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.

submitter when description dev-0/F2.0 test-A/F2.0
EmEm 2018-02-09 15:52 'baseline' neural-network N/A 0.42429
EmEm 2018-02-09 12:42 'baseline' N/A 0.38481
EmEm 2018-02-09 12:02 'baseline' N/A 0.39674
EmEm 2018-02-09 11:12 'baseline' N/A 0.38057
EmEm 2018-02-09 10:35 'baseline' N/A 0.38212
EmEm 2018-02-09 09:53 'baseline' N/A 0.38857
EmEm 2018-02-09 09:25 'baseline' N/A 0.36284
EmEm 2018-02-09 09:12 'baseline' N/A 0.37440
EmEm 2018-02-09 08:50 'baseline' N/A 0.36978
EmEm 2018-02-09 08:23 'baseline' N/A 0.35445
EmEm 2018-02-09 08:18 baseline max_words=40 batch_size=512 nb_epoch=64 neural-network N/A 0.37637
EmEm 2018-02-09 07:56 baseline max_words=50 batch_size=512 nb_epoch=32 neural-network N/A 0.34892
Durson 2018-01-28 13:53 test 11 0.45326 0.43913
Durson 2018-01-28 13:52 test 11 0.45424 0.43052
Durson 2018-01-28 13:52 test 11 0.45849 0.44207
Durson 2018-01-28 00:05 test 11 0.45119 0.42569
Durson 2018-01-28 00:03 test 11 0.44995 0.40997
Durson 2018-01-28 00:03 test 11 0.45091 0.43424
Durson 2018-01-28 00:02 test 11 0.45184 0.45519
Durson 2018-01-28 00:00 test 11 0.45758 0.42813
Durson 2018-01-27 23:59 test 11 0.45050 0.42735
Durson 2018-01-27 23:58 test 11 0.45236 0.44244
Durson 2018-01-27 23:57 test 11 0.45505 0.44394
Durson 2018-01-27 23:56 test 11 0.45155 0.43682
Durson 2018-01-27 13:15 test 11 0.45155 0.43463
Durson 2018-01-27 01:04 test 11 0.44717 0.41822
Durson 2018-01-27 01:03 test 11 0.45306 0.45387
Durson 2018-01-27 01:02 test 11 0.45758 0.42813
Durson 2018-01-27 01:00 test 11 0.45188 0.44223
Durson 2018-01-27 00:59 test 11 0.45438 0.44090
Durson 2018-01-27 00:57 test 11 0.45188 0.43763
Durson 2018-01-27 00:56 test 11 0.45438 0.43763
Durson 2018-01-27 00:56 test 11 0.45673 0.43763
Durson 2018-01-26 16:45 test 10 0.46167 0.44289
Durson 2018-01-26 16:17 test 10 0.45167 0.45438
Durson 2018-01-26 16:09 test 10 0.46217 0.44931
Durson 2018-01-26 15:32 test 10 0.44949 0.43825
Durson 2018-01-26 15:31 test 10 0.45471 0.44504
Durson 2018-01-26 15:29 test 10 0.45609 0.44689
Durson 2018-01-26 15:29 test 10 0.45632 0.43122
Durson 2018-01-26 15:28 test 9 0.45851 0.43470
Durson 2018-01-26 11:16 test 8 0.46317 0.46489
Durson 2018-01-26 10:59 Fixed class weight neural-network 0.45671 0.46603
Durson 2018-01-26 10:40 test 6 0.44521 0.42891
Durson 2018-01-26 10:36 test 5 0.43805 0.43823
Durson 2018-01-26 10:32 test 4 0.44978 0.43112
Durson 2018-01-24 23:53 Found nice parameters neural-network 0.45680 0.44607
Durson 2018-01-24 16:05 test 2 0.45021 0.42614
Durson 2018-01-10 16:07 test 0.36588 0.35159
deinonzch 2018-01-10 15:14 max_word=80, batch_size=256, activition=relu, optymizer=rmsprob, nb_epoch=200 GPU 0.41722 0.40898
deinonzch 2018-01-09 19:32 max_word=80, batch_size=256, activition=relu, optymizer=rmsprob, nb_epoch=200 neural-network 0.41279 0.41575
deinonzch 2018-01-09 13:57 Keras 2.1.2 0.38394 0.37312
R.J. 2017-01-08 10:59 approximate frequencies 0.41749 0.40122
R.J. 2017-01-07 22:08 approximate frequencies 0.41871 0.41393
R.J. 2017-01-07 16:40 spellcheck suggestions 0.41217 0.40568
R.J. 2017-01-06 18:24 letter histograms 0.41605 0.40561
R.J. 2017-01-06 18:10 improved learning rate 0.41461 0.40665
R.J. 2017-01-06 18:06 improved spellchecking 0.41153 0.40112
p/tlen 2016-12-27 13:33 ensemble of 3 simple neural networks 0.41928 0.39376
p/tlen 2016-12-27 11:31 averaged 3 sub-NNs 0.41583 0.39254
p/tlen 2016-12-27 11:29 averaged 3 sub-NNs 0.41583 0.38095
p/tlen 2016-12-27 09:56 simple neural network with frequencies taken into account (tanh) 0.42156 0.40284
p/tlen 2016-12-27 09:14 simple neural network with frequencies taken into account neural-network 0.42670 0.40410
p/tlen 2016-12-27 09:07 simple neural network with frequencies taken into account 0.42670 0.34614
p/tlen 2016-12-26 17:18 simple neural network without drop-out 0.39933 0.40049
p/tlen 2016-12-23 22:07 simpler neural network but trained longer 0.37556 0.35480
p/tlen 2016-12-23 21:16 even simpler neural network 0.34912 0.33141
siulkilulki 2016-12-19 20:14 random yolo with correct output file xD N/A 0.06709
siulkilulki 2016-12-19 20:08 random yolo N/A N/A
R.J. 2016-12-15 20:26 tuned parameters 0.42095 0.40102
R.J. 2016-12-13 23:47 vw ngrams, suffixes, spellcheckers 0.39271 0.34730
p/tlen 2016-12-12 21:52 stupid neural network by night 0.33369 0.31117
p/tlen 2016-12-10 14:50 trivial solution (handcrafted one-liner) 0.24359 0.19574