ArabicNewSplits7_FineTuningAraBERT_run2_AugV5_k8_task5_organization
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.5709
- Qwk: 0.6276
- Mse: 0.5709
- Rmse: 0.7556
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100
Training results
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|---|---|---|---|---|---|---|
| No log | 0.0909 | 2 | 3.9092 | -0.0323 | 3.9092 | 1.9772 |
| No log | 0.1818 | 4 | 2.2398 | -0.0409 | 2.2398 | 1.4966 |
| No log | 0.2727 | 6 | 1.9043 | -0.0623 | 1.9043 | 1.3800 |
| No log | 0.3636 | 8 | 1.4071 | 0.0143 | 1.4071 | 1.1862 |
| No log | 0.4545 | 10 | 1.1548 | 0.0760 | 1.1548 | 1.0746 |
| No log | 0.5455 | 12 | 1.1534 | 0.0374 | 1.1534 | 1.0739 |
| No log | 0.6364 | 14 | 1.2925 | -0.0963 | 1.2925 | 1.1369 |
| No log | 0.7273 | 16 | 1.3598 | -0.1043 | 1.3598 | 1.1661 |
| No log | 0.8182 | 18 | 1.1437 | 0.2341 | 1.1437 | 1.0695 |
| No log | 0.9091 | 20 | 1.0272 | 0.1799 | 1.0272 | 1.0135 |
| No log | 1.0 | 22 | 1.0297 | 0.1203 | 1.0297 | 1.0147 |
| No log | 1.0909 | 24 | 0.9481 | 0.2161 | 0.9481 | 0.9737 |
| No log | 1.1818 | 26 | 1.0111 | 0.2711 | 1.0111 | 1.0055 |
| No log | 1.2727 | 28 | 1.4042 | 0.1136 | 1.4042 | 1.1850 |
| No log | 1.3636 | 30 | 1.4280 | 0.1136 | 1.4280 | 1.1950 |
| No log | 1.4545 | 32 | 1.2236 | 0.0 | 1.2236 | 1.1062 |
| No log | 1.5455 | 34 | 1.0511 | 0.1764 | 1.0511 | 1.0252 |
| No log | 1.6364 | 36 | 0.9370 | 0.3666 | 0.9370 | 0.9680 |
| No log | 1.7273 | 38 | 0.9329 | 0.375 | 0.9329 | 0.9658 |
| No log | 1.8182 | 40 | 0.9752 | 0.3229 | 0.9752 | 0.9875 |
| No log | 1.9091 | 42 | 0.9844 | 0.3104 | 0.9844 | 0.9922 |
| No log | 2.0 | 44 | 0.8800 | 0.3243 | 0.8800 | 0.9381 |
| No log | 2.0909 | 46 | 0.8903 | 0.2350 | 0.8903 | 0.9435 |
| No log | 2.1818 | 48 | 0.8951 | 0.2796 | 0.8951 | 0.9461 |
| No log | 2.2727 | 50 | 0.8685 | 0.3921 | 0.8685 | 0.9319 |
| No log | 2.3636 | 52 | 0.8208 | 0.4078 | 0.8208 | 0.9060 |
| No log | 2.4545 | 54 | 0.7933 | 0.4557 | 0.7933 | 0.8907 |
| No log | 2.5455 | 56 | 0.8182 | 0.4472 | 0.8182 | 0.9045 |
| No log | 2.6364 | 58 | 0.7379 | 0.4796 | 0.7379 | 0.8590 |
| No log | 2.7273 | 60 | 0.7649 | 0.5715 | 0.7649 | 0.8746 |
| No log | 2.8182 | 62 | 0.8347 | 0.5251 | 0.8347 | 0.9136 |
| No log | 2.9091 | 64 | 0.7545 | 0.5849 | 0.7545 | 0.8686 |
| No log | 3.0 | 66 | 0.7995 | 0.5435 | 0.7995 | 0.8941 |
| No log | 3.0909 | 68 | 0.7304 | 0.5478 | 0.7304 | 0.8546 |
| No log | 3.1818 | 70 | 0.6738 | 0.6429 | 0.6738 | 0.8209 |
| No log | 3.2727 | 72 | 0.7029 | 0.6251 | 0.7029 | 0.8384 |
| No log | 3.3636 | 74 | 0.6662 | 0.6139 | 0.6662 | 0.8162 |
| No log | 3.4545 | 76 | 0.6546 | 0.6377 | 0.6546 | 0.8091 |
| No log | 3.5455 | 78 | 0.6404 | 0.6377 | 0.6404 | 0.8003 |
| No log | 3.6364 | 80 | 0.6202 | 0.6570 | 0.6202 | 0.7875 |
| No log | 3.7273 | 82 | 0.6225 | 0.6835 | 0.6225 | 0.7890 |
| No log | 3.8182 | 84 | 0.6741 | 0.7011 | 0.6741 | 0.8210 |
| No log | 3.9091 | 86 | 0.7546 | 0.6344 | 0.7546 | 0.8687 |
| No log | 4.0 | 88 | 0.8790 | 0.5435 | 0.8790 | 0.9376 |
| No log | 4.0909 | 90 | 0.8167 | 0.6291 | 0.8167 | 0.9037 |
| No log | 4.1818 | 92 | 0.9996 | 0.4826 | 0.9996 | 0.9998 |
| No log | 4.2727 | 94 | 0.9352 | 0.5262 | 0.9352 | 0.9670 |
| No log | 4.3636 | 96 | 0.8110 | 0.6174 | 0.8110 | 0.9005 |
| No log | 4.4545 | 98 | 0.6637 | 0.6886 | 0.6637 | 0.8147 |
| No log | 4.5455 | 100 | 0.7296 | 0.6557 | 0.7296 | 0.8542 |
| No log | 4.6364 | 102 | 0.8078 | 0.6450 | 0.8078 | 0.8988 |
| No log | 4.7273 | 104 | 0.7972 | 0.6244 | 0.7972 | 0.8929 |
| No log | 4.8182 | 106 | 0.6259 | 0.6594 | 0.6259 | 0.7911 |
| No log | 4.9091 | 108 | 0.6092 | 0.6298 | 0.6092 | 0.7805 |
| No log | 5.0 | 110 | 0.6659 | 0.6626 | 0.6659 | 0.8161 |
| No log | 5.0909 | 112 | 0.7127 | 0.7088 | 0.7127 | 0.8442 |
| No log | 5.1818 | 114 | 0.6168 | 0.6568 | 0.6168 | 0.7854 |
| No log | 5.2727 | 116 | 0.6510 | 0.6199 | 0.6510 | 0.8069 |
| No log | 5.3636 | 118 | 0.6162 | 0.6112 | 0.6162 | 0.7850 |
| No log | 5.4545 | 120 | 0.6233 | 0.6322 | 0.6233 | 0.7895 |
| No log | 5.5455 | 122 | 0.6498 | 0.6322 | 0.6498 | 0.8061 |
