A smaller alpha value means less aggressive smoothing, indicating that our 500 TF-IDF features are distinct enough that the model performs better when it trusts the actual word frequencies more ...

the and of to a in was that he his it had you with for her as on at is not she be him have but me said from were all by my which this they one would so been or an out ...