Like CRFs, RNN based model also rely on annotated corpus heavily.
we found that the RNN based model can identify more loanwords (more than person names) than CRFs based model, a possible reason is that the RNN encoder-decoder framework can learn features automatically and use its internal memory to process arbitrary sequences of inputs.