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nl_electra

This model is a pretrained version of ELECTRA on the Dutch subset of the CC100 dataset. It achieves the following results on the evaluation set:

  • Loss: 2.4650
  • Accuracy: 0.5392

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 5e-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 703
  • gradient_accumulation_steps: 32
  • total_train_batch_size: 512
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 8000
  • num_epochs: 400.0

Training results

Training Loss Epoch Step Validation Loss Accuracy
No log 0.67 500 9.9977 0.0486
No log 1.35 1000 9.5620 0.0543
No log 2.02 1500 8.9306 0.0741
No log 2.69 2000 8.2617 0.0826
No log 3.36 2500 7.6880 0.0792
No log 4.04 3000 7.3316 0.0757
No log 4.71 3500 7.1944 0.0747
No log 5.38 4000 7.1349 0.0802
No log 6.06 4500 7.0752 0.0887
8.201 6.73 5000 7.0046 0.1021
8.201 7.4 5500 6.9295 0.1090
8.201 8.08 6000 6.8483 0.1132
8.201 8.75 6500 6.7750 0.1171
8.201 9.42 7000 6.7116 0.1187
8.201 10.09 7500 6.6560 0.1218
8.201 10.77 8000 6.6178 0.1239
8.201 11.44 8500 6.5824 0.1255
8.201 12.11 9000 6.5521 0.1273
8.201 12.79 9500 6.5203 0.1292
6.7257 13.46 10000 6.5027 0.1303
6.7257 14.13 10500 6.4809 0.1314
6.7257 14.8 11000 6.4631 0.1322
6.7257 15.48 11500 6.4483 0.1329
6.7257 16.15 12000 6.4320 0.1338
6.7257 16.82 12500 6.4169 0.1348
6.7257 17.5 13000 6.4067 0.1359
6.7257 18.17 13500 6.3994 0.1359
6.7257 18.84 14000 6.3823 0.1368
6.7257 19.52 14500 6.3759 0.1373
6.4502 20.19 15000 6.3629 0.1374
6.4502 20.86 15500 6.3638 0.1373
6.4502 21.53 16000 6.3505 0.1382
6.4502 22.21 16500 6.3416 0.1387
6.4502 22.88 17000 6.3420 0.1383
6.4502 23.55 17500 6.3330 0.1389
6.4502 24.23 18000 6.3289 0.1388
6.4502 24.9 18500 6.3184 0.1389
6.4502 25.57 19000 6.3099 0.1396
6.4502 26.24 19500 6.2789 0.1405
6.3474 26.92 20000 6.2398 0.1404
6.3474 27.59 20500 6.2012 0.1412
6.3474 28.26 21000 6.1803 0.1414
6.3474 28.94 21500 6.1579 0.1414
6.3474 29.61 22000 6.1403 0.1431
6.3474 30.28 22500 6.1316 0.1423
6.3474 30.96 23000 6.1102 0.1435
6.3474 31.63 23500 6.0998 0.1439
6.3474 32.3 24000 6.0867 0.1446
6.3474 32.97 24500 6.0700 0.1451
6.1758 33.65 25000 6.0554 0.1457
6.1758 34.32 25500 6.0487 0.1457
6.1758 34.99 26000 6.0328 0.1469
6.1758 35.67 26500 6.0265 0.1469
6.1758 36.34 27000 5.9992 0.1486
6.1758 37.01 27500 5.9934 0.1485
6.1758 37.68 28000 5.9702 0.1501
6.1758 38.36 28500 5.9661 0.1503
6.1758 39.03 29000 5.9558 0.1512
6.1758 39.7 29500 5.9321 0.1528
6.052 40.38 30000 5.9147 0.1532
6.052 41.05 30500 5.8975 0.1545
6.052 41.72 31000 5.8784 0.1566
6.052 42.4 31500 5.8584 0.1586
6.052 43.07 32000 5.8325 0.1603
