{"id":"https://openalex.org/W7106533774","doi":"https://doi.org/10.1007/978-981-95-4969-6_5","title":"Evaluating Large Language Models for\u00a0Real-World Engineering Tasks","display_name":"Evaluating Large Language Models for\u00a0Real-World Engineering Tasks","publication_year":2025,"publication_date":"2025-11-24","ids":{"openalex":"https://openalex.org/W7106533774","doi":"https://doi.org/10.1007/978-981-95-4969-6_5"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-95-4969-6_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-4969-6_5","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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":null,"display_name":"Ren\u00e9 Heesch","orcid":"https://orcid.org/0000-0003-1147-8205"},"institutions":[{"id":"https://openalex.org/I190134885","display_name":"Helmut Schmidt University","ror":"https://ror.org/04e8jbs38","country_code":"DE","type":"education","lineage":["https://openalex.org/I190134885"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Ren\u00e9 Heesch","raw_affiliation_strings":["Helmut Schmidt University, HSU-AI, Hamburg, Germany"],"affiliations":[{"raw_affiliation_string":"Helmut Schmidt University, HSU-AI, Hamburg, Germany","institution_ids":["https://openalex.org/I190134885"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Sebastian Eilermann","orcid":"https://orcid.org/0000-0002-1434-8513"},"institutions":[{"id":"https://openalex.org/I190134885","display_name":"Helmut Schmidt University","ror":"https://ror.org/04e8jbs38","country_code":"DE","type":"education","lineage":["https://openalex.org/I190134885"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Eilermann","raw_affiliation_strings":["Helmut Schmidt University, HSU-AI, Hamburg, Germany"],"affiliations":[{"raw_affiliation_string":"Helmut Schmidt University, HSU-AI, Hamburg, Germany","institution_ids":["https://openalex.org/I190134885"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Alexander Windmann","orcid":"https://orcid.org/0000-0002-6522-4262"},"institutions":[{"id":"https://openalex.org/I190134885","display_name":"Helmut Schmidt University","ror":"https://ror.org/04e8jbs38","country_code":"DE","type":"education","lineage":["https://openalex.org/I190134885"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Windmann","raw_affiliation_strings":["Helmut Schmidt University, HSU-AI, Hamburg, Germany"],"affiliations":[{"raw_affiliation_string":"Helmut Schmidt University, HSU-AI, Hamburg, Germany","institution_ids":["https://openalex.org/I190134885"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Alexander Diedrich","orcid":"https://orcid.org/0000-0002-8674-6895"},"institutions":[{"id":"https://openalex.org/I190134885","display_name":"Helmut Schmidt University","ror":"https://ror.org/04e8jbs38","country_code":"DE","type":"education","lineage":["https://openalex.org/I190134885"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Diedrich","raw_affiliation_strings":["Helmut Schmidt University, HSU-AI, Hamburg, Germany"],"affiliations":[{"raw_affiliation_string":"Helmut Schmidt University, HSU-AI, Hamburg, Germany","institution_ids":["https://openalex.org/I190134885"]}]},{"author_position":"last","author":{"id":null,"display_name":"Oliver Niggemann","orcid":"https://orcid.org/0000-0001-8747-3596"},"institutions":[{"id":"https://openalex.org/I190134885","display_name":"Helmut Schmidt University","ror":"https://ror.org/04e8jbs38","country_code":"DE","type":"education","lineage":["https://openalex.org/I190134885"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Oliver Niggemann","raw_affiliation_strings":["Helmut Schmidt University, HSU-AI, Hamburg, Germany"],"affiliations":[{"raw_affiliation_string":"Helmut Schmidt University, HSU-AI, Hamburg, Germany","institution_ids":["https://openalex.org/I190134885"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I190134885"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":5.1964,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.9644174,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"54","last_page":"66"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.2612999975681305,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.2612999975681305,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.11089999973773956,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.08760000020265579,"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/correctness","display_name":"Correctness","score":0.7106000185012817},{"id":"https://openalex.org/keywords/transformative-learning","display_name":"Transformative