Why pay more? A simple and efficient named entity recognition system for tweets

•This paper investigates the problem of named entity recognition from tweets.•We have combined deep learning models with traditional hand-crafted features.•Output of bidirectional long short term memory is combined with extracted features.•Finally, the conditional random field is applied to perform the task.•Results claim, our system greatly outdo the performance of the multi-modal system.