6.052 43.74 32500 5.7583 0.1664
6.052 44.41 33000 5.6158 0.1787
6.052 45.09 33500 5.4580 0.1917
6.052 45.76 34000 5.3396 0.2010
6.052 46.43 34500 5.2568 0.2082
5.7995 47.11 35000 5.1775 0.2146
5.7995 47.78 35500 5.1076 0.2204
5.7995 48.45 36000 5.0457 0.2258
5.7995 49.13 36500 4.9932 0.2313
5.7995 49.8 37000 4.9164 0.2384
5.7995 50.47 37500 4.7844 0.2521
5.7995 51.14 38000 4.6598 0.2642
5.7995 51.82 38500 4.5472 0.2757
5.7995 52.49 39000 4.4374 0.2871
5.7995 53.16 39500 4.3399 0.2982
5.0341 53.84 40000 4.2549 0.3083
5.0341 54.51 40500 4.1795 0.3170
5.0341 55.18 41000 4.1017 0.3274
5.0341 55.85 41500 4.0308 0.3375
5.0341 56.53 42000 3.9673 0.3462
5.0341 57.2 42500 3.9130 0.3538
5.0341 57.87 43000 3.8672 0.3599
5.0341 58.55 43500 3.8249 0.3656
5.0341 59.22 44000 3.7748 0.3728
5.0341 59.89 44500 3.7459 0.3768
4.2119 60.57 45000 3.7089 0.3808
4.2119 61.24 45500 3.6732 0.3857
4.2119 61.91 46000 3.6546 0.3881
4.2119 62.58 46500 3.6205 0.3921
4.2119 63.26 47000 3.5908 0.3960
4.2119 63.93 47500 3.5627 0.3991
4.2119 64.6 48000 3.5466 0.4019
4.2119 65.28 48500 3.5262 0.4039
4.2119 65.95 49000 3.4987 0.4074
4.2119 66.62 49500 3.4817 0.4093
3.8182 67.29 50000 3.4608 0.4119
3.8182 67.97 50500 3.4467 0.4142
3.8182 68.64 51000 3.4280 0.4163
3.8182 69.31 51500 3.4165 0.4175
3.8182 69.99 52000 3.3970 0.4199
3.8182 70.66 52500 3.3738 0.4227
3.8182 71.33 53000 3.3640 0.4242
3.8182 72.01 53500 3.3583 0.4252
3.8182 72.68 54000 3.3319 0.4279
3.8182 73.35 54500 3.3153 0.4303
3.5946 74.02 55000 3.3098 0.4304
3.5946 74.7 55500 3.2949 0.4328
3.5946 75.37 56000 3.2820 0.4335
3.5946 76.04 56500 3.2686 0.4355
3.5946 76.72 57000 3.2663 0.4359
3.5946 77.39 57500 3.2482 0.4379
3.5946 78.06 58000 3.2344 0.4393
3.5946 78.73 58500 3.2281 0.4407
3.5946 79.41 59000 3.2172 0.4412
3.5946 80.08 59500 3.2110 0.4420
3.4435 80.75 60000 3.1940 0.4443
3.4435 81.43 60500 3.1837 0.4455
3.4435 82.1 61000 3.1744 0.4469
3.4435 82.77 61500 3.1611 0.4483
3.4435 83.45 62000 3.1531 0.4496
3.4435 84.12 62500 3.1524 0.4499
3.4435 84.79 63000 3.1431 0.4501
3.4435 85.46 63500 3.1287 0.4527
3.4435 86.14 64000 3.1192 0.4533
3.4435 86.81 64500 3.1107 0.4547
3.3301 87.48 65000 3.1041 0.4553
3.3301 88.16 65500 3.0999 0.4562
3.3301 88.83 66000 3.0882 0.4576
3.3301 89.5 66500 3.0777 0.4589
3.3301 90.17 67000 3.0726 0.4588
3.3301 90.85 67500 3.0676 0.4601
3.3301 91.52 68000 3.0616 0.4602
3.3301 92.19 68500 3.0523 0.4621
3.3301 92.87 69000 3.0464 0.4624
3.3301 93.54 69500 3.0405 0.4635
3.2418 94.21 70000 3.0312 0.4649
3.2418 94.89 70500 3.0209 0.4653
3.2418 95.56 71000 3.0202 0.4657
3.2418 96.23 71500 3.0101 0.4676
3.2418 96.9 72000 3.0105 0.4666
