{"id":"https://openalex.org/W4417354690","doi":"https://doi.org/10.48550/arxiv.2506.10678","title":"Automated Validation of Textual Constraints Against AutomationML via LLMs and SHACL","display_name":"Automated Validation of Textual Constraints Against AutomationML via LLMs and SHACL","publication_year":2025,"publication_date":"2025-06-12","ids":{"openalex":"https://openalex.org/W4417354690","doi":"https://doi.org/10.48550/arxiv.2506.10678"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2506.10678","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.10678","pdf_url":"https://arxiv.org/pdf/2506.10678","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2506.10678","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078130599","display_name":"Tom Westermann","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Westermann, Tom","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063013303","display_name":"Aljosha K\u00f6cher","orcid":"https://orcid.org/0000-0002-7228-8387"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"K\u00f6cher, Aljosha","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5097358255","display_name":"Felix Gehlhoff","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gehlhoff, Felix","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5078130599"],"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/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.5259000062942505,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.5259000062942505,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.07039999961853027,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.03480000048875809,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/ontology","display_name":"Ontology","score":0.6739000082015991},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.6685000061988831},{"id":"https://openalex.org/keywords/web-ontology-language","display_name":"Web Ontology Language","score":0.4350000023841858},{"id":"https://openalex.org/keywords/data-exchange","display_name":"Data exchange","score":0.41499999165534973},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.3765999972820282},{"id":"https://openalex.org/keywords/xml","display_name":"XML","score":0.32899999618530273},{"id":"https://openalex.org/keywords/soundness","display_name":"Soundness","score":0.32749998569488525}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8041999936103821},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.6739000082015991},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.6685000061988831},{"id":"https://openalex.org/C101230327","wikidata":"https://www.wikidata.org/wiki/Q826165","display_name":"Web Ontology Language","level":3,"score":0.4350000023841858},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41510000824928284},{"id":"https://openalex.org/C15845906","wikidata":"https://www.wikidata.org/wiki/Q1172338","display_name":"Data exchange","level":2,"score":0.41499999165534973},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.3765999972820282},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3474000096321106},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3325999975204468},{"id":"https://openalex.org/C8797682","wikidata":"https://www.wikidata.org/wiki/Q2115","display_name":"XML","level":2,"score":0.32899999618530273},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3285999894142151},{"id":"https://openalex.org/C39920170","wikidata":"https://www.wikidata.org/wiki/Q693083","display_name":"Soundness","level":2,"score":0.32749998569488525},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.3269999921321869},{"id":"https://openalex.org/C3019060180","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automated method","level":2,"score":0.3222000002861023},{"id":"https://openalex.org/C145644426","wikidata":"https://www.wikidata.org/wiki/Q169411","display_name":"Unified Modeling Language","level":3,"score":0.3154999911785126},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30880001187324524},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.2915000021457672},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2847000062465668},{"id":"https://openalex.org/C102993220","wikidata":"https://www.wikidata.org/wiki/Q387196","display_name":"Description logic","level":2,"score":0.2750999927520752},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.27059999108314514}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2506.10678","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.10678","pdf_url":"https://arxiv.org/pdf/2506.10678","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"text"},{"id":"doi:10.48550/arxiv.2506.10678","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2506.10678","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:2506.10678","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.10678","pdf_url":"https://arxiv.org/pdf/2506.10678","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"AutomationML":[0],"(AML)":[1],"enables":[2],"standardized":[3],"data":[4],"exchange":[5],"in":[6,85],"engineering,":[7],"yet":[8],"existing":[9],"recommendations":[10],"for":[11],"proper":[12],"AML":[13,30,45,76,95],"modeling":[14,102],"are":[15,47,69,82],"typically":[16],"formulated":[17],"as":[18],"informal":[19],"and":[20,40,54],"textual":[21,63],"constraints.":[22,43],"These":[23],"constraints":[24],"cannot":[25],"be":[26,105],"validated":[27,71],"automatically":[28,83],"within":[29],"itself.":[31],"This":[32],"work-in-progress":[33],"paper":[34],"introduces":[35],"a":[36,58,93],"pipeline":[37],"to":[38,49,112],"formalize":[39],"verify":[41],"such":[42],"First,":[44],"models":[46],"mapped":[48],"OWL":[50],"ontologies":[51],"via":[52],"RML":[53],"SPARQL.":[55],"In":[56],"addition,":[57],"Large":[59],"Language":[60],"Model":[61],"translates":[62],"rules":[64,103],"into":[65],"SHACL":[66,79],"constraints,":[67],"which":[68],"then":[70],"against":[72],"the":[73],"previously":[74],"generated":[75],"ontology.":[77],"Finally,":[78],"validation":[80],"results":[81],"interpreted":[84],"natural":[86],"language.":[87],"The":[88],"approach":[89],"is":[90],"demonstrated":[91],"on":[92],"sample":[94],"recommendation.":[96],"Results":[97],"show":[98],"that":[99],"even":[100],"complex":[101],"can":[104],"semi-automatically":[106],"checked":[107],"--":[108],"without":[109],"requiring":[110],"users":[111],"understand":[113],"formal":[114],"methods":[115],"or":[116],"ontology":[117],"technologies.":[118]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}
