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Not sure about LSTM will be useful, but found this paper/architecture using recurrent network. Seems a little bit complicated to me. Would be great to have someone else look into it. https://arxiv.org/pdf/1406.6247.pdf
Investigate combining LSTM with CNN
https://github.com/fchollet/keras/blob/master/examples/imdb_cnn_lstm.py
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