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Can you advice me a good paper which talks about the LSTM's state-of-art? I have already searched on google but I have not found anything interesting Thank you very much

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closed as too broad by Stephan Kolassa, shimao, Tim Feb 18 at 22:52

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You can have a look at the paper "LSTM: A Search Space Odyssey" by Klaus Greff, Rupesh Kumar Srivastava, Jan Koutník, Bas R. Steunebrink, Jürgen Schmidhuber.

It is not a super new paper (it's from 2015), but it compares 8 variants of LSTMs on 3 tasks (speech recognition, handwriting recognition, and polyphonic music modeling), and the authors conclude that none of the analysed variants can significantly outperform the standard LSTM architecture.

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