{"id":"https://openalex.org/W7155516862","doi":"https://doi.org/10.48550/arxiv.2604.21765","title":"PrismaDV: Automated Task-Aware Data Unit Test Generation","display_name":"PrismaDV: Automated Task-Aware Data Unit Test Generation","publication_year":2026,"publication_date":"2026-04-23","ids":{"openalex":"https://openalex.org/W7155516862","doi":"https://doi.org/10.48550/arxiv.2604.21765"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.21765","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.21765","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2604.21765","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100353527","display_name":"Hao Chen","orcid":"https://orcid.org/0000-0002-2192-9631"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Hao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001426766","display_name":"Arnab Phani","orcid":"https://orcid.org/0009-0001-2935-0608"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Phani, Arnab","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5090934117","display_name":"Sebastian Schelter","orcid":"https://orcid.org/0000-0003-4722-5840"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Schelter, Sebastian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.3384999930858612,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.3384999930858612,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.23000000417232513,"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":0.08879999816417694,"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/executable","display_name":"Executable","score":0.7724999785423279},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6539000272750854},{"id":"https://openalex.org/keywords/unit-testing","display_name":"Unit testing","score":0.6126999855041504},{"id":"https://openalex.org/keywords/downstream","display_name":"Downstream (manufacturing)","score":0.5964000225067139},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.5475000143051147},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.5009999871253967},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4860000014305115},{"id":"https://openalex.org/keywords/data-validation","display_name":"Data validation","score":0.4366999864578247}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8234000205993652},{"id":"https://openalex.org/C160145156","wikidata":"https://www.wikidata.org/wiki/Q778586","display_name":"Executable","level":2,"score":0.7724999785423279},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6539000272750854},{"id":"https://openalex.org/C148027188","wikidata":"https://www.wikidata.org/wiki/Q907375","display_name":"Unit testing","level":3,"score":0.6126999855041504},{"id":"https://openalex.org/C2776207758","wikidata":"https://www.wikidata.org/wiki/Q5303302","display_name":"Downstream (manufacturing)","level":2,"score":0.5964000225067139},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5475000143051147},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.5009999871253967},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5001000165939331},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4860000014305115},{"id":"https://openalex.org/C92446256","wikidata":"https://www.wikidata.org/wiki/Q3306762","display_name":"Data validation","level":2,"score":0.4366999864578247},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.38519999384880066},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3646000027656555},{"id":"https://openalex.org/C122637931","wikidata":"https://www.wikidata.org/wiki/Q118084","display_name":"Unit (ring theory)","level":2,"score":0.3285999894142151},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.32499998807907104},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.31189998984336853},{"id":"https://openalex.org/C162319229","wikidata":"https://www.wikidata.org/wiki/Q175263","display_name":"Data structure","level":2,"score":0.3089999854564667},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3027999997138977},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.29350000619888306},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.29120001196861267},{"id":"https://openalex.org/C128942645","wikidata":"https://www.wikidata.org/wiki/Q1568346","display_name":"Test case","level":3,"score":0.2906999886035919},{"id":"https://openalex.org/C169168650","wikidata":"https://www.wikidata.org/wiki/Q1675637","display_name":"Keyword-driven testing","level":5,"score":0.26840001344680786},{"id":"https://openalex.org/C47487241","wikidata":"https://www.wikidata.org/wiki/Q5227230","display_name":"Data access","level":2,"score":0.267300009727478},{"id":"https://openalex.org/C200749887","wikidata":"https://www.wikidata.org/wiki/Q1165574","display_name":"System monitoring","level":2,"score":0.26109999418258667},{"id":"https://openalex.org/C33762810","wikidata":"https://www.wikidata.org/wiki/Q461671","display_name":"Data integrity","level":2,"score":0.25780001282691956}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.21765","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.21765","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.21765","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.21765","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"score":0.5351361036300659,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Data":[0],"is":[1,11],"a":[2,49,102,177],"central":[3],"resource":[4],"for":[5,13,98,165],"modern":[6],"enterprises,":[7],"and":[8,37,71,90,117,139,186],"data":[9,23,64,69,75,82,114,152],"validation":[10],"essential":[12],"ensuring":[14],"the":[15,35,40,44,81,107,111,148],"reliability":[16],"of":[17,39,113,151],"downstream":[18,55,91,118],"applications.":[19],"However,":[20],"existing":[21],"automated":[22],"unit":[24,76,83,115,144],"testing":[25],"frameworks":[26],"are":[27],"largely":[28],"task-agnostic:":[29],"they":[30],"validate":[31],"datasets":[32,89],"without":[33],"considering":[34],"semantics":[36],"requirements":[38],"code":[41,57],"that":[42,53,105,146,157,168],"consumes":[43],"data.":[45],"We":[46,120,181],"present":[47],"PrismaDV,":[48],"compound":[50],"AI":[51],"system":[52],"analyzes":[54],"task":[56],"together":[58],"with":[59,158],"dataset":[60],"profiles":[61],"to":[62,87],"identify":[63],"access":[65],"patterns,":[66],"infer":[67],"implicit":[68],"assumptions,":[70],"generate":[72],"task-aware":[73,140],"executable":[74],"tests.":[77],"To":[78],"further":[79],"adapt":[80],"tests":[84,116,145],"over":[85],"time":[86],"specific":[88],"tasks,":[92],"we":[93,155,160],"propose":[94],"\"Selective":[95],"Informative":[96],"Feedback":[97],"Task":[99],"Adaptation\"":[100],"(SIFTA),":[101],"prompt-optimization":[103],"framework":[104],"leverages":[106],"scarce":[108],"outcomes":[109],"from":[110,176],"execution":[112],"tasks.":[119],"evaluate":[121],"PrismaDV":[122],"on":[123],"two":[124],"new":[125],"benchmarks":[126,185],"spanning":[127],"60":[128],"tasks":[129],"across":[130],"five":[131],"datasets,":[132],"where":[133],"it":[134],"consistently":[135],"outperforms":[136],"both":[137],"task-agnostic":[138],"baselines":[141],"in":[142],"generating":[143],"reflect":[147],"end-to-end":[149],"impact":[150],"errors.":[153],"Furthermore,":[154],"show":[156],"SIFTA,":[159],"can":[161],"automatically":[162],"learn":[163],"prompts":[164,170],"PrismaDV's":[166],"modules":[167],"outperform":[169],"written":[171],"by":[172],"hand":[173],"or":[174],"generated":[175],"generic":[178],"prompt":[179],"optimizer.":[180],"publicly":[182],"release":[183],"our":[184],"prototype":[187],"implementation.":[188]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-04-25T00:00:00"}
