Effect of metadata on AI chatbot’s search results in enterprise search: An experimental study

Artificial Intelligence has revolutionized enterprise search by enabling tasks beyond the capabilities of traditional information retrieval systems. However, enterprise search technology alone does not guarantee effective information retrieval. In this thesis, the effect of metadata on the search re...

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Bibliografiset tiedot
Päätekijä: Baburin, Mark
Muut tekijät: Informaatioteknologian tiedekunta, Faculty of Information Technology, Jyväskylän yliopisto, University of Jyväskylä
Aineistotyyppi: Pro gradu
Kieli:eng
Julkaistu: 2025
Aiheet:
Linkit: https://jyx.jyu.fi/handle/123456789/100748
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author Baburin, Mark
author2 Informaatioteknologian tiedekunta Faculty of Information Technology Jyväskylän yliopisto University of Jyväskylä
author_facet Baburin, Mark Informaatioteknologian tiedekunta Faculty of Information Technology Jyväskylän yliopisto University of Jyväskylä Baburin, Mark Informaatioteknologian tiedekunta Faculty of Information Technology Jyväskylän yliopisto University of Jyväskylä
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description Artificial Intelligence has revolutionized enterprise search by enabling tasks beyond the capabilities of traditional information retrieval systems. However, enterprise search technology alone does not guarantee effective information retrieval. In this thesis, the effect of metadata on the search results of AI chatbot was investigated in the Microsoft Azure environment. The experimental study was conducted using 18 queries derived from the documents of the case company. The findings indicate that incorporating metadata in conjunction with an AI chatbot leads to a statistically significant enhancement in search performance. Tekoäly on mullistanut yritysten tiedonhaun mahdollistamalla tehtäviä, jotka ylittävät perinteisten tiedonhakujärjestelmien mahdollisuudet. Organisaatiohakuteknologia ei kuitenkaan yksinään takaa tehokasta tiedonhakua. Tässä tutkielmassa tutkittiin metatietojen vaikutusta tekoälypohjaisen chatbotin hakutuloksiin Microsoft Azure -ympäristössä. Kokeellisessa tutkimuksessa hyödynnettiin 18 syötettä, jotka perustuivat kohdeyrityksen tiedostoihin. Tulokset osoittavat, että metatietojen käyttö tekoälypohjaisen chatbotin kanssa parantaa hakutuloksia tilastollisesti merkittävästi.
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spellingShingle Baburin, Mark Effect of metadata on AI chatbot’s search results in enterprise search: An experimental study Tietojärjestelmätieteen maisteriohjelma Master's Degree Programme in Information Systems
title Effect of metadata on AI chatbot’s search results in enterprise search: An experimental study
title_full Effect of metadata on AI chatbot’s search results in enterprise search: An experimental study
title_fullStr Effect of metadata on AI chatbot’s search results in enterprise search: An experimental study Effect of metadata on AI chatbot’s search results in enterprise search: An experimental study
title_full_unstemmed Effect of metadata on AI chatbot’s search results in enterprise search: An experimental study Effect of metadata on AI chatbot’s search results in enterprise search: An experimental study
title_short Effect of metadata on AI chatbot’s search results in enterprise search: An experimental study
title_sort effect of metadata on ai chatbot s search results in enterprise search an experimental study
title_txtP Effect of metadata on AI chatbot’s search results in enterprise search: An experimental study
topic Tietojärjestelmätieteen maisteriohjelma Master's Degree Programme in Information Systems
topic_facet Master's Degree Programme in Information Systems Tietojärjestelmätieteen maisteriohjelma
url https://jyx.jyu.fi/handle/123456789/100748 http://www.urn.fi/URN:NBN:fi:jyu-202503142561
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