ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k19_task1_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: 0.5548
- Qwk: 0.7828
- Mse: 0.5548
- Rmse: 0.7448
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: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|---|---|---|---|---|---|---|
| No log | 0.0190 | 2 | 5.1678 | -0.0348 | 5.1678 | 2.2733 |
| No log | 0.0381 | 4 | 3.3593 | 0.0735 | 3.3593 | 1.8328 |
| No log | 0.0571 | 6 | 2.0502 | 0.1162 | 2.0502 | 1.4318 |
| No log | 0.0762 | 8 | 1.7125 | 0.0196 | 1.7125 | 1.3086 |
| No log | 0.0952 | 10 | 1.5568 | -0.0153 | 1.5568 | 1.2477 |
| No log | 0.1143 | 12 | 1.2046 | 0.2299 | 1.2046 | 1.0976 |
| No log | 0.1333 | 14 | 1.0397 | 0.4420 | 1.0397 | 1.0197 |
| No log | 0.1524 | 16 | 1.8391 | 0.1342 | 1.8391 | 1.3562 |
| No log | 0.1714 | 18 | 1.8116 | 0.1284 | 1.8116 | 1.3459 |
| No log | 0.1905 | 20 | 1.1885 | 0.3559 | 1.1885 | 1.0902 |
| No log | 0.2095 | 22 | 0.9965 | 0.4130 | 0.9965 | 0.9982 |
| No log | 0.2286 | 24 | 0.8319 | 0.4330 | 0.8319 | 0.9121 |
| No log | 0.2476 | 26 | 0.7909 | 0.5084 | 0.7909 | 0.8893 |
| No log | 0.2667 | 28 | 0.9924 | 0.4713 | 0.9924 | 0.9962 |
| No log | 0.2857 | 30 | 1.1459 | 0.4369 | 1.1459 | 1.0705 |
| No log | 0.3048 | 32 | 1.2332 | 0.3989 | 1.2332 | 1.1105 |
| No log | 0.3238 | 34 | 1.1481 | 0.4459 | 1.1481 | 1.0715 |
| No log | 0.3429 | 36 | 1.7219 | 0.2454 | 1.7219 | 1.3122 |
| No log | 0.3619 | 38 | 2.1506 | 0.2627 | 2.1506 | 1.4665 |
| No log | 0.3810 | 40 | 2.0112 | 0.2674 | 2.0112 | 1.4182 |
| No log | 0.4 | 42 | 1.2776 | 0.3833 | 1.2776 | 1.1303 |
| No log | 0.4190 | 44 | 0.8364 | 0.5648 | 0.8364 | 0.9146 |
| No log | 0.4381 | 46 | 0.8551 | 0.5088 | 0.8551 | 0.9247 |
| No log | 0.4571 | 48 | 1.2273 | 0.3180 | 1.2273 | 1.1078 |
| No log | 0.4762 | 50 | 1.5451 | 0.2437 | 1.5451 | 1.2430 |
| No log | 0.4952 | 52 | 1.5325 | 0.2437 | 1.5325 | 1.2380 |
| No log | 0.5143 | 54 | 1.1341 | 0.4359 | 1.1341 | 1.0649 |
| No log | 0.5333 | 56 | 0.8758 | 0.4744 | 0.8758 | 0.9359 |
| No log | 0.5524 | 58 | 0.7651 | 0.5959 | 0.7651 | 0.8747 |
| No log | 0.5714 | 60 | 0.7817 | 0.5895 | 0.7817 | 0.8841 |
| No log | 0.5905 | 62 | 0.9857 | 0.5330 | 0.9857 | 0.9928 |
| No log | 0.6095 | 64 | 0.9555 | 0.5644 | 0.9555 | 0.9775 |
| No log | 0.6286 | 66 | 0.7416 | 0.7155 | 0.7416 | 0.8612 |
