Sane words challenge

Guess if a given word is a correct Polish word in a given domain. Additionally, you have the information on reported frequency of the word in source texts.

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R.J.   2017-01-08 10:59
submitted a solution:approximate frequencies
R.J.   2017-01-07 22:08
submitted a solution:approximate frequencies
R.J.   2017-01-07 16:40
submitted a solution:spellcheck suggestions
R.J.   2017-01-06 18:24
submitted a solution:letter histograms
R.J.   2017-01-06 18:10
submitted a solution:improved learning rate
R.J.   2017-01-06 18:06
submitted a solution:improved spellchecking
p/tlen   2016-12-27 13:33
submitted a solution:ensemble of 3 simple neural networks
p/tlen   2016-12-27 11:31
submitted a solution:averaged 3 sub-NNs
p/tlen   2016-12-27 11:29
submitted a solution:averaged 3 sub-NNs
p/tlen   2016-12-27 09:56
submitted a solution:simple neural network with frequencies taken into account (tanh)
p/tlen   2016-12-27 09:14
submitted a solution:simple neural network with frequencies taken into account
p/tlen   2016-12-27 09:07
submitted a solution:simple neural network with frequencies taken into account
p/tlen   2016-12-26 17:18
submitted a solution:simple neural network without drop-out
p/tlen   2016-12-23 22:07
submitted a solution:simpler neural network but trained longer
p/tlen   2016-12-23 21:16
submitted a solution:even simpler neural network
siulkilulki   2016-12-19 20:14
submitted a solution:random yolo with correct output file xD
siulkilulki   2016-12-19 20:08
submitted a solution:random yolo
R.J.   2016-12-15 20:26
submitted a solution:tuned parameters
R.J.   2016-12-13 23:47
submitted a solution:vw ngrams, suffixes, spellcheckers
p/tlen   2016-12-12 21:52
submitted a solution:stupid neural network by night
p/tlen   2016-12-10 14:50
submitted a solution:trivial solution (handcrafted one-liner)