Named entity recognition (NER) is a widely applicable natural language processing task and building block of question answering, topic modeling, information retrieval, etc. In the medical domain, NER plays crucial role by extracting meaningful chunks from clinical notes reports, which are then fed to downstream tasks like assertion status detection, resolution, relation extraction, de-identific...