| No log | 0.6476 | 68 | 0.6541 | 0.6967 | 0.6541 | 0.8088 |
| No log | 0.6667 | 70 | 0.7066 | 0.6618 | 0.7066 | 0.8406 |
| No log | 0.6857 | 72 | 0.7560 | 0.6520 | 0.7560 | 0.8695 |
| No log | 0.7048 | 74 | 0.7306 | 0.6626 | 0.7306 | 0.8548 |
| No log | 0.7238 | 76 | 0.7985 | 0.6511 | 0.7985 | 0.8936 |
| No log | 0.7429 | 78 | 0.8029 | 0.6642 | 0.8029 | 0.8960 |
| No log | 0.7619 | 80 | 0.6917 | 0.7059 | 0.6917 | 0.8317 |
| No log | 0.7810 | 82 | 0.6871 | 0.6988 | 0.6871 | 0.8289 |
| No log | 0.8 | 84 | 0.6899 | 0.6934 | 0.6899 | 0.8306 |
| No log | 0.8190 | 86 | 0.7984 | 0.6596 | 0.7984 | 0.8935 |
| No log | 0.8381 | 88 | 0.9100 | 0.6103 | 0.9100 | 0.9539 |
| No log | 0.8571 | 90 | 0.8033 | 0.6469 | 0.8033 | 0.8962 |
| No log | 0.8762 | 92 | 0.6781 | 0.7086 | 0.6781 | 0.8235 |
| No log | 0.8952 | 94 | 0.6805 | 0.6894 | 0.6805 | 0.8249 |
| No log | 0.9143 | 96 | 0.7514 | 0.5763 | 0.7514 | 0.8668 |
| No log | 0.9333 | 98 | 0.9375 | 0.5205 | 0.9375 | 0.9682 |
| No log | 0.9524 | 100 | 1.2173 | 0.3979 | 1.2173 | 1.1033 |
| No log | 0.9714 | 102 | 1.0505 | 0.5122 | 1.0505 | 1.0249 |
| No log | 0.9905 | 104 | 0.7997 | 0.5646 | 0.7997 | 0.8942 |
| No log | 1.0095 | 106 | 0.6401 | 0.7286 | 0.6401 | 0.8001 |
| No log | 1.0286 | 108 | 0.8040 | 0.7001 | 0.8040 | 0.8967 |
| No log | 1.0476 | 110 | 0.7841 | 0.6912 | 0.7841 | 0.8855 |
| No log | 1.0667 | 112 | 0.7071 | 0.7366 | 0.7071 | 0.8409 |
| No log | 1.0857 | 114 | 0.8124 | 0.6805 | 0.8124 | 0.9013 |
| No log | 1.1048 | 116 | 0.9903 | 0.6274 | 0.9903 | 0.9951 |
| No log | 1.1238 | 118 | 1.0187 | 0.5905 | 1.0187 | 1.0093 |
| No log | 1.1429 | 120 | 0.7737 | 0.6642 | 0.7737 | 0.8796 |
| No log | 1.1619 | 122 | 0.6089 | 0.6723 | 0.6089 | 0.7803 |
| No log | 1.1810 | 124 | 0.7513 | 0.6868 | 0.7513 | 0.8668 |
| No log | 1.2 | 126 | 0.7214 | 0.6848 | 0.7214 | 0.8494 |
| No log | 1.2190 | 128 | 0.5900 | 0.7321 | 0.5900 | 0.7681 |
| No log | 1.2381 | 130 | 0.7745 | 0.6315 | 0.7745 | 0.8801 |
| No log | 1.2571 | 132 | 1.2040 | 0.5284 | 1.2040 | 1.0973 |
| No log | 1.2762 | 134 | 1.3180 | 0.5037 | 1.3180 | 1.1480 |
| No log | 1.2952 | 136 | 0.9433 | 0.5643 | 0.9433 | 0.9713 |
| No log | 1.3143 | 138 | 0.5935 | 0.7233 | 0.5935 | 0.7704 |
| No log | 1.3333 | 140 | 0.6403 | 0.7108 | 0.6403 | 0.8002 |
