Big data text analysis is an approach, not a method.

They merely showed that Latent Dirichlet Allocation is not the best method to solve the specific problem of classifying human language from unstructured text. New techniques will always come up to be more accurate and reproducible, and eventually become the new most used one. TopicMapping sounds promising. :)