People don't put enough effort into their baselines. You should use a solid library and do hyperparameter tuning. http://m-mitchell.com/NAACL-2016/SemEval/pdf/SemEval147.pdf …
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Many times I have come across papers showing baselines for LSTM that are below that the of the default Keras LSTM on the same dataset.
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i always like those google papers "we just tried the simple approach, but with larger nets, works better than funny architectures"
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