| No log | 5.6364 | 124 | 0.6154 | 0.6060 | 0.6154 | 0.7845 |
| No log | 5.7273 | 126 | 0.6079 | 0.6553 | 0.6079 | 0.7797 |
| No log | 5.8182 | 128 | 0.6146 | 0.6345 | 0.6146 | 0.7840 |
| No log | 5.9091 | 130 | 0.6870 | 0.6420 | 0.6870 | 0.8289 |
| No log | 6.0 | 132 | 0.8138 | 0.5731 | 0.8138 | 0.9021 |
| No log | 6.0909 | 134 | 0.7675 | 0.5911 | 0.7675 | 0.8761 |
| No log | 6.1818 | 136 | 0.6482 | 0.6295 | 0.6482 | 0.8051 |
| No log | 6.2727 | 138 | 0.6058 | 0.6157 | 0.6058 | 0.7783 |
| No log | 6.3636 | 140 | 0.6172 | 0.6328 | 0.6172 | 0.7856 |
| No log | 6.4545 | 142 | 0.5726 | 0.6646 | 0.5726 | 0.7567 |
| No log | 6.5455 | 144 | 0.6113 | 0.6704 | 0.6113 | 0.7819 |
| No log | 6.6364 | 146 | 0.7586 | 0.5908 | 0.7586 | 0.8710 |
| No log | 6.7273 | 148 | 0.6992 | 0.6076 | 0.6992 | 0.8362 |
| No log | 6.8182 | 150 | 0.6135 | 0.6380 | 0.6135 | 0.7833 |
| No log | 6.9091 | 152 | 0.5873 | 0.6239 | 0.5873 | 0.7664 |
| No log | 7.0 | 154 | 0.6611 | 0.6053 | 0.6611 | 0.8131 |
| No log | 7.0909 | 156 | 0.6386 | 0.5676 | 0.6386 | 0.7991 |
| No log | 7.1818 | 158 | 0.6411 | 0.4730 | 0.6411 | 0.8007 |
| No log | 7.2727 | 160 | 0.6332 | 0.5302 | 0.6332 | 0.7957 |
| No log | 7.3636 | 162 | 0.6096 | 0.5160 | 0.6096 | 0.7808 |
| No log | 7.4545 | 164 | 0.6182 | 0.6053 | 0.6182 | 0.7862 |
| No log | 7.5455 | 166 | 0.6101 | 0.6045 | 0.6101 | 0.7811 |
| No log | 7.6364 | 168 | 0.5908 | 0.6528 | 0.5908 | 0.7686 |
| No log | 7.7273 | 170 | 0.5885 | 0.6067 | 0.5885 | 0.7671 |
| No log | 7.8182 | 172 | 0.5911 | 0.5882 | 0.5911 | 0.7688 |
| No log | 7.9091 | 174 | 0.5943 | 0.6097 | 0.5943 | 0.7709 |
| No log | 8.0 | 176 | 0.6512 | 0.5366 | 0.6512 | 0.8070 |
| No log | 8.0909 | 178 | 0.8055 | 0.5272 | 0.8055 | 0.8975 |
| No log | 8.1818 | 180 | 0.7173 | 0.5451 | 0.7173 | 0.8469 |
| No log | 8.2727 | 182 | 0.6593 | 0.6709 | 0.6593 | 0.8120 |
| No log | 8.3636 | 184 | 0.7890 | 0.5750 | 0.7890 | 0.8883 |
| No log | 8.4545 | 186 | 0.7666 | 0.5975 | 0.7666 | 0.8755 |
| No log | 8.5455 | 188 | 0.6848 | 0.6544 | 0.6848 | 0.8275 |
| No log | 8.6364 | 190 | 0.7837 | 0.5455 | 0.7837 | 0.8852 |
| No log | 8.7273 | 192 | 0.9180 | 0.5095 | 0.9180 | 0.9581 |
| No log | 8.8182 | 194 | 0.8279 | 0.5273 | 0.8279 | 0.9099 |
| No log | 8.9091 | 196 | 0.6290 | 0.6740 | 0.6290 | 0.7931 |
| No log | 9.0 | 198 | 0.7381 | 0.5864 | 0.7381 | 0.8591 |
| No log | 9.0909 | 200 | 0.9169 | 0.5251 | 0.9169 | 0.9575 |
| No log | 9.1818 | 202 | 0.8442 | 0.5251 | 0.8442 | 0.9188 |
| No log | 9.2727 | 204 | 0.6481 | 0.6240 | 0.6481 | 0.8051 |
| No log | 9.3636 | 206 | 0.5583 | 0.6460 | 0.5583 | 0.7472 |
| No log | 9.4545 | 208 | 0.5668 | 0.6460 | 0.5668 | 0.7529 |
| No log | 9.5455 | 210 | 0.5909 | 0.6555 | 0.5909 | 0.7687 |
| No log | 9.6364 | 212 | 0.7453 | 0.6145 | 0.7453 | 0.8633 |
| No log | 9.7273 | 214 | 0.8122 | 0.6208 | 0.8122 | 0.9012 |
| No log | 9.8182 | 216 | 0.7185 | 0.6106 | 0.7185 | 0.8477 |
| No log | 9.9091 | 218 | 0.6681 | 0.5964 | 0.6681 | 0.8173 |
| No log | 10.0 | 220 | 0.7132 | 0.5727 | 0.7132 | 0.8445 |
| No log | 10.0909 | 222 | 0.6951 | 0.5816 | 0.6951 | 0.8337 |
| No log | 10.1818 | 224 | 0.6817 | 0.5603 | 0.6817 | 0.8257 |
| No log | 10.2727 | 226 | 0.7221 | 0.6362 | 0.7221 | 0.8498 |
| No log | 10.3636 | 228 | 0.6966 | 0.6209 | 0.6966 | 0.8346 |
| No log | 10.4545 | 230 | 0.6228 | 0.5986 | 0.6228 | 0.7892 |
| No log | 10.5455 | 232 | 0.6136 | 0.5693 | 0.6136 | 0.7833 |
| No log | 10.6364 | 234 | 0.6258 | 0.5585 | 0.6258 | 0.7911 |
| No log | 10.7273 | 236 | 0.6467 | 0.6460 | 0.6467 | 0.8042 |
| No log | 10.8182 | 238 | 0.6643 | 0.6414 | 0.6643 | 0.8150 |
| No log | 10.9091 | 240 | 0.6856 | 0.6249 | 0.6856 | 0.8280 |
| No log | 11.0 | 242 | 0.6797 | 0.6249 | 0.6797 | 0.8244 |
| No log | 11.0909 | 244 | 0.6861 | 0.6009 | 0.6861 | 0.8283 |
| No log | 11.1818 | 246 | 0.6827 | 0.6144 | 0.6827 | 0.8263 |
| No log | 11.2727 | 248 | 0.7339 | 0.5661 | 0.7339 | 0.8567 |
| No log | 11.3636 | 250 | 0.7336 | 0.5661 | 0.7336 | 0.8565 |
| No log | 11.4545 | 252 | 0.7115 | 0.5642 | 0.7115 | 0.8435 |
| No log | 11.5455 | 254 | 0.6172 | 0.6097 | 0.6172 | 0.7856 |
