A word2vec negative sampling implementation with correct CBOW update.

Colibri core is an NLP tool as well as a C++ and Python library for working with basic linguistic constructions such as n-grams and skipgrams (i.e patterns with one or more gaps, either of fixed or dynamic size) in a quick and memory-efficient way. At the core is the tool ``colibri-patternmodeller`` whi ch allows you to build, view, manipulate a…

Efficient learning of word representations

Skipgram with Hierarchical Softmax

SLM is a Bayesian skipgram language model based on hierarchical Pitman-Yor processes. It facilitates multiple backoff strategies, interpolation strategies, and offers tools to train and evaluate language models, and rescore nbest lists