The model does not suffer from the label-bias problem as does the Maximum Entropy model, and its parameter estimation is well behaved with the help of a convex loss function.
the convexity of the loss function of the CRF model does not hold anymore when there are unobserved data or latent variables (Sutton and McCallum, 2007).