| No log | 1.3524 | 142 | 0.6431 | 0.7016 | 0.6431 | 0.8019 |
| No log | 1.3714 | 144 | 0.6039 | 0.7357 | 0.6039 | 0.7771 |
| No log | 1.3905 | 146 | 0.8114 | 0.6997 | 0.8114 | 0.9008 |
| No log | 1.4095 | 148 | 0.9736 | 0.6044 | 0.9736 | 0.9867 |
| No log | 1.4286 | 150 | 0.8353 | 0.6883 | 0.8353 | 0.9140 |
| No log | 1.4476 | 152 | 0.6387 | 0.7494 | 0.6387 | 0.7992 |
| No log | 1.4667 | 154 | 0.6398 | 0.7280 | 0.6398 | 0.7999 |
| No log | 1.4857 | 156 | 0.6906 | 0.6997 | 0.6906 | 0.8310 |
| No log | 1.5048 | 158 | 0.7012 | 0.7071 | 0.7012 | 0.8374 |
| No log | 1.5238 | 160 | 0.6140 | 0.7315 | 0.6140 | 0.7836 |
| No log | 1.5429 | 162 | 0.5799 | 0.7465 | 0.5799 | 0.7615 |
| No log | 1.5619 | 164 | 0.5823 | 0.7458 | 0.5823 | 0.7631 |
| No log | 1.5810 | 166 | 0.5841 | 0.7616 | 0.5841 | 0.7643 |
| No log | 1.6 | 168 | 0.5941 | 0.7548 | 0.5941 | 0.7708 |
| No log | 1.6190 | 170 | 0.6353 | 0.7371 | 0.6353 | 0.7971 |
| No log | 1.6381 | 172 | 0.6439 | 0.7455 | 0.6439 | 0.8024 |
| No log | 1.6571 | 174 | 0.5727 | 0.7471 | 0.5727 | 0.7568 |
| No log | 1.6762 | 176 | 0.5659 | 0.7151 | 0.5659 | 0.7522 |
| No log | 1.6952 | 178 | 0.6133 | 0.7370 | 0.6133 | 0.7832 |
| No log | 1.7143 | 180 | 0.7693 | 0.6922 | 0.7693 | 0.8771 |
| No log | 1.7333 | 182 | 0.8188 | 0.6971 | 0.8188 | 0.9049 |
| No log | 1.7524 | 184 | 0.7204 | 0.7406 | 0.7204 | 0.8488 |
| No log | 1.7714 | 186 | 0.6321 | 0.7483 | 0.6321 | 0.7951 |
| No log | 1.7905 | 188 | 0.5919 | 0.7670 | 0.5919 | 0.7694 |
| No log | 1.8095 | 190 | 0.5952 | 0.7582 | 0.5952 | 0.7715 |
| No log | 1.8286 | 192 | 0.5764 | 0.7603 | 0.5764 | 0.7592 |
| No log | 1.8476 | 194 | 0.5790 | 0.7469 | 0.5790 | 0.7609 |
| No log | 1.8667 | 196 | 0.5763 | 0.7464 | 0.5763 | 0.7592 |
| No log | 1.8857 | 198 | 0.5453 | 0.7537 | 0.5453 | 0.7384 |
| No log | 1.9048 | 200 | 0.5716 | 0.7669 | 0.5716 | 0.7560 |
| No log | 1.9238 | 202 | 0.7870 | 0.6910 | 0.7870 | 0.8871 |
| No log | 1.9429 | 204 | 0.8559 | 0.6495 | 0.8559 | 0.9251 |
| No log | 1.9619 | 206 | 0.7235 | 0.7307 | 0.7235 | 0.8506 |
| No log | 1.9810 | 208 | 0.5831 | 0.7633 | 0.5831 | 0.7636 |
| No log | 2.0 | 210 | 0.5676 | 0.7669 | 0.5676 | 0.7534 |
| No log | 2.0190 | 212 | 0.5646 | 0.7807 | 0.5646 | 0.7514 |
| No log | 2.0381 | 214 | 0.5902 | 0.7808 | 0.5902 | 0.7683 |
