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National Repository of Grey Literature

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Search in speech recordings based on semantic vectors Boboš, Dominik ; Karafiát, Martin (referee) ; Schwarz, Petr (advisor) V současné době přetížené informacemi jsou efektivní metody vyhledávání informací velice žádané. Tato práce shrnuje metody pro získávání vektorových reprezentací pro text a zvuk, známé také jako sémantické vektory. Podívali jsme se hlouběji na multimodální mo\-de\-ly, jako jsou SpeechT5 a SeamlessM4T, které transformují tyto typy vstupu do jednoho sdíleného vektorového prostoru. Na základě těchto modelů jsme vybudovali systém, který nám umožňuje vyhledávat v datech bez ohledu na modalitu. Abychom mohli vyhodnotit navrhované řešení, kromě standardního rozpoznávání klíčových slov, také pro úlohy sémantického vyhledávání, manuálně jsme označili datovou sadu pro zachycení podobných sémantických významů klíčových slov nebo frází. Nakonec jsme provedli několik experimentů, kde jsme prozkoumali možnosti modelů omezením pozorovaného kontextu během dotrénovaní neuronové sítě nebo zapojením systémů převodu textu na řeč (TTS) ke zlepšení celkového výkonu. Detailed record

Semantic Navigator Michelfeit, Jan ; Knap, Tomáš (advisor) ; Svoboda, Martin (referee) The Semantic Web extends principles of the Web from documents to data. The Web of Data facilitates machines to understand the meaning of information. Semantic web search engines can take advantage of this fact and offer more precise search results and advanced query capabilities. The aim of this thesis is to use semantic data in web documents in order to enhance navigation between related web pages and bring advantages of semantic web search engines to ordinary users. We present Semantic Navigator as a solution to this task. Semantic Navigator is implemented as a Mozilla Firefox extension. The extension uses the Sindice search service for discovery of related documents and provides access to information summaries on Sig.ma. Detailed record

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