3.2418 97.58 72500 3.0023 0.4685
3.2418 98.25 73000 3.0008 0.4680
3.2418 98.92 73500 2.9882 0.4691
3.2418 99.6 74000 2.9855 0.4702
3.2418 100.27 74500 2.9790 0.4709
3.1698 100.94 75000 2.9680 0.4716
3.1698 101.61 75500 2.9667 0.4724
3.1698 102.29 76000 2.9657 0.4726
3.1698 102.96 76500 2.9623 0.4731
3.1698 103.63 77000 2.9515 0.4745
3.1698 104.31 77500 2.9471 0.4753
3.1698 104.98 78000 2.9407 0.4756
3.1698 105.65 78500 2.9388 0.4761
3.1698 106.33 79000 2.9369 0.4766
3.1698 107.0 79500 2.9297 0.4762
3.1101 107.67 80000 2.9291 0.4776
3.1101 108.34 80500 2.9139 0.4788
3.1101 109.02 81000 2.9113 0.4790
3.1101 109.69 81500 2.9057 0.4798
3.1101 110.36 82000 2.9058 0.4804
3.1101 111.04 82500 2.9019 0.4807
3.1101 111.71 83000 2.8934 0.4818
3.1101 112.38 83500 2.8864 0.4825
3.1101 113.06 84000 2.8926 0.4815
3.1101 113.73 84500 2.8812 0.4830
3.058 114.4 85000 2.8740 0.4840
3.058 115.07 85500 2.8730 0.4840
3.058 115.75 86000 2.8694 0.4847
3.058 116.42 86500 2.8694 0.4848
3.058 117.09 87000 2.8601 0.4862
3.058 117.77 87500 2.8547 0.4862
3.058 118.44 88000 2.8538 0.4861
3.058 119.11 88500 2.8494 0.4876
3.058 119.78 89000 2.8430 0.4882
3.058 120.46 89500 2.8436 0.4875
3.0129 121.13 90000 2.8402 0.4884
3.0129 121.8 90500 2.8353 0.4888
3.0129 122.48 91000 2.8271 0.4896
3.0129 123.15 91500 2.8236 0.4900
3.0129 123.82 92000 2.8199 0.4913
3.0129 124.5 92500 2.8119 0.4916
3.0129 125.17 93000 2.8138 0.4916
3.0129 125.84 93500 2.8089 0.4925
3.0129 126.51 94000 2.8067 0.4928
3.0129 127.19 94500 2.8010 0.4939
2.9701 127.86 95000 2.7992 0.4938
2.9701 128.53 95500 2.7953 0.4948
2.9701 129.21 96000 2.7964 0.4942
2.9701 129.88 96500 2.7838 0.4955
2.9701 130.55 97000 2.7770 0.4968
2.9701 131.22 97500 2.7800 0.4962
2.9701 131.9 98000 2.7743 0.4972
2.9701 132.57 98500 2.7696 0.4973
2.9701 133.24 99000 2.7691 0.4980
2.9701 133.92 99500 2.7612 0.4989
2.9289 134.59 100000 2.7606 0.4987
2.9289 135.26 100500 2.7545 0.4993
2.9289 135.94 101000 2.7544 0.4999
2.9289 136.61 101500 2.7550 0.4999
2.9289 137.28 102000 2.7510 0.5001
2.9289 137.95 102500 2.7480 0.5002
2.9289 138.63 103000 2.7422 0.5012
2.9289 139.3 103500 2.7419 0.5014
2.9289 139.97 104000 2.7416 0.5009
2.9289 140.65 104500 2.7412 0.5017
2.8968 141.32 105000 2.7356 0.5023
2.8968 141.99 105500 2.7303 0.5027
2.8968 142.66 106000 2.7359 0.5029
2.8968 143.34 106500 2.7283 0.5032
2.8968 144.01 107000 2.7226 0.5033
2.8968 144.68 107500 2.7247 0.5039
2.8968 145.36 108000 2.7209 0.5044
2.8968 146.03 108500 2.7210 0.5039
2.8968 146.7 109000 2.7135 0.5046
2.8968 147.38 109500 2.7139 0.5048
2.8697 148.05 110000 2.7167 0.5050
2.8697 148.72 110500 2.7125 0.5058