| No log | 2.0571 | 216 | 0.6386 | 0.7398 | 0.6386 | 0.7991 |
| No log | 2.0762 | 218 | 0.6438 | 0.7459 | 0.6438 | 0.8024 |
| No log | 2.0952 | 220 | 0.5446 | 0.7711 | 0.5446 | 0.7380 |
| No log | 2.1143 | 222 | 0.5614 | 0.7623 | 0.5614 | 0.7493 |
| No log | 2.1333 | 224 | 0.6896 | 0.7463 | 0.6896 | 0.8304 |
| No log | 2.1524 | 226 | 0.6989 | 0.7463 | 0.6989 | 0.8360 |
| No log | 2.1714 | 228 | 0.5690 | 0.7560 | 0.5690 | 0.7543 |
| No log | 2.1905 | 230 | 0.5799 | 0.7565 | 0.5799 | 0.7615 |
| No log | 2.2095 | 232 | 0.7301 | 0.7111 | 0.7301 | 0.8544 |
| No log | 2.2286 | 234 | 0.7334 | 0.7111 | 0.7334 | 0.8564 |
| No log | 2.2476 | 236 | 0.6133 | 0.7526 | 0.6133 | 0.7831 |
| No log | 2.2667 | 238 | 0.5679 | 0.7580 | 0.5679 | 0.7536 |
| No log | 2.2857 | 240 | 0.5927 | 0.7487 | 0.5927 | 0.7699 |
| No log | 2.3048 | 242 | 0.6096 | 0.7464 | 0.6096 | 0.7808 |
| No log | 2.3238 | 244 | 0.5625 | 0.7474 | 0.5625 | 0.7500 |
| No log | 2.3429 | 246 | 0.5324 | 0.7457 | 0.5324 | 0.7296 |
| No log | 2.3619 | 248 | 0.5219 | 0.7613 | 0.5219 | 0.7224 |
| No log | 2.3810 | 250 | 0.5313 | 0.7606 | 0.5313 | 0.7289 |
| No log | 2.4 | 252 | 0.5719 | 0.7567 | 0.5719 | 0.7562 |
| No log | 2.4190 | 254 | 0.5771 | 0.7602 | 0.5771 | 0.7597 |
| No log | 2.4381 | 256 | 0.5765 | 0.7838 | 0.5765 | 0.7593 |
| No log | 2.4571 | 258 | 0.5684 | 0.7737 | 0.5684 | 0.7539 |
| No log | 2.4762 | 260 | 0.5837 | 0.7582 | 0.5837 | 0.7640 |
| No log | 2.4952 | 262 | 0.6610 | 0.7128 | 0.6610 | 0.8130 |
| No log | 2.5143 | 264 | 0.7124 | 0.6945 | 0.7124 | 0.8440 |
| No log | 2.5333 | 266 | 0.6469 | 0.7299 | 0.6469 | 0.8043 |
| No log | 2.5524 | 268 | 0.6068 | 0.7517 | 0.6068 | 0.7790 |
| No log | 2.5714 | 270 | 0.5722 | 0.7786 | 0.5722 | 0.7564 |
| No log | 2.5905 | 272 | 0.5834 | 0.7665 | 0.5834 | 0.7638 |
| No log | 2.6095 | 274 | 0.5975 | 0.7637 | 0.5975 | 0.7730 |
| No log | 2.6286 | 276 | 0.6017 | 0.7470 | 0.6017 | 0.7757 |
| No log | 2.6476 | 278 | 0.5770 | 0.7518 | 0.5770 | 0.7596 |
| No log | 2.6667 | 280 | 0.5481 | 0.7759 | 0.5481 | 0.7403 |
| No log | 2.6857 | 282 | 0.5542 | 0.7595 | 0.5542 | 0.7445 |
| No log | 2.7048 | 284 | 0.5529 | 0.7595 | 0.5529 | 0.7435 |
| No log | 2.7238 | 286 | 0.5610 | 0.7588 | 0.5610 | 0.7490 |
| No log | 2.7429 | 288 | 0.5841 | 0.7565 | 0.5841 | 0.7642 |
