tokens: Progress in empirical NLI has accelerated due to the introduction of new large - scale NLI datasets , such as the Stanford Natural Language Inference ( SNLI ) dataset and MultiNLI ( MNLI ) , coupled with new advances in neural modeling and model pre - training .