This difference is partly due to the critical nature of medical domain, and partly due to the nature of clinical texts and entities therein.
we believe, exact CRF-LSTM models described here require more training samples than the baseline Bi-LSTM to achieve a comparable recall for labels that are complex or "difficult to detect".