| No log | 11.6364 | 256 | 0.5909 | 0.6597 | 0.5909 | 0.7687 |
| No log | 11.7273 | 258 | 0.5859 | 0.6758 | 0.5859 | 0.7654 |
| No log | 11.8182 | 260 | 0.5821 | 0.6404 | 0.5821 | 0.7629 |
| No log | 11.9091 | 262 | 0.5616 | 0.7211 | 0.5616 | 0.7494 |
| No log | 12.0 | 264 | 0.5413 | 0.6903 | 0.5413 | 0.7357 |
| No log | 12.0909 | 266 | 0.5342 | 0.6903 | 0.5342 | 0.7309 |
| No log | 12.1818 | 268 | 0.5294 | 0.6896 | 0.5294 | 0.7276 |
| No log | 12.2727 | 270 | 0.5246 | 0.7103 | 0.5246 | 0.7243 |
| No log | 12.3636 | 272 | 0.5514 | 0.7101 | 0.5514 | 0.7425 |
| No log | 12.4545 | 274 | 0.5628 | 0.6951 | 0.5628 | 0.7502 |
| No log | 12.5455 | 276 | 0.5783 | 0.6195 | 0.5783 | 0.7604 |
| No log | 12.6364 | 278 | 0.5979 | 0.6195 | 0.5979 | 0.7732 |
| No log | 12.7273 | 280 | 0.6140 | 0.6377 | 0.6140 | 0.7836 |
| No log | 12.8182 | 282 | 0.6284 | 0.6703 | 0.6284 | 0.7927 |
| No log | 12.9091 | 284 | 0.6219 | 0.6526 | 0.6219 | 0.7886 |
| No log | 13.0 | 286 | 0.6284 | 0.5806 | 0.6284 | 0.7927 |
| No log | 13.0909 | 288 | 0.6658 | 0.5887 | 0.6658 | 0.8160 |
| No log | 13.1818 | 290 | 0.7070 | 0.5586 | 0.7070 | 0.8408 |
| No log | 13.2727 | 292 | 0.6987 | 0.5480 | 0.6987 | 0.8359 |
| No log | 13.3636 | 294 | 0.6282 | 0.5342 | 0.6282 | 0.7926 |
| No log | 13.4545 | 296 | 0.5790 | 0.5770 | 0.5790 | 0.7609 |
| No log | 13.5455 | 298 | 0.5544 | 0.6206 | 0.5544 | 0.7446 |
| No log | 13.6364 | 300 | 0.5531 | 0.6774 | 0.5531 | 0.7437 |
| No log | 13.7273 | 302 | 0.6205 | 0.6759 | 0.6205 | 0.7877 |
| No log | 13.8182 | 304 | 0.6698 | 0.6438 | 0.6698 | 0.8184 |
| No log | 13.9091 | 306 | 0.5820 | 0.6773 | 0.5820 | 0.7629 |
| No log | 14.0 | 308 | 0.5369 | 0.7332 | 0.5369 | 0.7327 |
| No log | 14.0909 | 310 | 0.5133 | 0.7198 | 0.5133 | 0.7164 |
| No log | 14.1818 | 312 | 0.5149 | 0.7259 | 0.5149 | 0.7176 |
| No log | 14.2727 | 314 | 0.5174 | 0.6931 | 0.5174 | 0.7193 |
| No log | 14.3636 | 316 | 0.5268 | 0.6593 | 0.5268 | 0.7258 |
| No log | 14.4545 | 318 | 0.5343 | 0.6282 | 0.5343 | 0.7310 |
| No log | 14.5455 | 320 | 0.5319 | 0.6874 | 0.5319 | 0.7293 |
| No log | 14.6364 | 322 | 0.5416 | 0.6435 | 0.5416 | 0.7359 |
| No log | 14.7273 | 324 | 0.6207 | 0.5439 | 0.6207 | 0.7878 |
| No log | 14.8182 | 326 | 0.6349 | 0.5435 | 0.6349 | 0.7968 |
| No log | 14.9091 | 328 | 0.5943 | 0.5926 | 0.5943 | 0.7709 |
| No log | 15.0 | 330 | 0.5615 | 0.6060 | 0.5615 | 0.7493 |
| No log | 15.0909 | 332 | 0.5640 | 0.5759 | 0.5640 | 0.7510 |
| No log | 15.1818 | 334 | 0.5710 | 0.6243 | 0.5710 | 0.7556 |
| No log | 15.2727 | 336 | 0.5793 | 0.5978 | 0.5793 | 0.7611 |
| No log | 15.3636 | 338 | 0.5708 | 0.5989 | 0.5708 | 0.7555 |
| No log | 15.4545 | 340 | 0.5644 | 0.6073 | 0.5644 | 0.7512 |
| No log | 15.5455 | 342 | 0.5575 | 0.6407 | 0.5575 | 0.7466 |
| No log | 15.6364 | 344 | 0.5583 | 0.6606 | 0.5583 | 0.7472 |
| No log | 15.7273 | 346 | 0.5659 | 0.6849 | 0.5659 | 0.7523 |
| No log | 15.8182 | 348 | 0.5731 | 0.6944 | 0.5731 | 0.7571 |
| No log | 15.9091 | 350 | 0.6073 | 0.6343 | 0.6073 | 0.7793 |
| No log | 16.0 | 352 | 0.6962 | 0.6304 | 0.6962 | 0.8344 |
| No log | 16.0909 | 354 | 0.7064 | 0.6304 | 0.7064 | 0.8405 |
| No log | 16.1818 | 356 | 0.6388 | 0.6230 | 0.6388 | 0.7993 |
| No log | 16.2727 | 358 | 0.5843 | 0.5972 | 0.5843 | 0.7644 |
| No log | 16.3636 | 360 | 0.5932 | 0.5573 | 0.5932 | 0.7702 |
| No log | 16.4545 | 362 | 0.5997 | 0.5993 | 0.5997 | 0.7744 |
| No log | 16.5455 | 364 | 0.5973 | 0.5915 | 0.5973 | 0.7728 |
| No log | 16.6364 | 366 | 0.6140 | 0.5909 | 0.6140 | 0.7836 |
| No log | 16.7273 | 368 | 0.6225 | 0.5606 | 0.6225 | 0.7890 |
| No log | 16.8182 | 370 | 0.6248 | 0.5396 | 0.6248 | 0.7905 |
| No log | 16.9091 | 372 | 0.6245 | 0.5076 | 0.6245 | 0.7903 |
| No log | 17.0 | 374 | 0.6343 | 0.5726 | 0.6343 | 0.7964 |
| No log | 17.0909 | 376 | 0.6291 | 0.6509 | 0.6291 | 0.7932 |
| No log | 17.1818 | 378 | 0.6245 | 0.6509 | 0.6245 | 0.7903 |
| No log | 17.2727 | 380 | 0.6127 | 0.6440 | 0.6127 | 0.7827 |
| No log | 17.3636 | 382 | 0.5937 | 0.6087 | 0.5937 | 0.7705 |
| No log | 17.4545 | 384 | 0.5881 | 0.5905 | 0.5881 | 0.7669 |
