date":"2024-05-23","ids":{"openalex":"https://openalex.org/W4398233611","doi":"https://doi.org/10.1145/3626246.3654727"},"language":"en","primary_location":{"id":"doi:10.1145/3626246.3654727","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3626246.3654727","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion of the 2024 International Conference on Management of Data","raw_type":"proceedings-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/A5008989299","display_name":"Sibei Chen","orcid":"https://orcid.org/0009-0001-5331-5829"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Sibei Chen","raw_affiliation_strings":["Renmin University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Renmin University of China, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057511308","display_name":"Hanbing Liu","orcid":"https://orcid.org/0009-0000-4582-3340"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanbing Liu","raw_affiliation_strings":["Renmin University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Renmin University of China, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113224879","display_name":"Waiting Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Waiting Jin","raw_affiliation_strings":["Renmin University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Renmin University of China, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098769920","display_name":"Xiangyu Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyu Sun","raw_affiliation_strings":["Renmin University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Renmin University of China, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098769921","display_name":"Xiaoyao Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyao Feng","raw_affiliation_strings":["Renmin University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Renmin University of China, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100739546","display_name":"Ju Fan","orcid":"https://orcid.org/0000-0003-4729-9903"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ju Fan","raw_affiliation_strings":["Renmin University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Renmin University of China, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008721449","display_name":"Xiaoyong Du","orcid":"https://orcid.org/0000-0002-5757-9135"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyong Du","raw_affiliation_strings":["Renmin University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Renmin University of China, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101824160","display_name":"Nan Tang","orcid":"https://orcid.org/0000-0003-2832-0295"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nan Tang","raw_affiliation_strings":["The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5008989299"],"corresponding_institution_ids":["https://openalex.org/I78988378"],"apc_list":null,"apc_paid":null,"fwci":2.1917,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.9013388,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"484","last_page":"487"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9625999927520752,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9625999927520752,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9542999863624573,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9537000060081482,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.6439557671546936},{"id":"https://openalex.org/keywords/pipeline-transport","display_name":"Pipeline transport","score":0.633754551410675},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14951473474502563},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.05240362882614136}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6439557671546936},{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.633754551410675},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14951473474502563},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.05240362882614136}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3626246.3654727","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3626246.3654727","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion of the 2024 International Conference on Management of Data","raw_type":"proceedings-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-142269","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-142269","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":1,"referenced_works":["https://openalex.org/W4380433113"],"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":{"Orchestrating":[0],"a":[1,50,67,83,93,114,171],"high-quality":[2],"data":[3,62,135],"preparation":[4,63,136],"program":[5,84,101,143],"is":[6,15,89],"essential":[7],"for":[8,144,174],"successful":[9],"machine":[10],"learning":[11],"(ML),":[12],"but":[13],"it":[14,88],"known":[16],"to":[17,56,91,99,118,141,151,155],"be":[18],"time":[19],"and":[20,77,124,138,166,176],"effort":[21],"consuming.":[22],"Despite":[23],"the":[24,74,78,100,104,145,159,187],"impressive":[25],"capabilities":[26,188],"of":[27,70,158,189],"large":[28],"language":[29,43],"models":[30],"like":[31],"ChatGPT":[32,59,140],"in":[33,60,72],"generating":[34],"programs":[35],"by":[36],"inter-":[37],"acting":[38],"with":[39,130],"users":[40,123,129,150],"through":[41],"natural":[42],"prompts,":[44],"there":[45],"are":[46],"still":[47],"limitations.":[48],"Specifically,":[49],"user":[51],"must":[52],"provide":[53],"specific":[54],"prompts":[55],"iteratively":[57],"guide":[58],"improving":[61],"programs,":[64],"which":[65,161,184],"requires":[66],"certain":[68],"level":[69],"expertise":[71],"programming,":[73],"dataset":[75],"used":[76],"ML":[79,180],"task.":[80],"Moreover,":[81],"once":[82],"has":[85],"been":[86],"generated,":[87],"non-trivial":[90],"revisit":[92],"previous":[94,156],"version":[95],"or":[96],"make":[97],"changes":[98],"without":[102],"starting":[103],"process":[105],"over":[106],"again.":[107],"In":[108],"this":[109],"paper,":[110],"we":[111],"present":[112],"ChatPipe,":[113],"novel":[115],"system":[116],"designed":[117],"facilitate":[119],"seamless":[120],"interaction":[121],"between":[122],"ChatGPT.":[125],"Chat-":[126],"Pipe":[127],"provides":[128],"effective":[131],"recommendation":[132],"on":[133],"next":[134],"operations,":[137],"guides":[139],"generate":[142],"operations.":[146],"Also,":[147],"ChatPipe":[148,175],"enables":[149],"easily":[152],"roll":[153],"back":[154],"versions":[157],"program,":[160],"facilitates":[162],"more":[163],"efficient":[164],"experimentation":[165],"testing.":[167],"We":[168],"have":[169],"developed":[170],"web":[172],"application":[173],"prepared":[177],"several":[178],"real-world":[179],"tasks":[181],"from":[182],"Kaggle,":[183],"can":[185],"demonstrate":[186],"ChatPipe.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":5}],"updated_date":"2026-03-04T09:10:02.777135","created_date":"2025-10-10T00:00:00"}