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Multi-label text classification with Redfield NLP Nodes

RedfieldBERTNLPMulti-label classificationText classification
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Sep 14, 2021 11:07 AM
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The example of applying Redfield NLP Nodes for multi-label text classification. In the workflow shown a case with bank customers complaints written as a plain text. Each of the complaint contain 2 tags: Issue and Sub-issue. The trained model assigns multiple tags, model estimation is based on Jaccard coefficient.
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Used extensions & nodes

Created with KNIME Analytics Platform version 4.6.1
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    KNIME Base nodesTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.1

    knime
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    KNIME ExpressionsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
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    KNIME JavaScript ViewsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.1

    knime
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    KNIME JavasnippetTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
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    KNIME Quick FormsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
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    Redfield BERT Nodes

    Redfield AB

    Version 1.0.0

    redfield profile image
    redfield

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