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. [ver. 1.0.0]

Git repo URL: ssh://gitolite@gonito.net/sane-words / Branch: master
Run git clone --single-branch ssh://gitolite@gonito.net/sane-words -b master to get the challenge data
Browse at https://gonito.net/gitlist/sane-words.git/master

Leaderboard

# submitter when ver. description test-A F2.0 ×
1 [anonymized] 2018-01-26 10:59 1.0.0 Fixed class weight neural-network 0.46603 37
2 [anonymized] 2019-11-30 18:59 1.0.0 Neural net 512x256 one hot word python pytorch-nn 0.44029 6
3 [anonymized] 2018-02-09 15:52 1.0.0 'baseline' neural-network 0.42429 12
4 [anonymized] 2018-01-09 19:32 1.0.0 max_word=80, batch_size=256, activition=relu, optymizer=rmsprob, nb_epoch=200 neural-network 0.41575 3
5 [anonymized] 2017-01-07 22:08 1.0.0 approximate frequencies 0.41393 8
6 p/tlen 2016-12-27 09:14 1.0.0 simple neural network with frequencies taken into account neural-network 0.40410 25
7 Artur Nowakowski 2019-12-03 21:43 1.0.0 PyTorch simple NN python pytorch-nn 0.33842 1
8 [anonymized] 2019-12-04 09:02 1.0.0 torch-nn python pytorch-nn 0.33287 3
9 [anonymized] 2019-12-04 19:29 1.0.0 pytorch-nn more iterations python pytorch-nn 0.33117 4
10 [anonymized] 2019-11-27 18:11 1.0.0 Simple nn solution with torch (stupid params???) python pytorch-nn 0.32922 4
11 [anonymized] 2019-12-04 21:56 1.0.0 the best so far python pytorch-nn 0.29350 11
12 [anonymized] 2019-12-03 20:31 1.0.0 pytorch neural network second solution python pytorch-nn 0.29079 3
13 [anonymized] 2019-12-04 08:28 1.0.0 Pytorch nn, minibatch, improved previous solution python pytorch-nn 0.28049 3
14 [anonymized] 2019-11-27 09:35 1.0.0 solution python linear-regression 0.26632 3
15 [anonymized] 2019-11-22 02:02 1.0.0 32x32 selfmade NN pytorch alpha -1.5 420k loop python linear-regression 0.26247 4
16 [anonymized] 2019-12-04 00:50 1.0.0 NN pytorch python pytorch-nn 0.25147 5
17 [anonymized] 2019-11-26 21:36 1.0.0 logistic regresion python linear-regression 0.24328 1
18 [anonymized] 2019-11-27 07:49 1.0.0 solution 16N python linear-regression 0.24304 1
19 [anonymized] 2019-11-27 06:45 1.0.0 LR with 16 neurons python linear-regression 0.23550 6
20 [anonymized] 2019-12-04 08:58 1.0.0 fasttext + nn python pytorch-nn 0.22230 1
21 [anonymized] 2020-01-27 13:02 1.0.0 16 neurons and 1 layer lr python linear-regression 0.22124 1
22 [anonymized] 2019-12-04 10:09 1.0.0 dev-0 update python neural-network pytorch-nn 0.21551 4
23 [anonymized] 2016-12-19 20:14 1.0.0 random yolo with correct output file xD 0.06709 2