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[{"key": "dc.contributor.advisor", "value": "Marttiin, Pentti", "language": null, "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.author", "value": "Suovuori, Johan Kaarlo August", "language": null, "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2024-06-17T07:40:00Z", "language": null, "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2024-06-17T07:40:00Z", "language": null, "element": "date", "qualifier": "available", "schema": "dc"}, {"key": "dc.date.issued", "value": "2024", "language": null, "element": "date", "qualifier": "issued", "schema": "dc"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/95940", "language": null, "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Large language models, such as the GPT language models developed by OpenAI, have recently become widely known and popular, especially due to the success of ChatGPT. The popularity is justified, as these language models have become so advanced that they can be successfully utilized in various demanding use cases. The purpose of this study is to determine whether GPT-3.5 could produce high-quality summaries of different cases submitted to the Finnish Competition and Consumer Authority's consumer advisory services. Annually, the authority receives about 65,000 such cases, so producing summaries for all of them manually would require an enormous amount of work. However, summaries would be useful for internal use and could have other applications beyond internal use, such as responding to media inquiries. The research was conducted as a design science study, with a primary focus on prompt engineering for the language model. In addition to prompt engineering, the study addresses the theory of language models, evaluation of the produced summaries, cost, technical implementation, risks, and operational impacts. The use of the language model for summary creation mostly met the set goals, but there is still room for improvement. Nevertheless, the study laid a good foundation for enhancing the FCCA\u2019s AI capabilities for other use cases in the future.", "language": "en", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Laajat kielimallit, kuten OpenAI:n kehitt\u00e4m\u00e4t GPT-kielimallit ovat viime aikoina tulleet my\u00f6s suurten yleis\u00f6jen tietoisuuteen ja suosioon etenkin ChatGPT:n toimesta. Suosio on perusteltua, sill\u00e4 kielimallit ovat kehittyneet niin laadukkaiksi, ett\u00e4 niit\u00e4 voidaan hy\u00f6dynt\u00e4\u00e4 jo useissa erilaisissa ja vaativissakin k\u00e4ytt\u00f6tapauksissa onnistuneesti. T\u00e4m\u00e4n tutkimuksen tarkoituksena onkin selvitt\u00e4\u00e4, mik\u00e4li GPT-3.5 kykenisi tuottamaan Kilpailu- ja Kuluttajavirastolle laadukkaita tiivistelmi\u00e4 kuluttajaneuvontaan tulevista erilaisista tapauksista. Kyseisi\u00e4 tapauksia saapuu virastoon vuositasolla noin 65 000 kappaletta, joten ihmisen toimesta tiivistelmien tuottaminen kaikista tapauksista edellytt\u00e4isi valtavaa ty\u00f6m\u00e4\u00e4r\u00e4\u00e4. Tiivistelm\u00e4t olisivat kuitenkin hy\u00f6dyllisi\u00e4 sis\u00e4isess\u00e4 k\u00e4yt\u00f6ss\u00e4 ja niille olisi my\u00f6s mahdollisia muita k\u00e4ytt\u00f6kohteita sis\u00e4isen k\u00e4yt\u00f6n lis\u00e4ksi, kuten median tietopyynt\u00f6ihin vastaaminen. Tutkimus toteutettiin suunnittelutieteellisen\u00e4 tutkimuksena, jossa p\u00e4\u00e4paino oli kielimallille annettavan sy\u00f6tteen suunnittelussa. Sy\u00f6tesuunnittelun lis\u00e4ksi tutkimus k\u00e4sittelee kielimallien teoriaa, tuotettujen tiivistelmien arviointia, hintaa, teknist\u00e4 toteutusta, riskej\u00e4 sek\u00e4 vaikutuksia toimintaan. Kielimallin k\u00e4ytt\u00f6 tiivistelmien tekoon t\u00e4ytti p\u00e4\u00e4osin sille asetetut tavoitteet, mutta my\u00f6s parantamiselle j\u00e4i varaa. Tutkimus loi kuitenkin hyv\u00e4n pohjan KKV:n teko\u00e4lykyvykkyyksien kasvattamiselle my\u00f6s muihin k\u00e4ytt\u00f6tapauksiin jatkossa.", "language": "fi", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by jyx lomake-julkaisija (jyx-julkaisija.group@korppi.jyu.fi) on 2024-06-17T07:40:00Z\nNo. of bitstreams: 0", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2024-06-17T07:40:00Z (GMT). No. of bitstreams: 0", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "84", "language": null, "element": "format", "qualifier": "extent", "schema": "dc"}, {"key": "dc.format.mimetype", "value": "application/pdf", "language": null, "element": "format", "qualifier": "mimetype", "schema": "dc"}, {"key": "dc.language.iso", "value": "fin", "language": null, "element": "language", "qualifier": "iso", "schema": "dc"}, {"key": "dc.rights", "value": "CC BY-NC-ND 4.0", "language": "en", "element": "rights", "qualifier": null, "schema": "dc"}, {"key": "dc.title", "value": "Laajan kielimallin hy\u00f6dynt\u00e4minen kuluttajaneuvonnan tapausten tiivistelmien tuottamisessa", "language": null, "element": "title", "qualifier": null, "schema": "dc"}, {"key": "dc.type", "value": "master thesis", "language": null, "element": "type", "qualifier": null, "schema": "dc"}, {"key": "dc.identifier.urn", "value": "URN:NBN:fi:jyu-202406174706", "language": null, "element": "identifier", "qualifier": "urn", "schema": "dc"}, {"key": "dc.contributor.faculty", "value": "Faculty of Information Technology", "language": "en", "element": "contributor", "qualifier": "faculty", "schema": "dc"}, {"key": "dc.contributor.faculty", "value": "Informaatioteknologian tiedekunta", "language": "fi", "element": "contributor", "qualifier": "faculty", "schema": "dc"}, {"key": "dc.contributor.organization", "value": "University of Jyv\u00e4skyl\u00e4", "language": "en", "element": "contributor", "qualifier": "organization", "schema": "dc"}, {"key": "dc.contributor.organization", "value": "Jyv\u00e4skyl\u00e4n yliopisto", "language": "fi", "element": "contributor", "qualifier": "organization", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Information Systems Science", "language": "en", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Tietoj\u00e4rjestelm\u00e4tiede", "language": "fi", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "dc.type.coar", "value": "http://purl.org/coar/resource_type/c_bdcc", "language": null, "element": "type", "qualifier": "coar", "schema": "dc"}, {"key": "dc.rights.copyright", "value": "\u00a9 The Author(s)", "language": null, "element": "rights", "qualifier": "copyright", "schema": "dc"}, {"key": "dc.rights.accesslevel", "value": "openAccess", "language": null, "element": "rights", "qualifier": "accesslevel", "schema": "dc"}, {"key": "dc.type.publication", "value": "masterThesis", "language": null, "element": "type", "qualifier": "publication", "schema": "dc"}, {"key": "dc.format.content", "value": "fulltext", "language": null, "element": "format", "qualifier": "content", "schema": "dc"}, {"key": "dc.rights.url", "value": "https://creativecommons.org/licenses/by-nc-nd/4.0/", "language": null, "element": "rights", "qualifier": "url", "schema": "dc"}]
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