| No log | 2.7619 | 290 | 0.6143 | 0.7482 | 0.6143 | 0.7838 |
| No log | 2.7810 | 292 | 0.6447 | 0.7413 | 0.6447 | 0.8029 |
| No log | 2.8 | 294 | 0.6219 | 0.7563 | 0.6219 | 0.7886 |
| No log | 2.8190 | 296 | 0.6028 | 0.7532 | 0.6028 | 0.7764 |
| No log | 2.8381 | 298 | 0.6067 | 0.7496 | 0.6067 | 0.7789 |
| No log | 2.8571 | 300 | 0.6075 | 0.7520 | 0.6075 | 0.7795 |
| No log | 2.8762 | 302 | 0.6082 | 0.7466 | 0.6082 | 0.7799 |
| No log | 2.8952 | 304 | 0.6049 | 0.7474 | 0.6049 | 0.7777 |
| No log | 2.9143 | 306 | 0.6016 | 0.7425 | 0.6016 | 0.7757 |
| No log | 2.9333 | 308 | 0.5999 | 0.7446 | 0.5999 | 0.7745 |
| No log | 2.9524 | 310 | 0.5878 | 0.7496 | 0.5878 | 0.7667 |
| No log | 2.9714 | 312 | 0.5835 | 0.7496 | 0.5835 | 0.7639 |
| No log | 2.9905 | 314 | 0.5736 | 0.7513 | 0.5736 | 0.7573 |
| No log | 3.0095 | 316 | 0.5923 | 0.7767 | 0.5923 | 0.7696 |
| No log | 3.0286 | 318 | 0.6138 | 0.7663 | 0.6138 | 0.7834 |
| No log | 3.0476 | 320 | 0.6012 | 0.7704 | 0.6012 | 0.7754 |
| No log | 3.0667 | 322 | 0.5784 | 0.7714 | 0.5784 | 0.7605 |
| No log | 3.0857 | 324 | 0.5917 | 0.7769 | 0.5917 | 0.7692 |
| No log | 3.1048 | 326 | 0.5878 | 0.7649 | 0.5878 | 0.7667 |
| No log | 3.1238 | 328 | 0.5990 | 0.7685 | 0.5990 | 0.7739 |
| No log | 3.1429 | 330 | 0.5794 | 0.7622 | 0.5794 | 0.7612 |
| No log | 3.1619 | 332 | 0.5536 | 0.7401 | 0.5536 | 0.7441 |
| No log | 3.1810 | 334 | 0.5740 | 0.7336 | 0.5740 | 0.7576 |
| No log | 3.2 | 336 | 0.5904 | 0.7439 | 0.5904 | 0.7684 |
| No log | 3.2190 | 338 | 0.5677 | 0.7224 | 0.5677 | 0.7534 |
| No log | 3.2381 | 340 | 0.5670 | 0.7426 | 0.5670 | 0.7530 |
| No log | 3.2571 | 342 | 0.5888 | 0.7672 | 0.5888 | 0.7674 |
| No log | 3.2762 | 344 | 0.6511 | 0.7489 | 0.6511 | 0.8069 |
| No log | 3.2952 | 346 | 0.6324 | 0.7554 | 0.6324 | 0.7952 |
| No log | 3.3143 | 348 | 0.5749 | 0.7745 | 0.5749 | 0.7582 |
| No log | 3.3333 | 350 | 0.5702 | 0.7675 | 0.5702 | 0.7551 |
| No log | 3.3524 | 352 | 0.5709 | 0.7675 | 0.5709 | 0.7556 |
| No log | 3.3714 | 354 | 0.5759 | 0.7761 | 0.5759 | 0.7589 |
| No log | 3.3905 | 356 | 0.5949 | 0.7765 | 0.5949 | 0.7713 |
| No log | 3.4095 | 358 | 0.6243 | 0.7763 | 0.6243 | 0.7901 |
| No log | 3.4286 | 360 | 0.6835 | 0.7783 | 0.6835 | 0.8267 |
| No log | 3.4476 | 362 | 0.7613 | 0.7311 | 0.7613 | 0.8725 |