2.8697 149.39 111000 2.7064 0.5060
2.8697 150.07 111500 2.7024 0.5067
2.8697 150.74 112000 2.7035 0.5067
2.8697 151.41 112500 2.7034 0.5067
2.8697 152.09 113000 2.6967 0.5073
2.8697 152.76 113500 2.6982 0.5070
2.8697 153.43 114000 2.6948 0.5079
2.8697 154.1 114500 2.6946 0.5076
2.8457 154.78 115000 2.6918 0.5078
2.8457 155.45 115500 2.6917 0.5078
2.8457 156.12 116000 2.6868 0.5086
2.8457 156.8 116500 2.6870 0.5084
2.8457 157.47 117000 2.6830 0.5091
2.8457 158.14 117500 2.6824 0.5090
2.8457 158.82 118000 2.6812 0.5092
2.8457 159.49 118500 2.6747 0.5098
2.8457 160.16 119000 2.6747 0.5105
2.8457 160.83 119500 2.6750 0.5102
2.825 161.51 120000 2.6761 0.5102
2.825 162.18 120500 2.6670 0.5115
2.825 162.85 121000 2.6740 0.5104
2.825 163.53 121500 2.6700 0.5106
2.825 164.2 122000 2.6629 0.5119
2.825 164.87 122500 2.6642 0.5117
2.825 165.54 123000 2.6664 0.5109
2.825 166.22 123500 2.6626 0.5117
2.825 166.89 124000 2.6561 0.5130
2.825 167.56 124500 2.6612 0.5125
2.8059 168.24 125000 2.6594 0.5123
2.8059 168.91 125500 2.6508 0.5132
2.8059 169.58 126000 2.6477 0.5134
2.8059 170.26 126500 2.6527 0.5133
2.8059 170.93 127000 2.6519 0.5136
2.8059 171.6 127500 2.6456 0.5141
2.8059 172.27 128000 2.6473 0.5139
2.8059 172.95 128500 2.6426 0.5144
2.8059 173.62 129000 2.6454 0.5137
2.8059 174.29 129500 2.6427 0.5147
2.788 174.97 130000 2.6376 0.5150
2.788 175.64 130500 2.6366 0.5154
2.788 176.31 131000 2.6327 0.5156
2.788 176.98 131500 2.6328 0.5157
2.788 177.66 132000 2.6335 0.5156
2.788 178.33 132500 2.6302 0.5166
2.788 179.0 133000 2.6333 0.5160
2.788 179.68 133500 2.6253 0.5171
2.788 180.35 134000 2.6237 0.5167
2.788 181.02 134500 2.6269 0.5165
2.7723 181.7 135000 2.6283 0.5164
2.7723 182.37 135500 2.6255 0.5174
2.7723 183.04 136000 2.6254 0.5175
2.7723 183.71 136500 2.6231 0.5172
2.7723 184.39 137000 2.6181 0.5173
2.7723 185.06 137500 2.6260 0.5168
2.7723 185.73 138000 2.6183 0.5176
2.7723 186.41 138500 2.6174 0.5182
2.7723 187.08 139000 2.6144 0.5182
2.7723 187.75 139500 2.6152 0.5186
2.7575 188.43 140000 2.6150 0.5183
2.7575 189.1 140500 2.6110 0.5190
2.7575 189.77 141000 2.6044 0.5194
2.7575 190.44 141500 2.6083 0.5186
2.7575 191.12 142000 2.6102 0.5189
2.7575 191.79 142500 2.6063 0.5195
2.7575 192.46 143000 2.6071 0.5198
2.7575 193.14 143500 2.6090 0.5191
2.7575 193.81 144000 2.6068 0.5200
2.7575 194.48 144500 2.6032 0.5200
2.7445 195.15 145000 2.6031 0.5200
2.7445 195.83 145500 2.6007 0.5201
2.7445 196.5 146000 2.5998 0.5203
2.7445 197.17 146500 2.5980 0.5208
2.7445 197.85 147000 2.5952 0.5211
2.7445 198.52 147500 2.5977 0.5210
2.7445 199.19 148000 2.5922 0.5212
2.7445 199.87 148500 2.5936 0.5211
