dataset cartography Visualize datasets with respect to models. aflite Filter dataset instances with spurious biases. don't stop pretraining Get more out of pretrained LMs by continuing to pretrain Syntactic Scaffolds Use a small amount to syntax to do better on semantics. annotation artifacts find out if NLI models make the right decisions for the right reasons G-Daug and Common Sense Generate data for better common sense