| No log | 3.4667 | 364 | 0.7627 | 0.7355 | 0.7627 | 0.8733 |
| No log | 3.4857 | 366 | 0.7036 | 0.7494 | 0.7036 | 0.8388 |
| No log | 3.5048 | 368 | 0.6206 | 0.7604 | 0.6206 | 0.7878 |
| No log | 3.5238 | 370 | 0.6128 | 0.7667 | 0.6128 | 0.7828 |
| No log | 3.5429 | 372 | 0.6154 | 0.7667 | 0.6154 | 0.7845 |
| No log | 3.5619 | 374 | 0.6131 | 0.7573 | 0.6131 | 0.7830 |
| No log | 3.5810 | 376 | 0.6344 | 0.7624 | 0.6344 | 0.7965 |
| No log | 3.6 | 378 | 0.6881 | 0.7426 | 0.6881 | 0.8295 |
| No log | 3.6190 | 380 | 0.7777 | 0.7152 | 0.7777 | 0.8819 |
| No log | 3.6381 | 382 | 0.7561 | 0.7103 | 0.7561 | 0.8695 |
| No log | 3.6571 | 384 | 0.6584 | 0.7653 | 0.6584 | 0.8114 |
| No log | 3.6762 | 386 | 0.6197 | 0.7749 | 0.6197 | 0.7872 |
| No log | 3.6952 | 388 | 0.6017 | 0.7723 | 0.6017 | 0.7757 |
| No log | 3.7143 | 390 | 0.6172 | 0.7641 | 0.6172 | 0.7856 |
| No log | 3.7333 | 392 | 0.6290 | 0.7590 | 0.6290 | 0.7931 |
| No log | 3.7524 | 394 | 0.6562 | 0.7633 | 0.6562 | 0.8101 |
| No log | 3.7714 | 396 | 0.6843 | 0.7498 | 0.6843 | 0.8272 |
| No log | 3.7905 | 398 | 0.6551 | 0.7582 | 0.6551 | 0.8094 |
| No log | 3.8095 | 400 | 0.6221 | 0.7853 | 0.6221 | 0.7887 |
| No log | 3.8286 | 402 | 0.6390 | 0.7239 | 0.6390 | 0.7994 |
| No log | 3.8476 | 404 | 0.6565 | 0.7150 | 0.6565 | 0.8102 |
| No log | 3.8667 | 406 | 0.6097 | 0.7205 | 0.6097 | 0.7808 |
| No log | 3.8857 | 408 | 0.5746 | 0.7497 | 0.5746 | 0.7580 |
| No log | 3.9048 | 410 | 0.5517 | 0.7696 | 0.5517 | 0.7427 |
| No log | 3.9238 | 412 | 0.5490 | 0.7715 | 0.5490 | 0.7409 |
| No log | 3.9429 | 414 | 0.5437 | 0.7519 | 0.5437 | 0.7373 |
| No log | 3.9619 | 416 | 0.5636 | 0.7476 | 0.5636 | 0.7507 |
| No log | 3.9810 | 418 | 0.5797 | 0.7264 | 0.5797 | 0.7614 |
| No log | 4.0 | 420 | 0.5847 | 0.7270 | 0.5847 | 0.7647 |
| No log | 4.0190 | 422 | 0.5720 | 0.7342 | 0.5720 | 0.7563 |
| No log | 4.0381 | 424 | 0.5477 | 0.7630 | 0.5477 | 0.7401 |
| No log | 4.0571 | 426 | 0.5641 | 0.7820 | 0.5641 | 0.7510 |
| No log | 4.0762 | 428 | 0.5705 | 0.7939 | 0.5705 | 0.7553 |
| No log | 4.0952 | 430 | 0.5590 | 0.7939 | 0.5590 | 0.7476 |
| No log | 4.1143 | 432 | 0.5390 | 0.7681 | 0.5390 | 0.7342 |
| No log | 4.1333 | 434 | 0.5384 | 0.756 | 0.5384 | 0.7337 |
| No log | 4.1524 | 436 | 0.5367 | 0.7482 | 0.5367 | 0.7326 |
