First story detection, Opinion Retrieval, Predicting Retweets and Deletions, ...
Randomised language models, streaming, non-parametric Bayesian approaches, large-scale discriminative approaches, evaluation, paraphrasing, system descriptions, misc.
Logarithmic opinion pools, scaling, gradient-based training regimes.
Reuse, relationship to ensemble methods.
Co-training for parsers
Locality sensitive hashing, shallow parsing, grammar learning, reviews etc.