{"id":"https://openalex.org/W7125959862","doi":"https://doi.org/10.1109/ase63991.2025.00207","title":"On Automating Configuration Dependency Validation via Retrieval-Augmented Generation","display_name":"On Automating Configuration Dependency Validation via Retrieval-Augmented Generation","publication_year":2025,"publication_date":"2025-11-16","ids":{"openalex":"https://openalex.org/W7125959862","doi":"https://doi.org/10.1109/ase63991.2025.00207"},"language":null,"primary_location":{"id":"doi:10.1109/ase63991.2025.00207","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ase63991.2025.00207","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 40th IEEE/ACM International Conference on Automated Software Engineering (ASE)","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/A5101541386","display_name":"Sebastian Simon","orcid":"https://orcid.org/0000-0003-4655-9865"},"institutions":[{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Simon","raw_affiliation_strings":["Leipzig University,Leipzig,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leipzig University,Leipzig,Germany","institution_ids":["https://openalex.org/I926574661"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092470393","display_name":"Alina Mailach","orcid":"https://orcid.org/0000-0001-6204-2095"},"institutions":[{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alina Mailach","raw_affiliation_strings":["Leipzig University,Leipzig,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leipzig University,Leipzig,Germany","institution_ids":["https://openalex.org/I926574661"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087689793","display_name":"Johannes Dorn","orcid":"https://orcid.org/0000-0002-5562-0894"},"institutions":[{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johannes Dorn","raw_affiliation_strings":["Leipzig University,Leipzig,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leipzig University,Leipzig,Germany","institution_ids":["https://openalex.org/I926574661"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004072538","display_name":"Norbert Siegmund","orcid":"https://orcid.org/0000-0001-7741-7777"},"institutions":[{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Norbert Siegmund","raw_affiliation_strings":["Leipzig University,Leipzig,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leipzig University,Leipzig,Germany","institution_ids":["https://openalex.org/I926574661"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I926574661"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.6493783,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2516","last_page":"2528"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.5666000247001648,"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"}},"topics":[{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.5666000247001648,"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/T10260","display_name":"Software Engineering Research","score":0.31139999628067017,"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"}},{"id":"https://openalex.org/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.0471000000834465,"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/dependency","display_name":"Dependency (UML)","score":0.7271999716758728},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5142999887466431},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5116000175476074},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.49720001220703125},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.3995000123977661},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.39590001106262207},{"id":"https://openalex.org/keywords/knowledge-base","display_name":"Knowledge base","score":0.367900013923645},{"id":"https://openalex.org/keywords/base","display_name":"Base (topology)","score":0.3384999930858612}],"concepts":[{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.7271999716758728},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7129999995231628},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5909000039100647},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5142999887466431},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5116000175476074},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.49720001220703125},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.3995000123977661},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.39590001106262207},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.367900013923645},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3472000062465668},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3456000089645386},{"id":"https://openalex.org/C42058472","wikidata":"https://www.wikidata.org/wiki/Q810214","display_name":"Base (topology)","level":2,"score":0.3384999930858612},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30970001220703125},{"id":"https://openalex.org/C92446256","wikidata":"https://www.wikidata.org/wiki/Q3306762","display_name":"Data