| No log | 4.1714 | 438 | 0.5288 | 0.7575 | 0.5288 | 0.7272 |
| No log | 4.1905 | 440 | 0.5284 | 0.7632 | 0.5284 | 0.7269 |
| No log | 4.2095 | 442 | 0.5483 | 0.7577 | 0.5483 | 0.7405 |
| No log | 4.2286 | 444 | 0.6281 | 0.7435 | 0.6281 | 0.7926 |
| No log | 4.2476 | 446 | 0.6711 | 0.7232 | 0.6711 | 0.8192 |
| No log | 4.2667 | 448 | 0.6388 | 0.7342 | 0.6388 | 0.7992 |
| No log | 4.2857 | 450 | 0.5682 | 0.7695 | 0.5682 | 0.7538 |
| No log | 4.3048 | 452 | 0.5483 | 0.7797 | 0.5483 | 0.7405 |
| No log | 4.3238 | 454 | 0.5386 | 0.7908 | 0.5386 | 0.7339 |
| No log | 4.3429 | 456 | 0.5524 | 0.7741 | 0.5524 | 0.7432 |
| No log | 4.3619 | 458 | 0.6392 | 0.7488 | 0.6392 | 0.7995 |
| No log | 4.3810 | 460 | 0.6841 | 0.7233 | 0.6841 | 0.8271 |
| No log | 4.4 | 462 | 0.6549 | 0.7475 | 0.6549 | 0.8093 |
| No log | 4.4190 | 464 | 0.6375 | 0.7393 | 0.6375 | 0.7984 |
| No log | 4.4381 | 466 | 0.6259 | 0.7624 | 0.6259 | 0.7912 |
| No log | 4.4571 | 468 | 0.5986 | 0.7713 | 0.5986 | 0.7737 |
| No log | 4.4762 | 470 | 0.5611 | 0.7636 | 0.5611 | 0.7491 |
| No log | 4.4952 | 472 | 0.5339 | 0.7853 | 0.5339 | 0.7307 |
| No log | 4.5143 | 474 | 0.5303 | 0.7868 | 0.5303 | 0.7282 |
| No log | 4.5333 | 476 | 0.5360 | 0.7705 | 0.5360 | 0.7321 |
| No log | 4.5524 | 478 | 0.5530 | 0.7756 | 0.5530 | 0.7436 |
| No log | 4.5714 | 480 | 0.5985 | 0.7771 | 0.5985 | 0.7736 |
| No log | 4.5905 | 482 | 0.5897 | 0.7767 | 0.5897 | 0.7679 |
| No log | 4.6095 | 484 | 0.5395 | 0.7798 | 0.5395 | 0.7345 |
| No log | 4.6286 | 486 | 0.5287 | 0.7825 | 0.5287 | 0.7271 |
| No log | 4.6476 | 488 | 0.5290 | 0.7795 | 0.5290 | 0.7273 |
| No log | 4.6667 | 490 | 0.5341 | 0.7741 | 0.5341 | 0.7308 |
| No log | 4.6857 | 492 | 0.5407 | 0.7741 | 0.5407 | 0.7353 |
| No log | 4.7048 | 494 | 0.5640 | 0.7829 | 0.5640 | 0.7510 |
| No log | 4.7238 | 496 | 0.6277 | 0.7640 | 0.6277 | 0.7923 |
| No log | 4.7429 | 498 | 0.6655 | 0.7420 | 0.6655 | 0.8158 |
| 0.4427 | 4.7619 | 500 | 0.6317 | 0.7815 | 0.6317 | 0.7948 |
| 0.4427 | 4.7810 | 502 | 0.5954 | 0.7780 | 0.5954 | 0.7716 |
| 0.4427 | 4.8 | 504 | 0.5770 | 0.7784 | 0.5770 | 0.7596 |
| 0.4427 | 4.8190 | 506 | 0.5609 | 0.7683 | 0.5609 | 0.7490 |
| 0.4427 | 4.8381 | 508 | 0.5403 | 0.7533 | 0.5403 | 0.7351 |
| 0.4427 | 4.8571 | 510 | 0.5342 | 0.7614 | 0.5342 | 0.7309 |
