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We recommend using this function, or some adaptation of it, when using BERTikal, which is our BERT-Base (cased) model pre-trained for the Brazilian legal language. BERT, ELECTRA and ELECTRA-DeBERTa use a pair of sentences as inputs to the model. So, this TF-IDF model was unable to capture the semantic aspect.
Because extracted features within deep layers are closer to the classification layer, they capture more class-discriminative information than those in bottom layers. Using a three-year rolling average, he found that repetition in song writing is most definitely on the rise, and recently reached its peak in 2014, with an average tune from that year compressing 22 percent more efficiently than one from 1960.
Poke around on Morris' findings and you can search his visualized data by artist, decade and genre. Roy orbison, pictured here in 1964, was one of the least repetitive lyricists in the analysis of pop tunes. Now there's at least some research out there to support my hunch.