{"id":"https://openalex.org/W4412742725","doi":"https://doi.org/10.1109/icps65515.2025.11087870","title":"Refining NLP Semantic Matches Through Dialogue with Large Language Models","display_name":"Refining NLP Semantic Matches Through Dialogue with Large Language Models","publication_year":2025,"publication_date":"2025-05-12","ids":{"openalex":"https://openalex.org/W4412742725","doi":"https://doi.org/10.1109/icps65515.2025.11087870"},"language":"en","primary_location":{"id":"doi:10.1109/icps65515.2025.11087870","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icps65515.2025.11087870","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 8th International Conference on Industrial Cyber-Physical Systems (ICPS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://digitalcollection.zhaw.ch/handle/11475/34538","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011959040","display_name":"Sebastian Heppner","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Heppner","raw_affiliation_strings":["RWTH Aachen University,Chair of Information- and Automation Systems,Aachen,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"RWTH Aachen University,Chair of Information- and Automation Systems,Aachen,Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033052038","display_name":"Torben Miny","orcid":"https://orcid.org/0000-0002-4304-3735"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Torben Miny","raw_affiliation_strings":["RWTH Aachen University,Chair of Information- and Automation Systems,Aachen,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"RWTH Aachen University,Chair of Information- and Automation Systems,Aachen,Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060799611","display_name":"Tobias Kleinert","orcid":"https://orcid.org/0000-0001-7441-4431"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tobias Kleinert","raw_affiliation_strings":["RWTH Aachen University,Chair of Information- and Automation Systems,Aachen,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"RWTH Aachen University,Chair of Information- and Automation Systems,Aachen,Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119129019","display_name":"Ayan Zholdybayev","orcid":null},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Ayan Zholdybayev","raw_affiliation_strings":["Nazarbayev University,Department of Computer Science,Astana,Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nazarbayev University,Department of Computer Science,Astana,Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007694602","display_name":"Marko Ristin","orcid":"https://orcid.org/0000-0002-7202-404X"},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Marko Ristin","raw_affiliation_strings":["Nazarbayev University,Department of Computer Science,Astana,Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nazarbayev University,Department of Computer Science,Astana,Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020431358","display_name":"Hans Wernher van de Venn","orcid":"https://orcid.org/0000-0002-6142-1672"},"institutions":[{"id":"https://openalex.org/I200744771","display_name":"ZHAW Zurich University of Applied Sciences","ror":null,"country_code":"CH","type":null,"lineage":["https://openalex.org/I200744771"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Hans Wernher van de Venn","raw_affiliation_strings":["Zurich University of Applied Sciences,Institute of Mechatronic Systems,Winterthur,Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zurich University of Applied Sciences,Institute of Mechatronic Systems,Winterthur,Switzerland","institution_ids":["https://openalex.org/I200744771"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08216159,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9923999905586243,"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"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9923999905586243,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9900000095367432,"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/T12031","display_name":"Speech and dialogue systems","score":0.9842000007629395,"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/computer-science","display_name":"Computer science","score":0.7952947616577148},{"id":"https://openalex.org/keywords/refining","display_name":"Refining (metallurgy)","score":0.7952754497528076},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.7788254022598267},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7133073806762695},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.36386165022850037},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.09764114022254944}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7952947616577148},{"id":"https://openalex.org/C60044698","wikidata":"https://www.wikidata.org/wiki/Q1283324","display_name":"Refining (metallurgy)","level":2,"score":0.7952754497528076},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.7788254022598267},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7133073806762695},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.36386165022850037},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.09764114022254944},{"id":"https://openalex.org/C147789679","wikidata":"https://www.wikidata.org/wiki/Q11372","display_name":"Physical chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/icps65515.2025.11087870","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icps65515.2025.11087870","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 8th International Conference on Industrial Cyber-Physical Systems (ICPS)","raw_type":"proceedings-article"},{"id":"pmh:oai:digitalcollection.zhaw.ch:11475/34538","is_oa":true,"landing_page_url":"https://digitalcollection.zhaw.ch/handle/11475/34538","pdf_url":null,"source":{"id":"https://openalex.org/S4306401811","display_name":"Z\u00fcrcher Hochschule f\u00fcr Angewandte Wissenschaften digital collection (Zurich University of Applied Sciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200744771","host_organization_name":"ZHAW Zurich University of Applied Sciences","host_organization_lineage":["https://openalex.org/I200744771"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:publications.rwth-aachen.de:1016406","is_oa":false,"landing_page_url":"https://publications.rwth-aachen.de/record/1016406","pdf_url":null,"source":{"id":"https://openalex.org/S4306401362","display_name":"RWTH Publications (RWTH Aachen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887968799","host_organization_name":"RWTH Aachen University","host_organization_lineage":["https://openalex.org/I887968799"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2025 IEEE 8th International Conference on Industrial Cyber-Physical Systems (ICPS) : 12-15 May 2025<br/>IEEE 8. International Conference on Industrial Cyber-Physical Systems, ICPS 2025, Emden, Germany, 2025-05-12 - 2025-05-15","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:digitalcollection.zhaw.ch:11475/34538","is_oa":true,"landing_page_url":"https://digitalcollection.zhaw.ch/handle/11475/34538","pdf_url":null,"source":{"id":"https://openalex.org/S4306401811","display_name":"Z\u00fcrcher Hochschule f\u00fcr Angewandte Wissenschaften digital collection (Zurich University of Applied Sciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200744771","host_organization_name":"ZHAW Zurich University of Applied Sciences","host_organization_lineage":["https://openalex.org/I200744771"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.41999998688697815,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W4213009331","https://openalex.org/W4214567434","https://openalex.org/W4386065789","https://openalex.org/W4386072525","https://openalex.org/W4400427011","https://openalex.org/W4400427092","https://openalex.org/W4400531953","https://openalex.org/W4403242831","https://openalex.org/W6679436768","https://openalex.org/W6768851824","https://openalex.org/W6777615688","https://openalex.org/W6847303613","https://openalex.org/W6856289622"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W1595345252","https://openalex.org/W2392526918","https://openalex.org/W2362540361","https://openalex.org/W2019560916","https://openalex.org/W2361983698","https://openalex.org/W2347697528","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Advancements":[0],"in":[1,77,104],"digitization":[2],"are":[3,39,74],"fostering":[4],"innovation":[5],"within":[6],"Industrie":[7],"4.0":[8],"(I4.0)":[9],"ecosystems.":[10],"The":[11],"2030":[12],"vision":[13],"for":[14,58,113],"I4.0":[15],"prioritizes":[16],"sovereignty,":[17],"sustainability,":[18],"and":[19,31,68,130],"interoperability":[20,33],"to":[21,92,125],"transform":[22],"value":[23],"chains":[24],"into":[25],"dynamic":[26],"networks.":[27],"While":[28],"many":[29],"physical":[30],"syntactical":[32],"challenges":[34],"have":[35],"been":[36],"addressed,":[37],"there":[38],"still":[40],"open":[41],"questions":[42],"regarding":[43],"semantic":[44,52,156],"interoperability.":[45],"Natural":[46],"Language":[47,101],"Processing":[48],"(NLP)-based":[49],"ranking":[50,91],"by":[51,98],"similarity":[53],"offers":[54],"a":[55,135],"straightforward":[56],"approach":[57],"matching":[59],"semantically":[60],"heterogeneous":[61],"data":[62],"but":[63,148],"often":[64],"lacks":[65],"informative":[66],"rationale":[67],"usability,":[69,147],"especially":[70],"when":[71,117],"relevant":[72],"matches":[73,97,157],"buried":[75],"deep":[76],"the":[78,90,114,119,123,128,146],"rankings.":[79],"In":[80,134],"this":[81,142],"paper,":[82],"we":[83,86,121,139],"explore":[84],"how":[85],"can":[87,153],"further":[88],"improve":[89],"obtain":[93],"more":[94],"precise":[95],"semantical":[96],"leveraging":[99],"Large":[100],"Model":[102],"(LLM),":[103],"particular":[105],"Retrieval-Augmented":[106],"Generation":[107],"(RAG).":[108],"Since":[109],"comprehensibility":[110],"is":[111],"crucial":[112],"end":[115],"user":[116],"selecting":[118],"matches,":[120],"employ":[122],"LLM":[124],"additionally":[126],"explain":[127],"rankings":[129],"enable":[131],"follow-up":[132],"queries.":[133],"series":[136],"of":[137],"experiments,":[138],"show":[140],"that":[141,151],"not":[143],"only":[144],"improves":[145],"also":[149],"ensures":[150],"users":[152],"navigate":[154],"complex":[155],"effectively.":[158]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}