learning","score":0.49630001187324524},{"id":"https://openalex.org/keywords/compiler","display_name":"Compiler","score":0.4560000002384186},{"id":"https://openalex.org/keywords/cover","display_name":"Cover (algebra)","score":0.36410000920295715},{"id":"https://openalex.org/keywords/rubric","display_name":"Rubric","score":0.3476000130176544},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.32690000534057617},{"id":"https://openalex.org/keywords/modeling-language","display_name":"Modeling language","score":0.31150001287460327},{"id":"https://openalex.org/keywords/formal-methods","display_name":"Formal methods","score":0.29660001397132874}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7766000032424927},{"id":"https://openalex.org/C55439883","wikidata":"https://www.wikidata.org/wiki/Q360812","display_name":"Correctness","level":2,"score":0.7106000185012817},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.49630001187324524},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4577000141143799},{"id":"https://openalex.org/C169590947","wikidata":"https://www.wikidata.org/wiki/Q47506","display_name":"Compiler","level":2,"score":0.4560000002384186},{"id":"https://openalex.org/C2780428219","wikidata":"https://www.wikidata.org/wiki/Q16952335","display_name":"Cover (algebra)","level":2,"score":0.36410000920295715},{"id":"https://openalex.org/C111640148","wikidata":"https://www.wikidata.org/wiki/Q847349","display_name":"Rubric","level":2,"score":0.3476000130176544},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.32690000534057617},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3151000142097473},{"id":"https://openalex.org/C179603123","wikidata":"https://www.wikidata.org/wiki/Q1941921","display_name":"Modeling language","level":3,"score":0.31150001287460327},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.29670000076293945},{"id":"https://openalex.org/C75606506","wikidata":"https://www.wikidata.org/wiki/Q1049183","display_name":"Formal methods","level":2,"score":0.29660001397132874},{"id":"https://openalex.org/C195344581","wikidata":"https://www.wikidata.org/wiki/Q2555318","display_name":"Automated reasoning","level":2,"score":0.29420000314712524},{"id":"https://openalex.org/C34972735","wikidata":"https://www.wikidata.org/wiki/Q2920267","display_name":"Engineering design process","level":2,"score":0.2883000075817108},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.28610000014305115},{"id":"https://openalex.org/C2994165510","wikidata":"https://www.wikidata.org/wiki/Q131160","display_name":"Political correctness","level":3,"score":0.2833000123500824},{"id":"https://openalex.org/C6604083","wikidata":"https://www.wikidata.org/wiki/Q376937","display_name":"Requirements engineering","level":3,"score":0.27970001101493835},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.26899999380111694},{"id":"https://openalex.org/C5041995","wikidata":"https://www.wikidata.org/wiki/Q853745","display_name":"Engineering education","level":2,"score":0.26600000262260437},{"id":"https://openalex.org/C5283578","wikidata":"https://www.wikidata.org/wiki/Q60596709","display_name":"Information engineering","level":3,"score":0.2639999985694885},{"id":"https://openalex.org/C509989072","wikidata":"https://www.wikidata.org/wiki/Q15188241","display_name":"Model-driven architecture","level":4,"score":0.2639000117778778}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-95-4969-6_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-4969-6_5","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2087168709","https://openalex.org/W2108309071","https://openalex.org/W3177318507","https://openalex.org/W3194660215","https://openalex.org/W4205465893","https://openalex.org/W4251359740","https://openalex.org/W4285814168","https://openalex.org/W4285814199","https://openalex.org/W4288768861","https://openalex.org/W4312581164","https://openalex.org/W4382203079","https://openalex.org/W4384522239","https://openalex.org/W4386230222","https://openalex.org/W4387332734","https://openalex.org/W4387444376","https://openalex.org/W4392944653","https://openalex.org/W4393065402","https://openalex.org/W4400032157","https://openalex.org/W4401018705","https://openalex.org/W4401306886","https://openalex.org/W4401630804","https://openalex.org/W4401863589","https://openalex.org/W4405306083","https://openalex.org/W4406322131","https://openalex.org/W4406939673","https://openalex.org/W4407097799","https://openalex.org/W4408853784","https://openalex.org/W4409131363","https://openalex.org/W4415915064"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-21T08:13:44.787528","created_date":"2025-11-25T00:00:00"}