ABCDEFGHIJKLMNOPQRSTUVWXYZAAAB
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DatasetModelparametersepochsTrain last
encoder
n layerhidden
size
bidirectionallrpad_lenoptimizerlossdropout/inneraccuracy
train
accuracy
validation
F1
validation
accuracy
test
model fileDefenitionduration
2
Fake News KaggleGloVe + RNN158,000
40,158,000
50_2128TRUE0.0005250AdamBCE0.2_0.297.496.2596.2296.66exp2.model
3
Fake News KaggleFasttext + RNN209,000
756,000,000
60_2128TRUE0.0005300AdamBCE0.4_0.498.197.5497.4997.43_
4
Fake News KaggleFasttext + LSTM694000
756,500,000
60_1180TRUE0.0005300AdamBCE0.6_0.699.698.9999.0198.71_
5
Fake News KaggleFasttext + LSTM1,231,617
756,600,000
100_3128TRUE0.0005320AdamBCE0.75_0.7599.498.998.8798.65_
6
Fake News KaggleFasttext + GRU1,221,000
757,000,000
100_3150TRUE0.0005300AdamBCE0.7_0.799.799.5299.5198.91exp6.model
7
Fake News KaggleFasttext + LSTM1,208,000
757,000,000
100_3150TRUE0.0005300AdamBCE0.7_0.799.198.8598.8898.84_
8
Fake News KaggleBert-base + GRU8,074,000
110,000,000
30TRUE2128TRUE0.0005300AdamBCE0.7_0.799.598.55___
9
Fake News KaggleBert-large + LSTM14,000,000
337,000,000
10TRUE2128TRUE0.0005300AdamBCE0.75_0.7597.796.6___
10
Fake News KaggleBert-large + LSTM1,972,000
337,000,000
30FALSE3128TRUE0.0005300AdamBCE0.7_0.7_____
11
ReCoveryGloVe + LSTM3,890,000
44,000,000
100_3256TRUE0.0005600AdamBCE0.65_0.6596.188.11___
12
ReCoveryFasttext + LSTM1,200,000
757,000,000
100_3128TRUE0.00025650AdamBCE0.7_0.783.186.6___
13
ReCoveryFasttext + GRU4,400,000
760,000,000
100_4256TRUE0.0002700AdamBCE0.55_0.5596.687.9___
14
ReCoveryFasttext + LSTM5,880,000
762,000,000
100_4256TRUE0.0002700AdamBCE0.55_0.5594.285.2___
15
ReCoveryBert-base + LSTM12,300,000
115,000,000
40TRUE3256TRUE0.0002500AdamBCE0.7_0.799.686___
16
ReCoveryBert_base + GRU12,200,000
114,000,000
65TRUE3300TRUE0.0002510AdamBCE0.7_0.710091.2__ex16.model
17
ReCoveryBert-base + LSTM8,000,000
110,000,000
60TRUE1128TRUE0.0002510AdamBCE0.7_0.799.889.6___
18
ReCoveryBert-base + GRU12,100,000
114,000,000
60epoch>40
True
3256TRUE0.0002510AdamBCE0.75_0.7599.692,9___epoch 20th turn the last encoder on.
19
ReCoveryBert_base + GRU12100000
114,000,000
60epoch>20
True
3256TRUE0.0015510AdamBCE0.75_0.7599.992.5___epoch 40th turn the 10th encoder learning on.
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