{"id":"https://openalex.org/W4408985659","doi":"https://doi.org/10.1007/978-3-031-82225-4_48","title":"Skill Learning Using Process Mining for\u00a0Large Language Model Plan Generation","display_name":"Skill Learning Using Process Mining for\u00a0Large Language Model Plan Generation","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408985659","doi":"https://doi.org/10.1007/978-3-031-82225-4_48"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-82225-4_48","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-82225-4_48","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-82225-4_48.pdf","source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Business Information Processing","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-82225-4_48.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114337714","display_name":"Andrei Cosmin Redis","orcid":null},"institutions":[{"id":"https://openalex.org/I96673099","display_name":"Technical University of Denmark","ror":"https://ror.org/04qtj9h94","country_code":"DK","type":"education","lineage":["https://openalex.org/I96673099"]}],"countries":["DK"],"is_corresponding":true,"raw_author_name":"Andrei Cosmin Redis","raw_affiliation_strings":["Technical University of Denmark, Lyngby, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Denmark, Lyngby, Denmark","institution_ids":["https://openalex.org/I96673099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049464492","display_name":"Mohammadreza Fani Sani","orcid":"https://orcid.org/0000-0003-3152-2103"},"institutions":[{"id":"https://openalex.org/I4210099966","display_name":"Microsoft (Denmark)","ror":"https://ror.org/015drfm81","country_code":"DK","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210099966"]}],"countries":["DK"],"is_corresponding":true,"raw_author_name":"Mohammadreza Fani Sani","raw_affiliation_strings":["Microsoft Development Center Copenhagen, Lyngby, Denmark","Microsoft Development Center Copenhagen, DK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft Development Center Copenhagen, Lyngby, Denmark","institution_ids":["https://openalex.org/I4210099966"]},{"raw_affiliation_string":"Microsoft Development Center Copenhagen, DK","institution_ids":["https://openalex.org/I4210099966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021201613","display_name":"Bahram Zarrin","orcid":"https://orcid.org/0000-0001-8790-9396"},"institutions":[{"id":"https://openalex.org/I4210099966","display_name":"Microsoft (Denmark)","ror":"https://ror.org/015drfm81","country_code":"DK","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210099966"]}],"countries":["DK"],"is_corresponding":true,"raw_author_name":"Bahram Zarrin","raw_affiliation_strings":["Microsoft Development Center Copenhagen, Lyngby, Denmark","Microsoft Development Center Copenhagen, DK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft Development Center Copenhagen, Lyngby, Denmark","institution_ids":["https://openalex.org/I4210099966"]},{"raw_affiliation_string":"Microsoft Development Center Copenhagen, DK","institution_ids":["https://openalex.org/I4210099966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077864256","display_name":"Andrea Burattin","orcid":"https://orcid.org/0000-0002-0837-0183"},"institutions":[{"id":"https://openalex.org/I96673099","display_name":"Technical University of Denmark","ror":"https://ror.org/04qtj9h94","country_code":"DK","type":"education","lineage":["https://openalex.org/I96673099"]}],"countries":["DK"],"is_corresponding":true,"raw_author_name":"Andrea Burattin","raw_affiliation_strings":["Technical University of Denmark, Lyngby, Denmark","Technical University of Denmark, Department of Applied Mathematics and Computer Science, DK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Denmark, Lyngby, Denmark","institution_ids":["https://openalex.org/I96673099"]},{"raw_affiliation_string":"Technical University of Denmark, Department of Applied Mathematics and Computer Science, DK","institution_ids":["https://openalex.org/I96673099"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5021201613","https://openalex.org/A5049464492","https://openalex.org/A5077864256","https://openalex.org/A5114337714"],"corresponding_institution_ids":["https://openalex.org/I4210099966","https://openalex.org/I96673099"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"650","last_page":"662"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9991000294685364,"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":0.9991000294685364,"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/T10260","display_name":"Software Engineering