How Bad is a Bad Classifier: Is there any signal here?

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I have a text classification problem where I am classifying song lyrics by the performing artist. Right now I have a small dataset of 3000 lyrics (two lines each) each from 9 different artists. All of my train, dev, and test sets are balanced by artist.

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