Deep Learning, Artificial Intelligence, NLP, Language Model, Nce.
show that representations learned with position-independent weights, designated with (I), tend to perform better than the ones learned with position-dependent weights. Accuracy on the MSR Sentence Completion Challenge dataset Even the model with the lowest embedding dimensionality of 100, achieves