| No log | 17.5455 | 386 | 0.5948 | 0.5805 | 0.5948 | 0.7712 |
| No log | 17.6364 | 388 | 0.5871 | 0.6087 | 0.5871 | 0.7662 |
| No log | 17.7273 | 390 | 0.5785 | 0.6087 | 0.5785 | 0.7606 |
| No log | 17.8182 | 392 | 0.5772 | 0.6263 | 0.5772 | 0.7597 |
| No log | 17.9091 | 394 | 0.5881 | 0.6204 | 0.5881 | 0.7668 |
| No log | 18.0 | 396 | 0.5585 | 0.6491 | 0.5585 | 0.7473 |
| No log | 18.0909 | 398 | 0.5498 | 0.7042 | 0.5498 | 0.7415 |
| No log | 18.1818 | 400 | 0.5518 | 0.6824 | 0.5518 | 0.7428 |
| No log | 18.2727 | 402 | 0.5785 | 0.6491 | 0.5785 | 0.7606 |
| No log | 18.3636 | 404 | 0.5914 | 0.6558 | 0.5914 | 0.7690 |
| No log | 18.4545 | 406 | 0.5593 | 0.6900 | 0.5593 | 0.7478 |
| No log | 18.5455 | 408 | 0.5521 | 0.6123 | 0.5521 | 0.7430 |
| No log | 18.6364 | 410 | 0.5645 | 0.6108 | 0.5645 | 0.7513 |
| No log | 18.7273 | 412 | 0.5868 | 0.5684 | 0.5868 | 0.7660 |
| No log | 18.8182 | 414 | 0.5863 | 0.5656 | 0.5863 | 0.7657 |
| No log | 18.9091 | 416 | 0.6215 | 0.6558 | 0.6215 | 0.7883 |
| No log | 19.0 | 418 | 0.6565 | 0.6450 | 0.6565 | 0.8102 |
| No log | 19.0909 | 420 | 0.6183 | 0.6597 | 0.6183 | 0.7864 |
| No log | 19.1818 | 422 | 0.5650 | 0.7014 | 0.5650 | 0.7517 |
| No log | 19.2727 | 424 | 0.6040 | 0.6166 | 0.6040 | 0.7772 |
| No log | 19.3636 | 426 | 0.6167 | 0.6299 | 0.6167 | 0.7853 |
| No log | 19.4545 | 428 | 0.5821 | 0.6377 | 0.5821 | 0.7630 |
| No log | 19.5455 | 430 | 0.5879 | 0.6102 | 0.5879 | 0.7668 |
| No log | 19.6364 | 432 | 0.6167 | 0.5810 | 0.6167 | 0.7853 |
| No log | 19.7273 | 434 | 0.6144 | 0.6221 | 0.6144 | 0.7839 |
| No log | 19.8182 | 436 | 0.6061 | 0.5894 | 0.6061 | 0.7785 |
| No log | 19.9091 | 438 | 0.5936 | 0.5928 | 0.5936 | 0.7704 |
| No log | 20.0 | 440 | 0.5921 | 0.6364 | 0.5921 | 0.7695 |
| No log | 20.0909 | 442 | 0.6061 | 0.6278 | 0.6061 | 0.7785 |
| No log | 20.1818 | 444 | 0.6083 | 0.6589 | 0.6083 | 0.7799 |
| No log | 20.2727 | 446 | 0.5920 | 0.6537 | 0.5920 | 0.7694 |
| No log | 20.3636 | 448 | 0.5786 | 0.6175 | 0.5786 | 0.7606 |
| No log | 20.4545 | 450 | 0.5606 | 0.6175 | 0.5606 | 0.7488 |
| No log | 20.5455 | 452 | 0.5514 | 0.6584 | 0.5514 | 0.7426 |
| No log | 20.6364 | 454 | 0.5442 | 0.6667 | 0.5442 | 0.7377 |
| No log | 20.7273 | 456 | 0.5423 | 0.6302 | 0.5423 | 0.7364 |
| No log | 20.8182 | 458 | 0.5431 | 0.6108 | 0.5431 | 0.7370 |
| No log | 20.9091 | 460 | 0.5385 | 0.6108 | 0.5385 | 0.7338 |
| No log | 21.0 | 462 | 0.5480 | 0.6204 | 0.5480 | 0.7403 |
| No log | 21.0909 | 464 | 0.5766 | 0.5862 | 0.5766 | 0.7594 |
| No log | 21.1818 | 466 | 0.5896 | 0.6194 | 0.5896 | 0.7678 |
| No log | 21.2727 | 468 | 0.5541 | 0.5828 | 0.5541 | 0.7444 |
| No log | 21.3636 | 470 | 0.5553 | 0.6610 | 0.5553 | 0.7452 |
| No log | 21.4545 | 472 | 0.5852 | 0.6581 | 0.5852 | 0.7650 |
| No log | 21.5455 | 474 | 0.5946 | 0.6546 | 0.5946 | 0.7711 |
| No log | 21.6364 | 476 | 0.5975 | 0.6716 | 0.5975 | 0.7730 |
| No log | 21.7273 | 478 | 0.5918 | 0.6432 | 0.5918 | 0.7693 |
| No log | 21.8182 | 480 | 0.5717 | 0.6143 | 0.5717 | 0.7561 |
| No log | 21.9091 | 482 | 0.5705 | 0.5783 | 0.5705 | 0.7553 |
| No log | 22.0 | 484 | 0.5943 | 0.5342 | 0.5943 | 0.7709 |
| No log | 22.0909 | 486 | 0.6126 | 0.5342 | 0.6126 | 0.7827 |
| No log | 22.1818 | 488 | 0.5957 | 0.5588 | 0.5957 | 0.7718 |
| No log | 22.2727 | 490 | 0.6210 | 0.5810 | 0.6210 | 0.7881 |
| No log | 22.3636 | 492 | 0.6905 | 0.6613 | 0.6905 | 0.8309 |
| No log | 22.4545 | 494 | 0.7000 | 0.6613 | 0.7000 | 0.8366 |
| No log | 22.5455 | 496 | 0.6686 | 0.6060 | 0.6686 | 0.8177 |
| No log | 22.6364 | 498 | 0.6326 | 0.5966 | 0.6326 | 0.7954 |
| 0.2479 | 22.7273 | 500 | 0.6121 | 0.4903 | 0.6121 | 0.7824 |
| 0.2479 | 22.8182 | 502 | 0.6104 | 0.5490 | 0.6104 | 0.7813 |
| 0.2479 | 22.9091 | 504 | 0.6321 | 0.6305 | 0.6321 | 0.7951 |
| 0.2479 | 23.0 | 506 | 0.6441 | 0.7059 | 0.6441 | 0.8026 |
| 0.2479 | 23.0909 | 508 | 0.5994 | 0.6575 | 0.5994 | 0.7742 |
| 0.2479 | 23.1818 | 510 | 0.5602 | 0.6354 | 0.5602 | 0.7485 |
| 0.2479 | 23.2727 | 512 | 0.5575 | 0.6353 | 0.5575 | 0.7467 |
