{"id":"https://openalex.org/W7162326174","doi":"https://doi.org/10.48550/arxiv.2605.22825","title":"KPI2KVI: A Multi Agent Workflow for Calculating Key Value Indicators from Service Descriptions","display_name":"KPI2KVI: A Multi Agent Workflow for Calculating Key Value Indicators from Service Descriptions","publication_year":2026,"publication_date":"2026-03-31","ids":{"openalex":"https://openalex.org/W7162326174","doi":"https://doi.org/10.48550/arxiv.2605.22825"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.22825","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.22825","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":null,"license_id":null,"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.2605.22825","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040780118","display_name":"Masoud Shokrnezhad","orcid":"https://orcid.org/0000-0002-6558-4356"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shokrnezhad, Masoud","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136956713","display_name":"Tarik Taleb","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Taleb, Tarik","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136941893","display_name":"Yan Chen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Yan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5081133263","display_name":"Qize Guo","orcid":"https://orcid.org/0000-0002-1277-3436"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Guo, Qize","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/T10703","display_name":"Business Process Modeling and Analysis","score":0.3555000126361847,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.3555000126361847,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.08460000157356262,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10679","display_name":"Service-Oriented Architecture and Web Services","score":0.04839999973773956,"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/workflow","display_name":"Workflow","score":0.58160001039505},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.5401999950408936},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5284000039100647},{"id":"https://openalex.org/keywords/performance-indicator","display_name":"Performance indicator","score":0.4383000135421753},{"id":"https://openalex.org/keywords/audit","display_name":"Audit","score":0.3772999942302704},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.3684999942779541}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6704000234603882},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.58160001039505},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.5401999950408936},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5284000039100647},{"id":"https://openalex.org/C135510737","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Performance indicator","level":2,"score":0.4383000135421753},{"id":"https://openalex.org/C199521495","wikidata":"https://www.wikidata.org/wiki/Q181487","display_name":"Audit","level":2,"score":0.3772999942302704},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.3684999942779541},{"id":"https://openalex.org/C201305675","wikidata":"https://www.wikidata.org/wiki/Q852998","display_name":"Stakeholder","level":2,"score":0.35830000042915344},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.34540000557899475},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3158000111579895},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.31439998745918274},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3037000000476837},{"id":"https://openalex.org/C141571065","wikidata":"https://www.wikidata.org/wiki/Q1771949","display_name":"Performance measurement","level":2,"score":0.2784999907016754},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.2768000066280365},{"id":"https://openalex.org/C2778067643","wikidata":"https://www.wikidata.org/wiki/Q166507","display_name":"Interval (graph theory)","level":2,"score":0.2581000030040741},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.2517000138759613}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.22825","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.22825","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.22825","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.22825","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.6875171661376953}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Key":[0,44],"Value":[1],"Indicators":[2,46],"(KVIs)":[3],"provide":[4],"a":[5,10,73,77,88,113,170],"decision":[6],"oriented":[7],"view":[8],"of":[9,57],"service":[11,67,80,103,117,163],"by":[12,86,94],"summarizing":[13],"how":[14],"operational":[15],"performance":[16],"translates":[17],"into":[18,82],"stakeholder":[19],"value,":[20],"risk,":[21],"and":[22,51,63,107,122,132,143,181,191],"outcomes.":[23],"However,":[24],"in":[25,33],"many":[26],"domains":[27],"KVIs":[28],"are":[29,141],"difficult":[30],"to":[31,173,178],"compute":[32],"practice":[34],"because":[35],"they":[36],"require":[37],"selecting":[38],"relevant":[39,109],"KVI":[40,84,110,148,158,179],"categories,":[41],"defining":[42],"measurable":[43],"Performance":[45],"(KPIs),":[47],"collecting":[48],"KPI":[49,126,138],"values,":[50],"applying":[52],"consistent":[53],"calculation":[54,184],"logic,":[55],"all":[56],"which":[58],"is":[59],"typically":[60],"performed":[61],"manually":[62],"inconsistently":[64],"from":[65,112,176],"unstructured":[66],"documentation.":[68],"This":[69],"paper":[70],"presents":[71],"KPI2KVI,":[72],"tool":[74],"that":[75,99,140,166,186],"transforms":[76],"natural":[78],"language":[79],"description":[81,177],"computed":[83],"estimates":[85],"orchestrating":[87],"deterministic":[89],"multi":[90],"agent":[91],"workflow":[92],"powered":[93],"Large":[95],"Language":[96],"Models":[97],"(LLMs)":[98],"(i)":[100],"elicits":[101],"missing":[102],"context,":[104],"(ii)":[105],"extracts":[106],"finalizes":[108],"categories":[111],"taxonomy,":[114],"(iii)":[115],"generates":[116],"specific":[118],"KPIs":[119],"with":[120,153,161],"units":[121],"descriptions,":[123],"(iv)":[124],"collects":[125],"values":[127,139],"through":[128],"an":[129],"interactive":[130,192],"dialogue":[131],"also":[133],"supports":[134],"intelligent":[135],"estimation":[136],"for":[137,156],"unavailable,":[142],"(v)":[144],"computes":[145],"interval":[146],"valued":[147],"outputs":[149],"(minimum,":[150],"exact,":[151],"maximum)":[152],"traceable":[154],"explanations":[155],"each":[157],"code.":[159],"Simulations":[160],"representative":[162],"descriptions":[164],"demonstrate":[165],"KPI2KVI":[167],"consistently":[168],"produces":[169],"complete":[171],"end":[172,174],"mapping":[175],"intervals":[180],"provides":[182],"transparent":[183],"narratives":[185],"support":[187],"post":[188],"hoc":[189],"auditing":[190],"advisory":[193],"queries.":[194]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-05-26T00:00:00"}