2.7445 200.54 149000 2.5933 0.5219
2.7445 201.21 149500 2.5887 0.5219
2.7324 201.88 150000 2.5911 0.5215
2.7324 202.56 150500 2.5892 0.5219
2.7324 203.23 151000 2.5875 0.5218
2.7324 203.9 151500 2.5898 0.5220
2.7324 204.58 152000 2.5872 0.5223
2.7324 205.25 152500 2.5805 0.5226
2.7324 205.92 153000 2.5861 0.5225
2.7324 206.59 153500 2.5839 0.5223
2.7324 207.27 154000 2.5804 0.5232
2.7324 207.94 154500 2.5766 0.5235
2.7212 208.61 155000 2.5764 0.5233
2.7212 209.29 155500 2.5801 0.5233
2.7212 209.96 156000 2.5737 0.5241
2.7212 210.63 156500 2.5769 0.5236
2.7212 211.31 157000 2.5769 0.5237
2.7212 211.98 157500 2.5748 0.5239
2.7212 212.65 158000 2.5745 0.5230
2.7212 213.32 158500 2.5725 0.5240
2.7212 214.0 159000 2.5736 0.5239
2.7212 214.67 159500 2.5675 0.5252
2.7103 215.34 160000 2.5678 0.5245
2.7103 216.02 160500 2.5691 0.5250
2.7103 216.69 161000 2.5688 0.5245
2.7103 217.36 161500 2.5681 0.5251
2.7103 218.03 162000 2.5582 0.5255
2.7103 218.71 162500 2.5675 0.5247
2.7103 219.38 163000 2.5609 0.5259
2.7103 220.05 163500 2.5625 0.5254
2.7103 220.73 164000 2.5630 0.5254
2.7103 221.4 164500 2.5607 0.5265
2.7003 222.07 165000 2.5615 0.5260
2.7003 222.75 165500 2.5660 0.5248
2.7003 223.42 166000 2.5569 0.5263
2.7003 224.09 166500 2.5610 0.5255
2.7003 224.76 167000 2.5569 0.5263
2.7003 225.44 167500 2.5534 0.5265
2.7003 226.11 168000 2.5573 0.5259
2.7003 226.78 168500 2.5559 0.5264
2.7003 227.46 169000 2.5508 0.5277
2.7003 228.13 169500 2.5500 0.5276
2.6915 228.8 170000 2.5501 0.5270
2.6915 229.47 170500 2.5508 0.5273
2.6915 230.15 171000 2.5523 0.5267
2.6915 230.82 171500 2.5464 0.5276
2.6915 231.49 172000 2.5482 0.5271
2.6915 232.17 172500 2.5486 0.5270
2.6915 232.84 173000 2.5474 0.5275
2.6915 233.51 173500 2.5483 0.5270
2.6915 234.19 174000 2.5480 0.5276
2.6915 234.86 174500 2.5486 0.5278
2.6833 235.53 175000 2.5484 0.5273
2.6833 236.2 175500 2.5436 0.5277
2.6833 236.88 176000 2.5448 0.5278
2.6833 237.55 176500 2.5430 0.5284
2.6833 238.22 177000 2.5433 0.5279
2.6833 238.9 177500 2.5398 0.5288
2.6833 239.57 178000 2.5424 0.5282
2.6833 240.24 178500 2.5371 0.5291
2.6833 240.91 179000 2.5372 0.5294
2.6833 241.59 179500 2.5368 0.5290
2.6753 242.26 180000 2.5383 0.5289
2.6753 242.93 180500 2.5387 0.5289
2.6753 243.61 181000 2.5351 0.5295
2.6753 244.28 181500 2.5340 0.5296
2.6753 244.95 182000 2.5349 0.5289
2.6753 245.63 182500 2.5358 0.5295
2.6753 246.3 183000 2.5333 0.5299
2.6753 246.97 183500 2.5363 0.5292
2.6753 247.64 184000 2.5323 0.5298
2.6753 248.32 184500 2.5286 0.5299
2.6679 248.99 185000 2.5276 0.5306
2.6679 249.66 185500 2.5249 0.5308
2.6679 250.34 186000 2.5308 0.5302
