1. A method of automatically generating a scoring model for scoring a speech sample to characterize speaking proficiency, the method comprising: receiving one or more training speech samples in response to a prompt; determining one or more speech features for each of the training speech samples; and generating a scoring model based on the speech features, wherein the scoring model is effective for scoring high entropy evaluation speech responses.