{"id":"https://openalex.org/W7202202177","doi":"https://doi.org/10.34657/40883","title":"SemEval-2025 Task 5: LLMs4Subjects - LLM-based Automated Subject Tagging for a National Technical Library\u2019s Open-Access Catalog","display_name":"SemEval-2025 Task 5: LLMs4Subjects - LLM-based Automated Subject Tagging for a National Technical Library\u2019s Open-Access Catalog","publication_year":2025,"publication_date":"2025-04-09","ids":{"openalex":"https://openalex.org/W7202202177","doi":"https://doi.org/10.34657/40883"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2504.07199","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2504.07199","pdf_url":"https://arxiv.org/pdf/2504.07199","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2504.07199","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017940779","display_name":"Jennifer D\u2019Souza","orcid":"https://orcid.org/0000-0002-6616-9509","observed_orcids":["https://orcid.org/0000-0002-6616-9509"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"D\u2019Souza, Jennifer","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5096858056","display_name":"Sameer Sadruddin","orcid":"https://orcid.org/0009-0006-7990-9955","observed_orcids":["https://orcid.org/0009-0006-7990-9955"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sadruddin, Sameer","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013513262","display_name":"Holger Israel","orcid":"https://orcid.org/0000-0002-3045-4412","observed_orcids":["https://orcid.org/0000-0002-3045-4412"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Israel, Holger","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Begoin, Mathias","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Begoin, Mathias","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5119833983","display_name":"Diana Slawig","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Slawig, Diana","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14330","display_name":"Library Science and Information Systems","score":0.43290001153945923,"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"}},"topics":[{"id":"https://openalex.org/T14330","display_name":"Library Science and Information Systems","score":0.43290001153945923,"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/T10028","display_name":"Topic Modeling","score":0.3508000075817108,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.10189999639987946,"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/llm-ensembles","display_name":"LLM ensembles","score":0.765999972820282},{"id":"https://openalex.org/keywords/synthetic-data-generation","display_name":"synthetic data generation","score":0.9860000014305115},{"id":"https://openalex.org/keywords/multilingual-processing","display_name":"multilingual processing","score":0.8159999847412109}],"concepts":[{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7771999835968018},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7563999891281128},{"id":"https://openalex.org/C2777855551","wikidata":"https://www.wikidata.org/wiki/Q12310021","display_name":"Subject (documents)","level":2,"score":0.7476999759674072},{"id":"https://openalex.org/C154775046","wikidata":"https://www.wikidata.org/wiki/Q188","display_name":"German","level":2,"score":0.6927000284194946},{"id":"https://openalex.org/C2778756484","wikidata":"https://www.wikidata.org/wiki/Q7631388","display_name":"Subject access","level":3,"score":0.5109000205993652},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5095000267028809},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4950000047683716},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4530999958515167},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4068000018596649},{"id":"https://openalex.org/C110615152","wikidata":"https://www.wikidata.org/wiki/Q1469824","display_name":"Controlled vocabulary","level":2,"score":0.38659998774528503},{"id":"https://openalex.org/C513874922","wikidata":"https://www.wikidata.org/wiki/Q212805","display_name":"Digital library","level":3,"score":0.37470000982284546},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.3677999973297119},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3634999990463257},{"id":"https://openalex.org/C107763842","wikidata":"https://www.wikidata.org/wiki/Q181040","display_name":"Clef","level":3,"score":0.3352000117301941},{"id":"https://openalex.org/C3018587665","wikidata":"https://www.wikidata.org/wiki/Q7268696","display_name":"Qualitative