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Swedish texts classification with BERT

Workflow

Comparing Swedish BERT models for text classification with Knime

In this workflow we classify the first messages from threads by their root topic. Messages are taken from popular Swedish forum flashback.org

BERTNLPRedfieldSwedishSvenskaText classification
Training and estimating the models on test data set Data analysis and preparation MULTIMULTIMULTIPost labelschartbefore filteringDefault threshold1000 wordsAggregate bytext typeKBKBKBGet statisticson the texts lengthAFAFAFBERT Model Selector BERT Predictor BERT ClassificationLearner Bar Chart Scorer (JavaScript) Filter rare classesand partition Count classrepresentatives BERT Model Selector Scorer (JavaScript) BERT ClassificationLearner BERT Predictor Text assessment BERT Model Selector BERT Predictor Scorer (JavaScript) BERT ClassificationLearner Timer Info Misclassificationanalysis Timer Info Misclassificationanalysis Timer Info Misclassificationanalysis Table Reader Model chart Training and estimating the models on test data set Data analysis and preparation MULTIMULTIMULTIPost labelschartbefore filteringDefault threshold1000 wordsAggregate bytext typeKBKBKBGet statisticson the texts lengthAFAFAFBERT Model Selector BERT Predictor BERT ClassificationLearner Bar Chart Scorer (JavaScript) Filter rare classesand partition Count classrepresentatives BERT Model Selector Scorer (JavaScript) BERT ClassificationLearner BERT Predictor Text assessment BERT Model Selector BERT Predictor Scorer (JavaScript) BERT ClassificationLearner Timer Info Misclassificationanalysis Timer Info Misclassificationanalysis Timer Info Misclassificationanalysis Table Reader Model chart

Download

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Nodes

Swedish texts classification with BERT consists of the following 148 nodes(s):

Plugins

Swedish texts classification with BERT contains nodes provided by the following 8 plugin(s):