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            <header>
                <identifier>oai:data.mendeley.com/9vg9tr6xvm.1</identifier>
                <datestamp>2025-03-26T13:09:08Z</datestamp>
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            <metadata><oai_dc:dc xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
    <dc:creator>Taglino, Francesco</dc:creator>
    <dc:title>Experimental results of semantic similarity methods </dc:title>
    <dc:publisher>Mendeley Data</dc:publisher>
    <dc:description>This dataset collects data used for the comparison of the following seven semantic similarity methods:
1. SemSimp with a manual taxonomy and human-annotated documents.
2. SemSimAI with an automatic taxonomy and automatically annotated documents using BERTopic.
3. SemSimAI with an automatic taxonomy and automatically annotated documents using recursive k-means clustering with Word2Vec embeddings.
4. SemSimAI with an automatic taxonomy and automatically annotated documents using recursive k-means clustering with TF-IDF vectors.
5. Cosine similarity with document representations from TF-IDF vectors.
6. Cosine similarity with document representations from BERT embeddings.
7. Cosine similarity with document representations from Word2Vec embeddings. </dc:description>
    <dc:subject>Semantics</dc:subject>
    <dc:subject>Similarity Measure</dc:subject>
    <dc:contributor id="https://orcid.org/0000-0002-1045-0510">De Nicola, Antonio</dc:contributor>
    <dc:contributor id="https://orcid.org/0000-0002-3730-6383">Mele, Ida</dc:contributor>
    <dc:type>Dataset</dc:type>
    <dc:identifier>doi:10.17632/9vg9tr6xvm.1</dc:identifier>
    <dc:identifier>oai:data.mendeley.com/9vg9tr6xvm.1</dc:identifier>
    <dc:rights>Creative Commons Attribution 4.0 International</dc:rights>
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    <dc:date>2025-03-26T13:09:08Z</dc:date>
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