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[{"key": "dc.contributor.advisor", "value": "Tiihonen, Timo", "language": null, "element": "contributor", "schema": "dc", "qualifier": "advisor"}, {"key": "dc.contributor.author", "value": "Haukilehto, Joakim", "language": null, "element": "contributor", "schema": "dc", "qualifier": "author"}, {"key": "dc.date.accessioned", "value": "2025-05-05T11:11:04Z", "language": null, "element": "date", "schema": "dc", "qualifier": "accessioned"}, {"key": "dc.date.available", "value": "2025-05-05T11:11:04Z", "language": null, "element": "date", "schema": "dc", "qualifier": "available"}, {"key": "dc.date.issued", "value": "2025", "language": null, "element": "date", "schema": "dc", "qualifier": "issued"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/101743", "language": null, "element": "identifier", "schema": "dc", "qualifier": "uri"}, {"key": "dc.description.abstract", "value": "Retrieval-Augmented Generation (RAG) on menetelm\u00e4, joka yhdist\u00e4\u00e4 suurten\n kielimallien generointikyvyn ulkoiseen tiedonhakuun perustuvaan l\u00e4hestymistapaan. Tutkielma esittelee RAG-menetelm\u00e4n keskeisi\u00e4 toimintaperiaatteita, eri toteutusmuotoja, sek\u00e4\n sen etuja ja rajoituksia verrattuna perinteisiin generatiivisiin kielimalleihin ja hakuj\u00e4rjestelmiin. Tutkielmassa osoitetaan, ett\u00e4 RAG-menetelm\u00e4n avulla kielimalli ei ole en\u00e4\u00e4 sidottu\n ainoastaan koulutusdataansa, vaan voi dynaamisesti hakea ajankohtaista ja tarkkaa tietoa ulkoisista l\u00e4hteist\u00e4, kuten tietokannoista ja dokumenttikokoelmista.", "language": "fi", "element": "description", "schema": "dc", "qualifier": "abstract"}, {"key": "dc.description.abstract", "value": "Retrieval-Augmented Generation (RAG) is a method that combines the generative capabilities of large language models with an approach based on external information\n retrieval. This thesis will describe the operating principles of the RAG method, present its\n different model types, and analyze the benefits and challenges it offers compared to traditional generative language models and information retrieval methods. The thesis demonstrates\n that with RAG method, a language model is no longer limited to its training data alone but\n can dynamically retrieve up-to-date and accurate information from external sources such as\n databases and document collections.", "language": "en", "element": "description", "schema": "dc", "qualifier": "abstract"}, {"key": "dc.description.provenance", "value": "Submitted by Paivi Vuorio (paelvuor@jyu.fi) on 2025-05-05T11:11:04Z\nNo. of bitstreams: 0", "language": "en", "element": "description", "schema": "dc", "qualifier": "provenance"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2025-05-05T11:11:04Z (GMT). No. of bitstreams: 0\n Previous issue date: 2025", "language": "en", "element": "description", "schema": "dc", "qualifier": "provenance"}, {"key": "dc.format.extent", "value": "20", "language": null, "element": "format", "schema": "dc", "qualifier": "extent"}, {"key": "dc.language.iso", "value": "fin", "language": null, "element": "language", "schema": "dc", "qualifier": "iso"}, {"key": "dc.rights", "value": "In Copyright", "language": null, "element": "rights", "schema": "dc", "qualifier": null}, {"key": "dc.subject.other", "value": "RAG", "language": null, "element": "subject", "schema": "dc", "qualifier": "other"}, {"key": "dc.subject.other", "value": "NLP", "language": null, "element": "subject", "schema": "dc", "qualifier": "other"}, {"key": "dc.title", "value": "Hakutoimintojen integrointi kielimalleihin : katsaus RAG-menetelm\u00e4\u00e4n", "language": null, "element": "title", "schema": "dc", "qualifier": null}, {"key": "dc.type", "value": "bachelor thesis", "language": null, "element": "type", "schema": "dc", "qualifier": null}, {"key": "dc.identifier.urn", "value": "URN:NBN:fi:jyu-202505053743", "language": null, "element": "identifier", "schema": "dc", "qualifier": "urn"}, {"key": "dc.contributor.faculty", "value": "Informaatioteknologian tiedekunta", "language": "fi", "element": "contributor", "schema": "dc", "qualifier": "faculty"}, {"key": "dc.contributor.faculty", "value": "Faculty of Information Technology", "language": "en", "element": "contributor", "schema": "dc", "qualifier": "faculty"}, {"key": "dc.contributor.department", "value": "Informaatioteknologia", "language": "fi", "element": "contributor", "schema": "dc", "qualifier": "department"}, {"key": "dc.contributor.department", "value": "Information Technology", "language": "en", "element": "contributor", "schema": "dc", "qualifier": "department"}, {"key": "dc.contributor.organization", "value": "Jyv\u00e4skyl\u00e4n yliopisto", "language": null, "element": "contributor", "schema": "dc", "qualifier": "organization"}, {"key": "dc.contributor.organization", "value": "University of Jyv\u00e4skyl\u00e4", "language": null, "element": "contributor", "schema": "dc", "qualifier": "organization"}, {"key": "dc.subject.discipline", "value": "Tietojenk\u00e4sittelytiede", "language": "fi", "element": "subject", "schema": "dc", "qualifier": "discipline"}, {"key": "dc.subject.discipline", "value": "Computer Science", "language": "en", "element": "subject", "schema": "dc", "qualifier": "discipline"}, {"key": "dc.type.coar", "value": "http://purl.org/coar/resource_type/c_7a1f", "language": null, "element": "type", "schema": "dc", "qualifier": "coar"}, {"key": "dc.rights.copyright", "value": "\u00a9 The Author(s)", "language": "fi", "element": "rights", "schema": "dc", "qualifier": "copyright"}, {"key": "dc.rights.accesslevel", "value": "openAccess", "language": null, "element": "rights", "schema": "dc", "qualifier": "accesslevel"}, {"key": "dc.type.publication", "value": "bachelorThesis", "language": null, "element": "type", "schema": "dc", "qualifier": "publication"}, {"key": "dc.subject.yso", "value": "generatiivinen teko\u00e4ly", "language": null, "element": "subject", "schema": "dc", "qualifier": "yso"}, {"key": "dc.subject.yso", "value": "teko\u00e4ly", "language": null, "element": "subject", "schema": "dc", "qualifier": "yso"}, {"key": "dc.subject.yso", "value": "kielimallit", "language": null, "element": "subject", "schema": "dc", "qualifier": "yso"}, {"key": "dc.rights.url", "value": "https://rightsstatements.org/page/InC/1.0/", "language": null, "element": "rights", "schema": "dc", "qualifier": "url"}, {"key": "dc.description.accessibilityfeature", "value": "unknown accessibility", "language": "en", "element": "description", "schema": "dc", "qualifier": "accessibilityfeature"}, {"key": "dc.description.accessibilityfeature", "value": "ei tietoa saavutettavuudesta", "language": "fi", "element": "description", "schema": "dc", "qualifier": "accessibilityfeature"}]
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