| 0.2479 | 23.3636 | 514 | 0.5566 | 0.6517 | 0.5566 | 0.7461 |
| 0.2479 | 23.4545 | 516 | 0.5574 | 0.6610 | 0.5574 | 0.7466 |
| 0.2479 | 23.5455 | 518 | 0.5586 | 0.6610 | 0.5586 | 0.7474 |
| 0.2479 | 23.6364 | 520 | 0.5560 | 0.6610 | 0.5560 | 0.7457 |
| 0.2479 | 23.7273 | 522 | 0.5511 | 0.6627 | 0.5511 | 0.7423 |
| 0.2479 | 23.8182 | 524 | 0.5546 | 0.6433 | 0.5546 | 0.7447 |
| 0.2479 | 23.9091 | 526 | 0.5638 | 0.6433 | 0.5638 | 0.7509 |
| 0.2479 | 24.0 | 528 | 0.5910 | 0.6623 | 0.5910 | 0.7688 |
| 0.2479 | 24.0909 | 530 | 0.6400 | 0.6493 | 0.6400 | 0.8000 |
| 0.2479 | 24.1818 | 532 | 0.6370 | 0.6257 | 0.6370 | 0.7981 |
| 0.2479 | 24.2727 | 534 | 0.6028 | 0.6575 | 0.6028 | 0.7764 |
| 0.2479 | 24.3636 | 536 | 0.5698 | 0.6301 | 0.5698 | 0.7549 |
| 0.2479 | 24.4545 | 538 | 0.5609 | 0.6335 | 0.5609 | 0.7489 |
| 0.2479 | 24.5455 | 540 | 0.5840 | 0.6473 | 0.5840 | 0.7642 |
| 0.2479 | 24.6364 | 542 | 0.6404 | 0.6493 | 0.6404 | 0.8003 |
| 0.2479 | 24.7273 | 544 | 0.6540 | 0.6353 | 0.6540 | 0.8087 |
| 0.2479 | 24.8182 | 546 | 0.6109 | 0.6319 | 0.6109 | 0.7816 |
| 0.2479 | 24.9091 | 548 | 0.5562 | 0.6510 | 0.5562 | 0.7458 |
| 0.2479 | 25.0 | 550 | 0.5289 | 0.6555 | 0.5289 | 0.7273 |
| 0.2479 | 25.0909 | 552 | 0.5286 | 0.6593 | 0.5286 | 0.7271 |
| 0.2479 | 25.1818 | 554 | 0.5221 | 0.6593 | 0.5221 | 0.7226 |
| 0.2479 | 25.2727 | 556 | 0.5325 | 0.6370 | 0.5325 | 0.7298 |
| 0.2479 | 25.3636 | 558 | 0.5403 | 0.6479 | 0.5403 | 0.7350 |
| 0.2479 | 25.4545 | 560 | 0.5301 | 0.6518 | 0.5301 | 0.7281 |
| 0.2479 | 25.5455 | 562 | 0.5176 | 0.6219 | 0.5176 | 0.7194 |
| 0.2479 | 25.6364 | 564 | 0.5104 | 0.6417 | 0.5104 | 0.7144 |
| 0.2479 | 25.7273 | 566 | 0.5093 | 0.6427 | 0.5093 | 0.7136 |
| 0.2479 | 25.8182 | 568 | 0.5060 | 0.6625 | 0.5060 | 0.7114 |
| 0.2479 | 25.9091 | 570 | 0.5073 | 0.6911 | 0.5073 | 0.7123 |
| 0.2479 | 26.0 | 572 | 0.5128 | 0.6537 | 0.5128 | 0.7161 |
| 0.2479 | 26.0909 | 574 | 0.5055 | 0.6888 | 0.5055 | 0.7110 |
| 0.2479 | 26.1818 | 576 | 0.5052 | 0.7108 | 0.5052 | 0.7108 |
| 0.2479 | 26.2727 | 578 | 0.5071 | 0.7108 | 0.5071 | 0.7121 |
| 0.2479 | 26.3636 | 580 | 0.5180 | 0.7101 | 0.5180 | 0.7198 |
| 0.2479 | 26.4545 | 582 | 0.5163 | 0.6788 | 0.5163 | 0.7185 |
| 0.2479 | 26.5455 | 584 | 0.5180 | 0.6778 | 0.5180 | 0.7197 |
| 0.2479 | 26.6364 | 586 | 0.5540 | 0.6129 | 0.5540 | 0.7443 |
| 0.2479 | 26.7273 | 588 | 0.5505 | 0.6238 | 0.5505 | 0.7420 |
| 0.2479 | 26.8182 | 590 | 0.5371 | 0.6593 | 0.5371 | 0.7329 |
| 0.2479 | 26.9091 | 592 | 0.5691 | 0.6745 | 0.5691 | 0.7544 |
| 0.2479 | 27.0 | 594 | 0.5755 | 0.6231 | 0.5755 | 0.7586 |
| 0.2479 | 27.0909 | 596 | 0.5669 | 0.6241 | 0.5669 | 0.7529 |
| 0.2479 | 27.1818 | 598 | 0.5658 | 0.6432 | 0.5658 | 0.7522 |
| 0.2479 | 27.2727 | 600 | 0.5453 | 0.6673 | 0.5453 | 0.7384 |
| 0.2479 | 27.3636 | 602 | 0.5366 | 0.6720 | 0.5366 | 0.7326 |
| 0.2479 | 27.4545 | 604 | 0.5474 | 0.6720 | 0.5474 | 0.7399 |
| 0.2479 | 27.5455 | 606 | 0.5590 | 0.6704 | 0.5590 | 0.7477 |
| 0.2479 | 27.6364 | 608 | 0.5690 | 0.6724 | 0.5690 | 0.7543 |
| 0.2479 | 27.7273 | 610 | 0.5571 | 0.6602 | 0.5571 | 0.7464 |
| 0.2479 | 27.8182 | 612 | 0.5411 | 0.6546 | 0.5411 | 0.7356 |
| 0.2479 | 27.9091 | 614 | 0.5386 | 0.6546 | 0.5386 | 0.7339 |
| 0.2479 | 28.0 | 616 | 0.5363 | 0.6729 | 0.5363 | 0.7323 |
| 0.2479 | 28.0909 | 618 | 0.5380 | 0.6729 | 0.5380 | 0.7335 |
| 0.2479 | 28.1818 | 620 | 0.5418 | 0.6667 | 0.5418 | 0.7361 |
| 0.2479 | 28.2727 | 622 | 0.5461 | 0.6426 | 0.5461 | 0.7390 |
| 0.2479 | 28.3636 | 624 | 0.5476 | 0.6627 | 0.5476 | 0.7400 |
| 0.2479 | 28.4545 | 626 | 0.5510 | 0.6627 | 0.5510 | 0.7423 |
| 0.2479 | 28.5455 | 628 | 0.5534 | 0.6302 | 0.5534 | 0.7439 |
| 0.2479 | 28.6364 | 630 | 0.5649 | 0.5865 | 0.5649 | 0.7516 |
| 0.2479 | 28.7273 | 632 | 0.5741 | 0.5865 | 0.5741 | 0.7577 |
| 0.2479 | 28.8182 | 634 | 0.5836 | 0.6052 | 0.5836 | 0.7639 |
| 0.2479 | 28.9091 | 636 | 0.5578 | 0.5865 | 0.5578 | 0.7469 |
| 0.2479 | 29.0 | 638 | 0.5427 | 0.6517 | 0.5427 | 0.7367 |
| 0.2479 | 29.0909 | 640 | 0.5513 | 0.6207 | 0.5513 | 0.7425 |
| 0.2479 | 29.1818 | 642 | 0.5585 | 0.6327 | 0.5585 | 0.7473 |
