A new Active Learning framework for Natural Language Processing (AL NLP) repository contains code implementing an active learning loop for natural language processing of pathology reports related to the National Cancer Institute (NCI) Pilot 3 project. This NCI project is a population-level pilot aimed at applying deep learning and other advanced computing technologies to cancer surveillance data in order to predict patient outcomes.