Check out Matt’s recent paper in JML on frequency and plausibility effects on eye movements, which features an introduction to hypothesis testing with Bayes factors:
For more detail on Bayes factor, here are Matt’s slides from a talk given at the UCSD Computational Psycholinguistics Lab: Talk slides.