| 0.2479 | 29.2727 | 644 | 0.5567 | 0.6327 | 0.5567 | 0.7461 |
| 0.2479 | 29.3636 | 646 | 0.5570 | 0.6327 | 0.5570 | 0.7463 |
| 0.2479 | 29.4545 | 648 | 0.5573 | 0.6433 | 0.5573 | 0.7465 |
| 0.2479 | 29.5455 | 650 | 0.5483 | 0.6442 | 0.5483 | 0.7405 |
| 0.2479 | 29.6364 | 652 | 0.5523 | 0.6228 | 0.5523 | 0.7432 |
| 0.2479 | 29.7273 | 654 | 0.6073 | 0.6050 | 0.6073 | 0.7793 |
| 0.2479 | 29.8182 | 656 | 0.6444 | 0.5816 | 0.6444 | 0.8027 |
| 0.2479 | 29.9091 | 658 | 0.6005 | 0.6050 | 0.6005 | 0.7749 |
| 0.2479 | 30.0 | 660 | 0.5315 | 0.6759 | 0.5315 | 0.7290 |
| 0.2479 | 30.0909 | 662 | 0.5222 | 0.7070 | 0.5222 | 0.7226 |
| 0.2479 | 30.1818 | 664 | 0.5909 | 0.7057 | 0.5909 | 0.7687 |
| 0.2479 | 30.2727 | 666 | 0.6363 | 0.6371 | 0.6363 | 0.7977 |
| 0.2479 | 30.3636 | 668 | 0.6096 | 0.6597 | 0.6096 | 0.7808 |
| 0.2479 | 30.4545 | 670 | 0.5659 | 0.6955 | 0.5659 | 0.7523 |
| 0.2479 | 30.5455 | 672 | 0.5336 | 0.6796 | 0.5336 | 0.7305 |
| 0.2479 | 30.6364 | 674 | 0.5363 | 0.6931 | 0.5363 | 0.7323 |
| 0.2479 | 30.7273 | 676 | 0.5419 | 0.6973 | 0.5419 | 0.7361 |
| 0.2479 | 30.8182 | 678 | 0.5356 | 0.6764 | 0.5356 | 0.7318 |
| 0.2479 | 30.9091 | 680 | 0.5402 | 0.7056 | 0.5402 | 0.7350 |
| 0.2479 | 31.0 | 682 | 0.5752 | 0.6555 | 0.5752 | 0.7584 |
| 0.2479 | 31.0909 | 684 | 0.6109 | 0.6601 | 0.6109 | 0.7816 |
| 0.2479 | 31.1818 | 686 | 0.6158 | 0.6109 | 0.6158 | 0.7847 |
| 0.2479 | 31.2727 | 688 | 0.5973 | 0.6473 | 0.5973 | 0.7729 |
| 0.2479 | 31.3636 | 690 | 0.5911 | 0.6473 | 0.5911 | 0.7688 |
| 0.2479 | 31.4545 | 692 | 0.5797 | 0.6664 | 0.5797 | 0.7614 |
| 0.2479 | 31.5455 | 694 | 0.5596 | 0.6909 | 0.5596 | 0.7480 |
| 0.2479 | 31.6364 | 696 | 0.5484 | 0.6882 | 0.5484 | 0.7405 |
| 0.2479 | 31.7273 | 698 | 0.5547 | 0.6703 | 0.5547 | 0.7448 |
| 0.2479 | 31.8182 | 700 | 0.5534 | 0.6772 | 0.5534 | 0.7439 |
| 0.2479 | 31.9091 | 702 | 0.5537 | 0.6278 | 0.5537 | 0.7441 |
| 0.2479 | 32.0 | 704 | 0.5423 | 0.6302 | 0.5423 | 0.7364 |
| 0.2479 | 32.0909 | 706 | 0.5471 | 0.6770 | 0.5471 | 0.7396 |
| 0.2479 | 32.1818 | 708 | 0.5606 | 0.6575 | 0.5606 | 0.7487 |
| 0.2479 | 32.2727 | 710 | 0.5679 | 0.6753 | 0.5679 | 0.7536 |
| 0.2479 | 32.3636 | 712 | 0.5721 | 0.6641 | 0.5721 | 0.7563 |
| 0.2479 | 32.4545 | 714 | 0.5694 | 0.6610 | 0.5694 | 0.7546 |
| 0.2479 | 32.5455 | 716 | 0.5662 | 0.6649 | 0.5662 | 0.7524 |
| 0.2479 | 32.6364 | 718 | 0.5732 | 0.6610 | 0.5732 | 0.7571 |
| 0.2479 | 32.7273 | 720 | 0.5945 | 0.6693 | 0.5945 | 0.7710 |
| 0.2479 | 32.8182 | 722 | 0.6028 | 0.6528 | 0.6028 | 0.7764 |
| 0.2479 | 32.9091 | 724 | 0.5939 | 0.6501 | 0.5939 | 0.7706 |
| 0.2479 | 33.0 | 726 | 0.5904 | 0.6389 | 0.5904 | 0.7684 |
| 0.2479 | 33.0909 | 728 | 0.5856 | 0.5977 | 0.5856 | 0.7653 |
| 0.2479 | 33.1818 | 730 | 0.5864 | 0.6006 | 0.5864 | 0.7658 |
| 0.2479 | 33.2727 | 732 | 0.5849 | 0.6175 | 0.5849 | 0.7648 |
| 0.2479 | 33.3636 | 734 | 0.5810 | 0.6720 | 0.5810 | 0.7623 |
| 0.2479 | 33.4545 | 736 | 0.5789 | 0.6689 | 0.5789 | 0.7608 |
| 0.2479 | 33.5455 | 738 | 0.5827 | 0.6306 | 0.5827 | 0.7634 |
| 0.2479 | 33.6364 | 740 | 0.5871 | 0.5961 | 0.5871 | 0.7663 |
| 0.2479 | 33.7273 | 742 | 0.5860 | 0.6164 | 0.5860 | 0.7655 |
| 0.2479 | 33.8182 | 744 | 0.5811 | 0.6392 | 0.5811 | 0.7623 |
| 0.2479 | 33.9091 | 746 | 0.5763 | 0.6764 | 0.5763 | 0.7592 |
| 0.2479 | 34.0 | 748 | 0.5727 | 0.6032 | 0.5727 | 0.7568 |
| 0.2479 | 34.0909 | 750 | 0.5642 | 0.6426 | 0.5642 | 0.7512 |
| 0.2479 | 34.1818 | 752 | 0.5559 | 0.6896 | 0.5559 | 0.7456 |
| 0.2479 | 34.2727 | 754 | 0.5655 | 0.6500 | 0.5655 | 0.7520 |
| 0.2479 | 34.3636 | 756 | 0.6061 | 0.6269 | 0.6061 | 0.7785 |
| 0.2479 | 34.4545 | 758 | 0.6634 | 0.6147 | 0.6634 | 0.8145 |
| 0.2479 | 34.5455 | 760 | 0.6918 | 0.6333 | 0.6918 | 0.8318 |
| 0.2479 | 34.6364 | 762 | 0.6658 | 0.6333 | 0.6658 | 0.8159 |
| 0.2479 | 34.7273 | 764 | 0.6013 | 0.6626 | 0.6013 | 0.7754 |
| 0.2479 | 34.8182 | 766 | 0.5514 | 0.6697 | 0.5514 | 0.7426 |
| 0.2479 | 34.9091 | 768 | 0.5547 | 0.6368 | 0.5547 | 0.7448 |
| 0.2479 | 35.0 | 770 | 0.5595 | 0.6368 | 0.5595 | 0.7480 |
| 0.2479 | 35.0909 | 772 | 0.5491 | 0.6789 | 0.5491 | 0.7410 |
