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                <identifier>oai:data.mendeley.com/n2y36w2sv9.1</identifier>
                <datestamp>2025-08-05T14:09:33Z</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>Kreslavsky, Max</dc:creator>
    <dc:title>Yambda-5B — A Large-Scale Multi-modal Dataset for Ranking And Retrieval</dc:title>
    <dc:publisher>Mendeley Data</dc:publisher>
    <dc:description>The Yambda-5B dataset is a large-scale open database comprising 4.79 billion user-item interactions collected from 1 million users and spanning 9.39 million tracks. This release contains the 50 million‑event subset.

Each event is time‑stamped (5 s bins) and labelled with an is_organic flag that separates organic discovery from recommendation‑driven actions, enabling counterfactual and causal studies. The package also includes look‑up tables: album_item_mapping.parquet and artist_item_mapping.parquet – link tracks with their albums and artists.

Note: audio‑embedding files are not included in this Figshare release; they remain part of the complete Yambda‑5B dataset on Hugging Face.

The full 5 B‑event version (with embeddings) is hosted on Hugging Face.

All data are released under the Apache License 2.0.</dc:description>
    <dc:subject>Machine Learning</dc:subject>
    <dc:subject>Recommendation System</dc:subject>
    <dc:contributor>Ploshkin, Alexander</dc:contributor>
    <dc:contributor>Tytskiy, Vladislav</dc:contributor>
    <dc:contributor>Pismenny, Alexey</dc:contributor>
    <dc:contributor>Baikalov, Vladimir</dc:contributor>
    <dc:contributor>Taychinov, Evgeny</dc:contributor>
    <dc:contributor>Permiakov, Artem</dc:contributor>
    <dc:contributor>Burlakov, Daniil</dc:contributor>
    <dc:contributor>Krofto, Eugene</dc:contributor>
    <dc:contributor>Savushkin, Nikolay</dc:contributor>
    <dc:type>Dataset</dc:type>
    <dc:identifier>doi:10.17632/n2y36w2sv9.1</dc:identifier>
    <dc:identifier>oai:data.mendeley.com/n2y36w2sv9.1</dc:identifier>
    <dc:rights>Apache License 2.0</dc:rights>
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    <dc:relation>https://data.mendeley.com/datasets/n2y36w2sv9</dc:relation>
    <dc:date>2025-08-05T14:09:33Z</dc:date>
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