{"id":"https://openalex.org/W4415421515","doi":"https://doi.org/10.15439/2025f6165","title":"Comparison of Large Language Models Supporting the Polish Language in Terms of Faithfulness in Retrieval-Augmented Generation Applications","display_name":"Comparison of Large Language Models Supporting the Polish Language in Terms of Faithfulness in Retrieval-Augmented Generation Applications","publication_year":2025,"publication_date":"2025-10-15","ids":{"openalex":"https://openalex.org/W4415421515","doi":"https://doi.org/10.15439/2025f6165"},"language":"en","primary_location":{"id":"doi:10.15439/2025f6165","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2025f6165","pdf_url":"https://annals-csis.org/Volume_43/drp/pdf/6165.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://annals-csis.org/Volume_43/drp/pdf/6165.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008786377","display_name":"Marcin Blachnik","orcid":"https://orcid.org/0000-0003-3336-4962"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Marcin Blachnik","raw_affiliation_strings":["Silesian University of Technology"],"raw_orcid":"https://orcid.org/0000-0003-3336-4962","affiliations":[{"raw_affiliation_string":"Silesian University of Technology","institution_ids":["https://openalex.org/I119004910"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5120090522","display_name":"Jakub Chmielewski","orcid":null},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Jakub Chmielewski","raw_affiliation_strings":["Silesian University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Silesian University of Technology","institution_ids":["https://openalex.org/I119004910"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I119004910"],"apc_list":null,"apc_paid":null,"fwci":1.415,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.83788299,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"43","issue":null,"first_page":"111","last_page":"119"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9980999827384949,"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"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9980999827384949,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9962000250816345,"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/T12031","display_name":"Speech and dialogue systems","score":0.9936000108718872,"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/polish","display_name":"Polish","score":0.7092000246047974},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.3463999927043915},{"id":"https://openalex.org/keywords/german","display_name":"German","score":0.2915000021457672},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.2903999984264374},{"id":"https://openalex.org/keywords/language-identification","display_name":"Language identification","score":0.2824999988079071},{"id":"https://openalex.org/keywords/constructed-language","display_name":"Constructed language","score":0.27219998836517334}],"concepts":[{"id":"https://openalex.org/C96627749","wikidata":"https://www.wikidata.org/wiki/Q809","display_name":"Polish","level":2,"score":0.7092000246047974},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5954999923706055},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.5273000001907349},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.49059998989105225},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.413100004196167},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.3463999927043915},{"id":"https://openalex.org/C154775046","wikidata":"https://www.wikidata.org/wiki/Q188","display_name":"German","level":2,"score":0.2915000021457672},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.2903999984264374},{"id":"https://openalex.org/C129792486","wikidata":"https://www.wikidata.org/wiki/Q1050419","display_name":"Language identification","level":3,"score":0.2824999988079071},{"id":"https://openalex.org/C94922259","wikidata":"https://www.wikidata.org/wiki/Q33215","display_name":"Constructed language","level":2,"score":0.27219998836517334},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.26330000162124634},{"id":"https://openalex.org/C179603123","wikidata":"https://www.wikidata.org/wiki/Q1941921","display_name":"Modeling language","level":3,"score":0.2621000111103058},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.251800000667572}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.15439/2025f6165","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2025f6165","pdf_url":"https://annals-csis.org/Volume_43/drp/pdf/6165.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:3d5f2b3525a94e3aa480ffae22676ecf","is_oa":true,"landing_page_url":"https://doaj.org/article/3d5f2b3525a94e3aa480ffae22676ecf","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annals of computer science and information systems, Vol 43, Pp 111-119 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.15439/2025f6165","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2025f6165","pdf_url":"https://annals-csis.org/Volume_43/drp/pdf/6165.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3108021961","display_name":null,"funder_award_id":"BK-227/RM4/2025","funder_id":"https://openalex.org/F4320324727","funder_display_name":"Silesian University of Technology"}],"funders":[{"id":"https://openalex.org/F4320324727","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415421515.pdf","grobid_xml":"https://content.openalex.org/works/W4415421515.grobid-xml"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W2970641574","https://openalex.org/W4391136507","https://openalex.org/W4401042808","https://openalex.org/W4402670358","https://openalex.org/W4404782301","https://openalex.org/W4406771321"],"related_works":[],"abstract_inverted_index":{"This":[0],"article":[1,125],"presents":[2],"an":[3],"evaluation":[4,66],"of":[5,89,109,115],"Large":[6],"Language":[7],"Models":[8],"with":[9],"support":[10],"for":[11,130],"the":[12,80,86,90,96,106,116],"Polish":[13],"language,":[14],"focusing":[15],"on":[16,69],"their":[17],"ability":[18],"to":[19],"accurately":[20],"extract":[21],"detailed":[22],"information":[23],"embedded":[24],"within":[25,62],"input":[26],"text":[27],"called":[28],"Faithfulness.This":[29],"scenario":[30],"reflects":[31],"a":[32,48,121],"typical":[33],"use":[34],"case":[35],"in":[36,54,85],"Retrieval-Augmented":[37],"Generation":[38],"systems,":[39],"where":[40],"precise":[41],"factual":[42],"recall":[43],"is":[44],"critical.For":[45],"this":[46],"purpose,":[47],"modified":[49],"needle-in-a-haystack":[50],"test":[51],"was":[52,67,82,99,111],"conducted,":[53],"which":[55],"all":[56],"queries":[57],"targeted":[58],"numerical":[59],"values":[60],"concealed":[61],"extended":[63],"textual":[64],"contexts.The":[65],"based":[68],"recent":[70],"reports":[71],"from":[72],"Poland's":[73],"Central":[74],"Statistical":[75],"Office":[76],"(GUS),":[77],"ensuring":[78],"that":[79,95,114],"content":[81],"not":[83],"included":[84],"training":[87],"data":[88],"evaluated":[91],"models.The":[92],"results":[93],"demonstrate":[94],"best-performing":[97],"model":[98],"NeuralDaredevil-8B-Abliterated,":[100],"followed":[101],"by":[102],"PLLuM-12Binstruct":[103],"and":[104],"Bielik-11B-v2.3-Instruct.Notably,":[105],"error":[107],"rate":[108],"NeuralDaredevil-8B-Abliterated":[110],"approximately":[112],"half":[113],"second-and":[117],"third-ranking":[118],"models,":[119],"marking":[120],"significant":[122],"performance":[123],"gap.The":[124],"also":[126],"explores":[127],"potential":[128],"explanation":[129],"these":[131],"discrepancy.":[132]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-19T15:00:24.278416","created_date":"2025-10-24T00:00:00"}