analysis","level":3,"score":0.2939000129699707},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.27649998664855957},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.27300000190734863},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.2651999890804291},{"id":"https://openalex.org/C2778864079","wikidata":"https://www.wikidata.org/wiki/Q173285","display_name":"Digital data","level":3,"score":0.26249998807907104},{"id":"https://openalex.org/C2781170535","wikidata":"https://www.wikidata.org/wiki/Q30587856","display_name":"Noisy data","level":2,"score":0.2578999996185303},{"id":"https://openalex.org/C87156501","wikidata":"https://www.wikidata.org/wiki/Q7268708","display_name":"Qualitative property","level":2,"score":0.2524999976158142}],"mesh":[],"locations_count":4,"locations":[{"id":"pmh:oai:arXiv.org:2504.07199","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2504.07199","pdf_url":"https://arxiv.org/pdf/2504.07199","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:oa.tib.eu:123456789/41816","doi":null,"is_oa":true,"landing_page_url":"https://oa.tib.eu/renate/handle/123456789/41816","pdf_url":null,"source":{"id":"https://openalex.org/S7407052981","display_name":"RENATE","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2802635041","host_organization_name":"Technische Informationsbibliothek (TIB)","host_organization_lineage":["https://openalex.org/I2802635041"],"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":"Proceedings of the 19th International Workshop on Semantic Evaluation (SemEval-2025)","raw_type":"doc-type:BookPart"},{"id":"doi:10.48550/arxiv.2504.07199","doi":"https://doi.org/10.48550/arxiv.2504.07199","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2504.07199","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},{"id":"doi:10.34657/40883","doi":"https://doi.org/10.34657/40883","is_oa":true,"landing_page_url":"https://doi.org/10.34657/40883","pdf_url":null,"source":{"id":"https://openalex.org/S7407052981","display_name":"RENATE","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2802635041","host_organization_name":"Technische Informationsbibliothek (TIB)","host_organization_lineage":["https://openalex.org/I2802635041"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"BookChapter"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2504.07199","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2504.07199","pdf_url":"https://arxiv.org/pdf/2504.07199","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G2761004381","display_name":"NFDI4DS  NFDI f\u00fcr Datenwissenschaften und K\u00fcnstliche Intelligenz","funder_award_id":"460234259","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G7328517233","display_name":null,"funder_award_id":"01lS22070","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"},{"id":"https://openalex.org/F4320334763","display_name":"Leibniz-Gemeinschaft","ror":"https://ror.org/01n6r0e97"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7202202177.pdf","grobid_xml":"https://content.openalex.org/works/W7202202177.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W2611029872","https://openalex.org/W3207906430","https://openalex.org/W4391556800","https://openalex.org/W4391709827","https://openalex.org/W4392873765","https://openalex.org/W4401306886","https://openalex.org/W4403746919","https://openalex.org/W4405173149","https://openalex.org/W4405655184","https://openalex.org/W4405901329"],"related_works":["https://openalex.org/W4417523722","https://openalex.org/W7220786171","https://openalex.org/W4417523788","https://openalex.org/W7092207799","https://openalex.org/W4416902886","https://openalex.org/W4417058215","https://openalex.org/W7112508473","https://openalex.org/W7169599298","https://openalex.org/W4414087824","https://openalex.org/W7134199106"],"abstract_inverted_index":{"We":[0],"present":[1],"SemEval-2025":[2],"Task":[3],"5:":[4],"LLMs4Subjects,":[5],"a":[6],"shared":[7],"task":[8],"on":[9],"automated":[10],"subject":[11,45],"tagging":[12],"for":[13,65],"scientific":[14],"and":[15,20,41,57],"technical":[16],"records":[17],"in":[18],"English":[19],"German":[21],"using":[22],"the":[23,49],"GND":[24],"taxonomy.":[25],"Participants":[26],"developed":[27],"LLM-based":[28],"systems":[29],"to":[30],"recommend":[31],"top-k":[32],"subjects,":[33],"evaluated":[34],"through":[35],"quantitative":[36],"metrics":[37],"(precision,":[38],"recall,":[39],"F1-score)":[40],"qualitative":[42],"assessments":[43],"by":[44],"specialists.":[46],"Results":[47],"highlight":[48],"effectiveness":[50],"of":[51],"LLM":[52],"ensembles,":[53],"synthetic":[54],"data":[55],"generation,":[56],"multilingual":[58],"processing,":[59],"offering":[60],"insights":[61],"into":[62],"applying":[63],"LLMs":[64],"digital":[66],"library":[67],"classification.":[68]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2026-08-12T00:00:00"}
