{"id":"https://openalex.org/W4413349882","doi":"https://doi.org/10.1109/sse67621.2025.00033","title":"How LLMs Aid in Domain Modeling: Opportunities and Challenges","display_name":"How LLMs Aid in Domain Modeling: Opportunities and Challenges","publication_year":2025,"publication_date":"2025-07-07","ids":{"openalex":"https://openalex.org/W4413349882","doi":"https://doi.org/10.1109/sse67621.2025.00033"},"language":"en","primary_location":{"id":"doi:10.1109/sse67621.2025.00033","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sse67621.2025.00033","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Software Services Engineering (SSE)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101682833","display_name":"Haoran Shi","orcid":"https://orcid.org/0000-0003-4268-022X"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoran Shi","raw_affiliation_strings":["School of Software, Shandong University,Jinan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shandong University,Jinan,China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002025125","display_name":"Shijun Liu","orcid":"https://orcid.org/0000-0002-4108-1391"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shijun Liu","raw_affiliation_strings":["School of Software, Shandong University,Jinan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shandong University,Jinan,China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037159442","display_name":"Li Pan","orcid":"https://orcid.org/0000-0001-6157-3740"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Pan","raw_affiliation_strings":["School of Software, Shandong University,Jinan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shandong University,Jinan,China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":null,"apc_paid":null,"fwci":3.993,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.93351946,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"202","last_page":"210"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.8712999820709229,"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":0.8712999820709229,"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/T13999","display_name":"Digital Rights Management and Security","score":0.7547000050544739,"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.7146999835968018,"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/domain","display_name":"Domain (mathematical analysis)","score":0.5607753396034241},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.461483895778656}],"concepts":[{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5607753396034241},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.461483895778656},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sse67621.2025.00033","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sse67621.2025.00033","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Software Services Engineering (SSE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W43569456","https://openalex.org/W4206030968","https://openalex.org/W4249985289","https://openalex.org/W4367059011","https://openalex.org/W4384009677","https://openalex.org/W4389606799","https://openalex.org/W4390098205","https://openalex.org/W4391512406","https://openalex.org/W4391836235","https://openalex.org/W4392564384","https://openalex.org/W4393187333","https://openalex.org/W4399978597","https://openalex.org/W4402586225","https://openalex.org/W4402665833","https://openalex.org/W4403793691","https://openalex.org/W4403935722","https://openalex.org/W4403935883","https://openalex.org/W4404239715"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"As":[0],"the":[1,10,23,90],"complexity":[2],"of":[3,92],"business":[4],"and":[5,13,80,96,138,161,171],"scenarios":[6],"contin-ues":[7],"to":[8,22,47],"grow,":[9],"traditional,":[11],"inefficient,":[12],"cumbersome":[14],"domain":[15,49,77,82,113,118,133,154],"modeling":[16,50,78,83,155],"process":[17],"can":[18,74],"no":[19],"longer":[20],"adapt":[21],"rapid":[24],"iteration":[25],"requirements.":[26],"In":[27],"recent":[28],"years,":[29],"technological":[30],"breakthroughs":[31],"in":[32,39,57,130,167],"generative":[33],"artificial":[34],"intelligence":[35],"(Generative":[36],"AI),":[37],"particularly":[38],"large":[40],"language":[41],"models":[42,66],"(LLMs),":[43],"present":[44],"novel":[45],"opportunities":[46],"enhance":[48],"efficiency.":[51],"While":[52],"LLMs":[53,73,126],"demonstrate":[54,124],"baseline":[55],"capabilities":[56],"information":[58],"extraction,":[59],"their":[60],"potential":[61,129],"for":[62,153],"constructing":[63],"complex":[64],"domain-specific":[65],"remains":[67],"underexplored.":[68],"This":[69],"study":[70],"investigates":[71],"how":[72],"facilitate":[75],"automated":[76],"tasks":[79],"support":[81],"education.":[84],"Through":[85],"systematic":[86],"experimentation,":[87],"we":[88,146],"evaluate":[89],"impacts":[91],"LLM":[93],"fine-tuning":[94,136],"techniques":[95,137],"prompt":[97],"engineering":[98],"strategies":[99],"on":[100],"model":[101,110,119],"outputs,":[102],"while":[103,157],"comparing":[104],"two":[105],"distinct":[106],"generation":[107,140],"modes:":[108],"indirect":[109,139],"construction":[111],"via":[112],"element":[114],"extraction":[115],"versus":[116],"direct":[117],"generation.":[120],"Our":[121],"empirical":[122],"results":[123],"that":[125,164],"exhibit":[127],"significant":[128],"supporting":[131],"high-efficiency":[132],"modeling,":[134],"with":[135],"modes":[141],"yielding":[142],"superior":[143],"out-comes.":[144],"Furthermore,":[145],"illustrate":[147],"LLMs'":[148],"utility":[149],"as":[150],"pedagogical":[151],"tools":[152],"education":[156],"identifying":[158],"critical":[159],"limitations":[160],"implementation":[162],"risks":[163],"warrant":[165],"consideration":[166],"both":[168],"practical":[169],"applications":[170],"future":[172],"research.":[173]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}