| 0.2479 | 35.1818 | 774 | 0.5471 | 0.7019 | 0.5471 | 0.7397 |
| 0.2479 | 35.2727 | 776 | 0.5398 | 0.7171 | 0.5398 | 0.7347 |
| 0.2479 | 35.3636 | 778 | 0.5361 | 0.7056 | 0.5361 | 0.7322 |
| 0.2479 | 35.4545 | 780 | 0.5373 | 0.6896 | 0.5373 | 0.7330 |
| 0.2479 | 35.5455 | 782 | 0.5469 | 0.6944 | 0.5469 | 0.7395 |
| 0.2479 | 35.6364 | 784 | 0.5460 | 0.6610 | 0.5460 | 0.7389 |
| 0.2479 | 35.7273 | 786 | 0.5438 | 0.6479 | 0.5438 | 0.7374 |
| 0.2479 | 35.8182 | 788 | 0.5450 | 0.6667 | 0.5450 | 0.7382 |
| 0.2479 | 35.9091 | 790 | 0.5456 | 0.6488 | 0.5456 | 0.7386 |
| 0.2479 | 36.0 | 792 | 0.5398 | 0.6667 | 0.5398 | 0.7347 |
| 0.2479 | 36.0909 | 794 | 0.5375 | 0.6796 | 0.5375 | 0.7332 |
| 0.2479 | 36.1818 | 796 | 0.5388 | 0.6796 | 0.5388 | 0.7340 |
| 0.2479 | 36.2727 | 798 | 0.5303 | 0.6796 | 0.5303 | 0.7282 |
| 0.2479 | 36.3636 | 800 | 0.5257 | 0.6667 | 0.5257 | 0.7250 |
| 0.2479 | 36.4545 | 802 | 0.5263 | 0.6667 | 0.5263 | 0.7255 |
| 0.2479 | 36.5455 | 804 | 0.5291 | 0.6488 | 0.5291 | 0.7274 |
| 0.2479 | 36.6364 | 806 | 0.5281 | 0.6667 | 0.5281 | 0.7267 |
| 0.2479 | 36.7273 | 808 | 0.5240 | 0.7056 | 0.5240 | 0.7239 |
| 0.2479 | 36.8182 | 810 | 0.5232 | 0.7056 | 0.5232 | 0.7233 |
| 0.2479 | 36.9091 | 812 | 0.5265 | 0.7056 | 0.5265 | 0.7256 |
| 0.2479 | 37.0 | 814 | 0.5259 | 0.7056 | 0.5259 | 0.7252 |
| 0.2479 | 37.0909 | 816 | 0.5276 | 0.6888 | 0.5276 | 0.7264 |
| 0.2479 | 37.1818 | 818 | 0.5248 | 0.6667 | 0.5248 | 0.7244 |
| 0.2479 | 37.2727 | 820 | 0.5282 | 0.6419 | 0.5282 | 0.7268 |
| 0.2479 | 37.3636 | 822 | 0.5400 | 0.6119 | 0.5400 | 0.7349 |
| 0.2479 | 37.4545 | 824 | 0.5443 | 0.6119 | 0.5443 | 0.7378 |
| 0.2479 | 37.5455 | 826 | 0.5592 | 0.6062 | 0.5592 | 0.7478 |
| 0.2479 | 37.6364 | 828 | 0.5420 | 0.6344 | 0.5420 | 0.7362 |
| 0.2479 | 37.7273 | 830 | 0.5333 | 0.6154 | 0.5333 | 0.7303 |
| 0.2479 | 37.8182 | 832 | 0.5255 | 0.6497 | 0.5255 | 0.7249 |
| 0.2479 | 37.9091 | 834 | 0.5207 | 0.6667 | 0.5207 | 0.7216 |
| 0.2479 | 38.0 | 836 | 0.5231 | 0.6667 | 0.5231 | 0.7233 |
| 0.2479 | 38.0909 | 838 | 0.5290 | 0.6584 | 0.5290 | 0.7274 |
| 0.2479 | 38.1818 | 840 | 0.5428 | 0.6623 | 0.5428 | 0.7367 |
| 0.2479 | 38.2727 | 842 | 0.5616 | 0.6073 | 0.5616 | 0.7494 |
| 0.2479 | 38.3636 | 844 | 0.5843 | 0.6387 | 0.5843 | 0.7644 |
| 0.2479 | 38.4545 | 846 | 0.5815 | 0.6578 | 0.5815 | 0.7626 |
| 0.2479 | 38.5455 | 848 | 0.5655 | 0.6719 | 0.5655 | 0.7520 |
| 0.2479 | 38.6364 | 850 | 0.5343 | 0.6479 | 0.5343 | 0.7310 |
| 0.2479 | 38.7273 | 852 | 0.5167 | 0.6667 | 0.5167 | 0.7188 |
| 0.2479 | 38.8182 | 854 | 0.5120 | 0.6667 | 0.5120 | 0.7156 |
| 0.2479 | 38.9091 | 856 | 0.5193 | 0.6572 | 0.5193 | 0.7207 |
| 0.2479 | 39.0 | 858 | 0.5170 | 0.6383 | 0.5170 | 0.7190 |
| 0.2479 | 39.0909 | 860 | 0.5094 | 0.6667 | 0.5094 | 0.7137 |
| 0.2479 | 39.1818 | 862 | 0.5150 | 0.6672 | 0.5150 | 0.7177 |
| 0.2479 | 39.2727 | 864 | 0.5313 | 0.6764 | 0.5313 | 0.7289 |
| 0.2479 | 39.3636 | 866 | 0.5458 | 0.6900 | 0.5458 | 0.7388 |
| 0.2479 | 39.4545 | 868 | 0.5633 | 0.6833 | 0.5633 | 0.7505 |
| 0.2479 | 39.5455 | 870 | 0.5599 | 0.6771 | 0.5599 | 0.7483 |
| 0.2479 | 39.6364 | 872 | 0.5448 | 0.6954 | 0.5448 | 0.7381 |
| 0.2479 | 39.7273 | 874 | 0.5204 | 0.6748 | 0.5204 | 0.7214 |
| 0.2479 | 39.8182 | 876 | 0.5098 | 0.6853 | 0.5098 | 0.7140 |
| 0.2479 | 39.9091 | 878 | 0.5076 | 0.7318 | 0.5076 | 0.7124 |
| 0.2479 | 40.0 | 880 | 0.5043 | 0.7318 | 0.5043 | 0.7101 |
| 0.2479 | 40.0909 | 882 | 0.5046 | 0.7165 | 0.5046 | 0.7103 |
| 0.2479 | 40.1818 | 884 | 0.5124 | 0.7148 | 0.5124 | 0.7158 |
| 0.2479 | 40.2727 | 886 | 0.5221 | 0.6764 | 0.5221 | 0.7226 |
| 0.2479 | 40.3636 | 888 | 0.5373 | 0.6646 | 0.5373 | 0.7330 |
| 0.2479 | 40.4545 | 890 | 0.5460 | 0.6340 | 0.5460 | 0.7389 |
| 0.2479 | 40.5455 | 892 | 0.5602 | 0.6450 | 0.5602 | 0.7485 |
| 0.2479 | 40.6364 | 894 | 0.5586 | 0.6340 | 0.5586 | 0.7474 |
| 0.2479 | 40.7273 | 896 | 0.5549 | 0.6460 | 0.5549 | 0.7449 |
| 0.2479 | 40.8182 | 898 | 0.5470 | 0.5986 | 0.5470 | 0.7396 |
| 0.2479 | 40.9091 | 900 | 0.5355 | 0.6510 | 0.5355 | 0.7318 |
