Giving back is important! Here at UW NLP we want researchers everywhere to have access to interesting resources and datasets. We have an indexed version of the Google Syntactic N-gram corpus. We're compiling a large scale activity recognition dataset rooted in linguistic resources (WordNet combined with FrameNet). We're also currently developing an open-source toolkit for text categorization, called ARKcat, that uses Bayesian optimization for tuning hyperparameters.