{"id":"https://openalex.org/W4310514120","doi":"https://doi.org/10.1145/3567512.3567534","title":"Neural Language Models and Few Shot Learning for Systematic Requirements Processing in MDSE","display_name":"Neural Language Models and Few Shot Learning for Systematic Requirements Processing in MDSE","publication_year":2022,"publication_date":"2022-11-29","ids":{"openalex":"https://openalex.org/W4310514120","doi":"https://doi.org/10.1145/3567512.3567534"},"language":"en","primary_location":{"id":"doi:10.1145/3567512.3567534","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3567512.3567534","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 15th ACM SIGPLAN International Conference on Software Language Engineering","raw_type":"proceedings-article"},"type":"article","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/A5084559628","display_name":"Vincent Bertram","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":true,"raw_author_name":"Vincent Bertram","raw_affiliation_strings":["RWTH Aachen University, Germany"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen University, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077019814","display_name":"Miriam Bo\u00df","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":"Miriam Bo\u00df","raw_affiliation_strings":["RWTH Aachen University, Germany"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen University, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021145349","display_name":"Evgeny Kusmenko","orcid":"https://orcid.org/0000-0002-5491-6175"},"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":"Evgeny Kusmenko","raw_affiliation_strings":["RWTH Aachen University, Germany"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen University, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043682888","display_name":"Imke Helene Nachmann","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":"Imke Helene Nachmann","raw_affiliation_strings":["RWTH Aachen University, Germany"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen University, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037823412","display_name":"Bernhard Rumpe\u22c6","orcid":"https://orcid.org/0000-0002-2147-1966"},"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":"Bernhard Rumpe","raw_affiliation_strings":["RWTH Aachen University, Germany"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen University, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051284285","display_name":"Danilo Trotta","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":"Danilo Trotta","raw_affiliation_strings":["RWTH Aachen University, Germany"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen University, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008439494","display_name":"Louis Wachtmeister","orcid":"https://orcid.org/0000-0003-4420-1616"},"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":"Louis Wachtmeister","raw_affiliation_strings":["RWTH Aachen University, Germany"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen University, Germany","institution_ids":["https://openalex.org/I887968799"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5084559628"],"corresponding_institution_ids":["https://openalex.org/I887968799"],"apc_list":null,"apc_paid":null,"fwci":2.4777,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.89199255,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"260","last_page":"265"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9991999864578247,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9987999796867371,"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/computer-science","display_name":"Computer science","score":0.7371602058410645},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5195420384407043},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5018072128295898}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7371602058410645},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5195420384407043},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5018072128295898}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3567512.3567534","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3567512.3567534","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 15th ACM SIGPLAN International Conference on Software Language Engineering","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2114508502","https://openalex.org/W2165203881","https://openalex.org/W2804761052","https://openalex.org/W2899938821","https://openalex.org/W2955256075","https://openalex.org/W2970039072","https://openalex.org/W3089437400","https://openalex.org/W3173419466","https://openalex.org/W3197757179","https://openalex.org/W3213857236","https://openalex.org/W3215456155","https://openalex.org/W4235941825","https://openalex.org/W4250650717","https://openalex.org/W4299711627","https://openalex.org/W4320855245","https://openalex.org/W4393611777"],"related_works":["https://openalex.org/W2611614995","https://openalex.org/W2368651715","https://openalex.org/W2789919619","https://openalex.org/W1552159754","https://openalex.org/W2148757832","https://openalex.org/W4321496520","https://openalex.org/W2293457016","https://openalex.org/W2131420137","https://openalex.org/W3169305685","https://openalex.org/W3107474891"],"abstract_inverted_index":{"Systems":[0],"engineering,":[1],"in":[2,4,26,56,89],"particular":[3],"the":[5,12,21,46,61,69,93,101,114],"automotive":[6],"domain,":[7],"needs":[8],"to":[9,50,60,86,120],"cope":[10],"with":[11,108],"massively":[13],"increasing":[14],"numbers":[15],"of":[16,41,48,63,66,71,95,105,117],"requirements":[17,28,42,49,67,74,90,119],"that":[18],"arise":[19],"during":[20],"development":[22],"process.":[23],"The":[24,97],"language":[25,82,111],"which":[27],"are":[29],"written":[30],"is":[31,100],"mostly":[32],"informal":[33,118],"and":[34,68,91,103],"highly":[35],"individual.":[36],"This":[37],"hinders":[38],"automated":[39,115],"processing":[40],"as":[43,45,124],"well":[44],"linking":[47],"models.":[51],"Introducing":[52],"formal":[53],"requirement":[54,126],"notations":[55],"existing":[57],"projects":[58],"leads":[59],"challenge":[62],"translating":[64],"masses":[65],"necessity":[70],"training":[72],"for":[73,113],"engineers.":[75],"In":[76],"this":[77],"paper,":[78],"we":[79],"derive":[80],"domain-specific":[81],"constructs":[83],"helping":[84],"us":[85],"avoid":[87],"ambiguities":[88],"increase":[92],"level":[94],"formality.":[96],"main":[98],"contribution":[99],"adoption":[102],"evaluation":[104],"few-shot":[106],"learning":[107],"large":[109],"pretrained":[110],"models":[112],"translation":[116],"structured":[121],"languages":[122],"such":[123],"a":[125],"DSL.":[127]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-03T22:45:19.894376","created_date":"2025-10-10T00:00:00"}
