The toolkit comes with scripts to download and preprocess datasets, and an easy interface to evaluate sentence encoders.
over the years, something of a consensus has been established, mostly based on the evaluations in seminal papers such as SkipThought (Kiros et al., 2015), concerning what evaluations to use.