Deep Learning, Artificial Intelligence, NLP, Language Model, Nce.
However, the denominator needs to sum up all exponential values for all words in the vocabulary. When there are millions of words, the process is slow. 2. Noise-Contrastive Estimation (NCE) 2.1. NCE NCE is based on the reduction of density estimation to probabilistic binary classification. The