validation","level":2,"score":0.29440000653266907},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.29120001196861267},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.29100000858306885},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.2856999933719635},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.28130000829696655},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2799000144004822},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.27129998803138733},{"id":"https://openalex.org/C3019813237","wikidata":"https://www.wikidata.org/wiki/Q65089264","display_name":"Model validation","level":2,"score":0.26179999113082886},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2549000084400177},{"id":"https://openalex.org/C113336015","wikidata":"https://www.wikidata.org/wiki/Q574010","display_name":"Complete information","level":2,"score":0.2517000138759613}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ase63991.2025.00207","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ase63991.2025.00207","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 40th IEEE/ACM International Conference on Automated Software Engineering (ASE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320338080","display_name":"European Social Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W2026337293","https://openalex.org/W2029039689","https://openalex.org/W2041783719","https://openalex.org/W2066787289","https://openalex.org/W2076793324","https://openalex.org/W2114525558","https://openalex.org/W2130136915","https://openalex.org/W2151502039","https://openalex.org/W2154822035","https://openalex.org/W2168668632","https://openalex.org/W2261611353","https://openalex.org/W2489690523","https://openalex.org/W2513713271","https://openalex.org/W2523146812","https://openalex.org/W2604794021","https://openalex.org/W2617519947","https://openalex.org/W2761268990","https://openalex.org/W2774305262","https://openalex.org/W2921432967","https://openalex.org/W3034649382","https://openalex.org/W3103458997","https://openalex.org/W3107331477","https://openalex.org/W3139310389","https://openalex.org/W3202712981","https://openalex.org/W4281972940","https://openalex.org/W4318159335","https://openalex.org/W4375928902","https://openalex.org/W4392688329","https://openalex.org/W4393065402","https://openalex.org/W4393924258","https://openalex.org/W4399208444","https://openalex.org/W4410540918","https://openalex.org/W4411551677","https://openalex.org/W4411630045","https://openalex.org/W4413360401"],"related_works":[],"abstract_inverted_index":{"Configuration":[0],"dependencies":[1,21,103,130],"arise":[2],"when":[3],"multiple":[4],"technologies":[5],"in":[6],"a":[7,123,170],"software":[8],"system":[9],"require":[10,27],"coordinated":[11],"settings":[12],"for":[13,18,48,78],"correct":[14],"interplay.":[15],"Existing":[16],"approaches":[17],"detecting":[19],"such":[20],"often":[22,235],"yield":[23],"high":[24],"false-positive":[25],"rates,":[26],"additional":[28,86,220],"validation":[29,50,100,142,155,174,180],"mechanisms,":[30],"and":[31,58,88,104,191,199,232],"are":[32,108],"typically":[33],"limited":[34],"to":[35,56,72,84,110,227],"specific":[36],"projects":[37],"or":[38,149],"technologies.":[39],"Recent":[40],"work":[41],"that":[42,136],"incorporates":[43],"large":[44,124],"language":[45],"models":[46],"(LLMs)":[47],"dependency":[49,80],"still":[51],"suffers":[52],"from":[53,64,169,219],"inaccuracies":[54],"due":[55],"project-":[57,87],"technology-specific":[59,89],"variations,":[60],"as":[61,63],"well":[62],"missing":[65],"contextual":[66,106,163],"information.In":[67],"this":[68,119],"work,":[69],"we":[70,93,121],"propose":[71],"use":[73],"retrieval-augmented":[74],"generation":[75],"(RAG)":[76],"systems":[77,215],"configuration":[79,102,129],"validation,":[81],"which":[82],"allows":[83],"incorporate":[85],"context":[90],"information.":[91],"Specifically,":[92],"evaluate":[94],"whether":[95],"RAG":[96,145,167,214],"can":[97],"improve":[98],"LLM-based":[99],"of":[101,116,157,173,189,193,197,240],"what":[105,238],"information":[107,164,221,241],"needed":[109],"overcome":[111],"the":[112,154,158,166,228],"static":[113],"knowledge":[114],"base":[115],"LLMs.":[117],"To":[118],"end,":[120],"conducted":[122],"empirical":[125],"study":[126],"on":[127,153],"validating":[128],"using":[131],"RAG.":[132],"Our":[133],"evaluation":[134],"shows":[135],"vanilla":[137,202],"LLMs":[138],"already":[139],"demonstrate":[140],"solid":[141],"abilities,":[143],"while":[144],"has":[146],"only":[147],"marginal":[148],"even":[150],"negative":[151],"effects":[152],"performance":[156],"models.":[159],"By":[160],"incorporating":[161],"tailored":[162,226],"into":[165],"system\u2013derived":[168],"qualitative":[171],"analysis":[172],"failures\u2013we":[175],"achieve":[176],"significantly":[177],"more":[178],"accurate":[179],"results":[181,208],"across":[182],"all":[183],"models,":[184],"with":[185],"an":[186],"average":[187],"precision":[188],"0.84":[190],"recall":[192],"0.70,":[194],"representing":[195],"improvements":[196],"35%":[198],"133%":[200],"over":[201],"LLMs,":[203],"respectively.":[204],"In":[205],"addition,":[206],"these":[207],"offer":[209],"two":[210],"important":[211],"insights:":[212],"Simplistic":[213],"may":[216],"not":[217,225],"benefit":[218],"if":[222],"it":[223,233],"is":[224,234],"task":[229],"at":[230],"hand,":[231],"unclear":[236],"upfront":[237],"kind":[239],"yields":[242],"improved":[243],"performance.":[244]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2026-01-29T00:00:00"}