2.6679 251.01 186500 2.5307 0.5297
2.6679 251.68 187000 2.5293 0.5305
2.6679 252.36 187500 2.5255 0.5306
2.6679 253.03 188000 2.5244 0.5312
2.6679 253.7 188500 2.5278 0.5305
2.6679 254.37 189000 2.5212 0.5317
2.6679 255.05 189500 2.5256 0.5307
2.6611 255.72 190000 2.5273 0.5303
2.6611 256.39 190500 2.5222 0.5310
2.6611 257.07 191000 2.5237 0.5311
2.6611 257.74 191500 2.5258 0.5309
2.6611 258.41 192000 2.5219 0.5313
2.6611 259.08 192500 2.5243 0.5314
2.6611 259.76 193000 2.5203 0.5319
2.6611 260.43 193500 2.5205 0.5313
2.6611 261.1 194000 2.5205 0.5322
2.6611 261.78 194500 2.5196 0.5317
2.655 262.45 195000 2.5199 0.5315
2.655 263.12 195500 2.5226 0.5315
2.655 263.8 196000 2.5175 0.5316
2.655 264.47 196500 2.5160 0.5322
2.655 265.14 197000 2.5185 0.5316
2.655 265.81 197500 2.5133 0.5322
2.655 266.49 198000 2.5163 0.5318
2.655 267.16 198500 2.5135 0.5325
2.655 267.83 199000 2.5132 0.5326
2.655 268.51 199500 2.5148 0.5323
2.6486 269.18 200000 2.5194 0.5317
2.6486 269.85 200500 2.5162 0.5321
2.6486 270.52 201000 2.5090 0.5332
2.6486 271.2 201500 2.5126 0.5325
2.6486 271.87 202000 2.5155 0.5320
2.6486 272.54 202500 2.5099 0.5329
2.6486 273.22 203000 2.5130 0.5325
2.6486 273.89 203500 2.5064 0.5329
2.6486 274.56 204000 2.5154 0.5319
2.6486 275.24 204500 2.5097 0.5329
2.6433 275.91 205000 2.5075 0.5334
2.6433 276.58 205500 2.5120 0.5325
2.6433 277.25 206000 2.5100 0.5329
2.6433 277.93 206500 2.5115 0.5332
2.6433 278.6 207000 2.5071 0.5332
2.6433 279.27 207500 2.5075 0.5335
2.6433 279.95 208000 2.5020 0.5338
2.6433 280.62 208500 2.5025 0.5340
2.6433 281.29 209000 2.5064 0.5333
2.6433 281.96 209500 2.5038 0.5336
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Framework versions

  • Transformers 4.20.1
  • Pytorch 1.12.0+cu102
  • Datasets 2.3.2
  • Tokenizers 0.12.1

Additional configurations

data:
  dataset_name: cc100
  lang: nl
  overwrite_cache: False
  validation_split_percentage: 5
  max_seq_length: 512
  preprocessing_num_workers: 8
  mlm_probability: 0.15
  line_by_line: False
  pad_to_max_length: False
  max_train_samples: -1
  max_eval_samples: -1

training:
  do_train: True
  do_eval: True
  do_predict: True
  resume_from_checkpoint: False
  evaluation_strategy: steps
  eval_steps: 500
  per_device_train_batch_size: 16
  per_device_eval_batch_size: 16
  gradient_accumulation_steps: 32
  eval_accumulation_steps: 1
  learning_rate: 5e-5
  weight_decay: 0.0
  adam_beta1: 0.9
  adam_beta2: 0.999
  adam_epsilon: 1e-8
  max_grad_norm: 1.0
  num_train_epochs: 400.0
  lr_scheduler_type: linear
  fp16: False
  warmup_steps: 8000
  seed: 703
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