| 0.2479 | 41.0 | 902 | 0.5254 | 0.6441 | 0.5254 | 0.7248 |
| 0.2479 | 41.0909 | 904 | 0.5223 | 0.6616 | 0.5223 | 0.7227 |
| 0.2479 | 41.1818 | 906 | 0.5202 | 0.6616 | 0.5202 | 0.7212 |
| 0.2479 | 41.2727 | 908 | 0.5176 | 0.6616 | 0.5176 | 0.7195 |
| 0.2479 | 41.3636 | 910 | 0.5164 | 0.6575 | 0.5164 | 0.7186 |
| 0.2479 | 41.4545 | 912 | 0.5212 | 0.6528 | 0.5212 | 0.7219 |
| 0.2479 | 41.5455 | 914 | 0.5316 | 0.6528 | 0.5316 | 0.7291 |
| 0.2479 | 41.6364 | 916 | 0.5510 | 0.6584 | 0.5510 | 0.7423 |
| 0.2479 | 41.7273 | 918 | 0.5869 | 0.6259 | 0.5869 | 0.7661 |
| 0.2479 | 41.8182 | 920 | 0.6302 | 0.6190 | 0.6302 | 0.7938 |
| 0.2479 | 41.9091 | 922 | 0.6350 | 0.6377 | 0.6350 | 0.7969 |
| 0.2479 | 42.0 | 924 | 0.6256 | 0.6377 | 0.6256 | 0.7910 |
| 0.2479 | 42.0909 | 926 | 0.5930 | 0.6716 | 0.5930 | 0.7700 |
| 0.2479 | 42.1818 | 928 | 0.5716 | 0.6732 | 0.5716 | 0.7560 |
| 0.2479 | 42.2727 | 930 | 0.5554 | 0.6572 | 0.5554 | 0.7452 |
| 0.2479 | 42.3636 | 932 | 0.5538 | 0.6748 | 0.5538 | 0.7442 |
| 0.2479 | 42.4545 | 934 | 0.5556 | 0.6748 | 0.5556 | 0.7454 |
| 0.2479 | 42.5455 | 936 | 0.5572 | 0.6748 | 0.5572 | 0.7465 |
| 0.2479 | 42.6364 | 938 | 0.5671 | 0.7005 | 0.5671 | 0.7531 |
| 0.2479 | 42.7273 | 940 | 0.5806 | 0.7106 | 0.5806 | 0.7620 |
| 0.2479 | 42.8182 | 942 | 0.5914 | 0.7106 | 0.5914 | 0.7690 |
| 0.2479 | 42.9091 | 944 | 0.5918 | 0.7106 | 0.5918 | 0.7693 |
| 0.2479 | 43.0 | 946 | 0.5958 | 0.6874 | 0.5958 | 0.7718 |
| 0.2479 | 43.0909 | 948 | 0.5837 | 0.7106 | 0.5837 | 0.7640 |
| 0.2479 | 43.1818 | 950 | 0.5534 | 0.7108 | 0.5534 | 0.7439 |
| 0.2479 | 43.2727 | 952 | 0.5462 | 0.6896 | 0.5462 | 0.7391 |
| 0.2479 | 43.3636 | 954 | 0.5506 | 0.6896 | 0.5506 | 0.7420 |
| 0.2479 | 43.4545 | 956 | 0.5537 | 0.6659 | 0.5537 | 0.7441 |
| 0.2479 | 43.5455 | 958 | 0.5555 | 0.6896 | 0.5555 | 0.7453 |
| 0.2479 | 43.6364 | 960 | 0.5598 | 0.7211 | 0.5598 | 0.7482 |
| 0.2479 | 43.7273 | 962 | 0.5892 | 0.6860 | 0.5892 | 0.7676 |
| 0.2479 | 43.8182 | 964 | 0.6362 | 0.6289 | 0.6362 | 0.7976 |
| 0.2479 | 43.9091 | 966 | 0.6559 | 0.6495 | 0.6559 | 0.8099 |
| 0.2479 | 44.0 | 968 | 0.6419 | 0.6434 | 0.6419 | 0.8012 |
| 0.2479 | 44.0909 | 970 | 0.6245 | 0.6546 | 0.6245 | 0.7903 |
| 0.2479 | 44.1818 | 972 | 0.6243 | 0.6371 | 0.6243 | 0.7901 |
| 0.2479 | 44.2727 | 974 | 0.6111 | 0.6519 | 0.6111 | 0.7817 |
| 0.2479 | 44.3636 | 976 | 0.5992 | 0.6797 | 0.5992 | 0.7741 |
| 0.2479 | 44.4545 | 978 | 0.5995 | 0.6901 | 0.5995 | 0.7743 |
| 0.2479 | 44.5455 | 980 | 0.6150 | 0.6589 | 0.6150 | 0.7842 |
| 0.2479 | 44.6364 | 982 | 0.6171 | 0.6589 | 0.6171 | 0.7855 |
| 0.2479 | 44.7273 | 984 | 0.6087 | 0.6589 | 0.6087 | 0.7802 |
| 0.2479 | 44.8182 | 986 | 0.6007 | 0.6701 | 0.6007 | 0.7751 |
| 0.2479 | 44.9091 | 988 | 0.6049 | 0.6701 | 0.6049 | 0.7778 |
| 0.2479 | 45.0 | 990 | 0.5975 | 0.6805 | 0.5975 | 0.7730 |
| 0.2479 | 45.0909 | 992 | 0.5919 | 0.6846 | 0.5919 | 0.7693 |
| 0.2479 | 45.1818 | 994 | 0.6041 | 0.6664 | 0.6041 | 0.7773 |
| 0.2479 | 45.2727 | 996 | 0.6160 | 0.6284 | 0.6160 | 0.7848 |
| 0.2479 | 45.3636 | 998 | 0.6011 | 0.6664 | 0.6011 | 0.7753 |
| 0.0518 | 45.4545 | 1000 | 0.5809 | 0.6951 | 0.5809 | 0.7622 |
| 0.0518 | 45.5455 | 1002 | 0.5674 | 0.6951 | 0.5674 | 0.7532 |
| 0.0518 | 45.6364 | 1004 | 0.5566 | 0.6951 | 0.5566 | 0.7460 |
| 0.0518 | 45.7273 | 1006 | 0.5518 | 0.7108 | 0.5518 | 0.7428 |
| 0.0518 | 45.8182 | 1008 | 0.5580 | 0.7063 | 0.5580 | 0.7470 |
| 0.0518 | 45.9091 | 1010 | 0.5701 | 0.7191 | 0.5701 | 0.7551 |
| 0.0518 | 46.0 | 1012 | 0.5933 | 0.7043 | 0.5933 | 0.7702 |
| 0.0518 | 46.0909 | 1014 | 0.6051 | 0.6581 | 0.6051 | 0.7779 |
| 0.0518 | 46.1818 | 1016 | 0.6067 | 0.6886 | 0.6067 | 0.7789 |
| 0.0518 | 46.2727 | 1018 | 0.5948 | 0.6724 | 0.5948 | 0.7712 |
| 0.0518 | 46.3636 | 1020 | 0.5722 | 0.6479 | 0.5722 | 0.7564 |
| 0.0518 | 46.4545 | 1022 | 0.5709 | 0.6276 | 0.5709 | 0.7556 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
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Model tree for MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run2_AugV5_k8_task5_organization
Base model
aubmindlab/bert-base-arabertv02