Research","score":0.9693999886512756,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9681000113487244,"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/interpretability","display_name":"Interpretability","score":0.9470160007476807},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7413645386695862},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6382817029953003},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.5952343344688416},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5747409462928772},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5469685792922974},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.5147485733032227},{"id":"https://openalex.org/keywords/dreyfus-model-of-skill-acquisition","display_name":"Dreyfus model of skill acquisition","score":0.43062710762023926},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3971349000930786},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.34072422981262207},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1370919942855835},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.13285323977470398}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9470160007476807},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7413645386695862},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6382817029953003},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.5952343344688416},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5747409462928772},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5469685792922974},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5147485733032227},{"id":"https://openalex.org/C132758656","wikidata":"https://www.wikidata.org/wiki/Q5307365","display_name":"Dreyfus model of skill acquisition","level":2,"score":0.43062710762023926},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3971349000930786},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.34072422981262207},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1370919942855835},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.13285323977470398},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-82225-4_48","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-82225-4_48","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-82225-4_48.pdf","source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Business Information Processing","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-82225-4_48","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-82225-4_48","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-82225-4_48.pdf","source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Business Information Processing","raw_type":"book-chapter"},"sustainable_development_goals":[{"score":0.47999998927116394,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4408985659.pdf","grobid_xml":"https://content.openalex.org/works/W4408985659.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W1909740415","https://openalex.org/W2164816439","https://openalex.org/W2891177506","https://openalex.org/W4221143046","https://openalex.org/W4243932450","https://openalex.org/W4308115903","https://openalex.org/W4386576685","https://openalex.org/W4390694561","https://openalex.org/W4390704391","https://openalex.org/W4394772955","https://openalex.org/W4401023880","https://openalex.org/W4401208776","https://openalex.org/W4403746927","https://openalex.org/W6600274115","https://openalex.org/W6600373357","https://openalex.org/W6600696048","https://openalex.org/W6610659411","https://openalex.org/W6820342052"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2963326959","https://openalex.org/W4388685194","https://openalex.org/W4312407344","https://openalex.org/W2894289927"],"abstract_inverted_index":{"Abstract":[0],"Large":[1],"language":[2],"models":[3,76],"(LLMs)":[4],"hold":[5],"promise":[6],"for":[7,10,36,72,77,83],"generating":[8],"plans":[9],"complex":[11],"tasks,":[12],"but":[13],"their":[14],"effectiveness":[15,106],"is":[16,34],"limited":[17],"by":[18,64,92],"sequential":[19],"execution,":[20,98],"lack":[21],"of":[22,42,107],"control":[23],"flow":[24],"models,":[25],"and":[26,40,52,80,99],"difficulties":[27],"in":[28,62],"skill":[29,60,73,78,84,95,112],"retrieval.":[30,85],"Addressing":[31],"these":[32],"issues":[33],"crucial":[35],"improving":[37],"the":[38,105],"efficiency":[39],"interpretability":[41],"plan":[43,90],"generation":[44,91],"as":[45],"LLMs":[46,63],"become":[47],"more":[48],"central":[49],"to":[50,59],"automation":[51],"decision-making.":[53],"We":[54],"introduce":[55],"a":[56],"novel":[57],"approach":[58],"learning":[61],"integrating":[65],"process":[66,70,75],"mining":[67],"techniques,":[68],"leveraging":[69],"discovery":[71],"acquisition,":[74],"storage,":[79],"conformance":[81],"checking":[82],"Our":[86],"methods":[87],"enhance":[88],"text-based":[89],"enabling":[93],"flexible":[94],"discovery,":[96],"parallel":[97],"improved":[100],"interpretability.":[101],"Experimental":[102],"results":[103],"suggest":[104],"our":[108,111],"approach,":[109],"with":[110],"retrieval":[113],"method":[114],"surpassing":[115],"state-of-the-art":[116],"accuracy":[117],"baselines":[118],"under":[119],"specific":[120],"conditions.":[121]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}