Deep Learning, Artificial Intelligence, NLP, Language Model, Nce.
outperformed the Skip-gram in Word2Vec. Accuracy steadily increased with the number of noise samples used, as did the training time. The best compromise between running time and performance seems to be achieved with 5 or 10 noise samples. Accuracy in percent on word similarity tasks for large