| 0.4427 | 4.8762 | 512 | 0.5299 | 0.7614 | 0.5299 | 0.7279 |
| 0.4427 | 4.8952 | 514 | 0.5362 | 0.764 | 0.5362 | 0.7323 |
| 0.4427 | 4.9143 | 516 | 0.5496 | 0.7820 | 0.5496 | 0.7413 |
| 0.4427 | 4.9333 | 518 | 0.5567 | 0.7751 | 0.5567 | 0.7461 |
| 0.4427 | 4.9524 | 520 | 0.5601 | 0.7739 | 0.5601 | 0.7484 |
| 0.4427 | 4.9714 | 522 | 0.5699 | 0.7748 | 0.5699 | 0.7549 |
| 0.4427 | 4.9905 | 524 | 0.5706 | 0.7733 | 0.5706 | 0.7554 |
| 0.4427 | 5.0095 | 526 | 0.5597 | 0.7662 | 0.5597 | 0.7482 |
| 0.4427 | 5.0286 | 528 | 0.5537 | 0.7781 | 0.5537 | 0.7441 |
| 0.4427 | 5.0476 | 530 | 0.5670 | 0.7798 | 0.5670 | 0.7530 |
| 0.4427 | 5.0667 | 532 | 0.5983 | 0.7681 | 0.5983 | 0.7735 |
| 0.4427 | 5.0857 | 534 | 0.6267 | 0.7487 | 0.6267 | 0.7916 |
| 0.4427 | 5.1048 | 536 | 0.6092 | 0.7700 | 0.6092 | 0.7805 |
| 0.4427 | 5.1238 | 538 | 0.5873 | 0.7737 | 0.5873 | 0.7664 |
| 0.4427 | 5.1429 | 540 | 0.5678 | 0.7711 | 0.5678 | 0.7536 |
| 0.4427 | 5.1619 | 542 | 0.5696 | 0.7623 | 0.5696 | 0.7547 |
| 0.4427 | 5.1810 | 544 | 0.5967 | 0.7514 | 0.5967 | 0.7725 |
| 0.4427 | 5.2 | 546 | 0.6726 | 0.7370 | 0.6726 | 0.8201 |
| 0.4427 | 5.2190 | 548 | 0.7383 | 0.7407 | 0.7383 | 0.8592 |
| 0.4427 | 5.2381 | 550 | 0.7380 | 0.7394 | 0.7380 | 0.8590 |
| 0.4427 | 5.2571 | 552 | 0.6809 | 0.7493 | 0.6809 | 0.8252 |
| 0.4427 | 5.2762 | 554 | 0.6081 | 0.7544 | 0.6081 | 0.7798 |
| 0.4427 | 5.2952 | 556 | 0.5788 | 0.7734 | 0.5788 | 0.7608 |
| 0.4427 | 5.3143 | 558 | 0.5709 | 0.7741 | 0.5709 | 0.7556 |
| 0.4427 | 5.3333 | 560 | 0.6003 | 0.7514 | 0.6003 | 0.7748 |
| 0.4427 | 5.3524 | 562 | 0.6036 | 0.7639 | 0.6036 | 0.7769 |
| 0.4427 | 5.3714 | 564 | 0.5649 | 0.7688 | 0.5649 | 0.7516 |
| 0.4427 | 5.3905 | 566 | 0.5485 | 0.7671 | 0.5485 | 0.7406 |
| 0.4427 | 5.4095 | 568 | 0.5448 | 0.7648 | 0.5448 | 0.7381 |
| 0.4427 | 5.4286 | 570 | 0.5487 | 0.7723 | 0.5487 | 0.7407 |
| 0.4427 | 5.4476 | 572 | 0.5581 | 0.7661 | 0.5581 | 0.7471 |
| 0.4427 | 5.4667 | 574 | 0.5604 | 0.7739 | 0.5604 | 0.7486 |
| 0.4427 | 5.4857 | 576 | 0.5485 | 0.7692 | 0.5485 | 0.7406 |
| 0.4427 | 5.5048 | 578 | 0.5318 | 0.7687 | 0.5318 | 0.7293 |
| 0.4427 | 5.5238 | 580 | 0.5258 | 0.7594 | 0.5258 | 0.7251 |
| 0.4427 | 5.5429 | 582 | 0.5227 | 0.7488 | 0.5227 | 0.7230 |
| 0.4427 | 5.5619 | 584 | 0.5203 | 0.7733 | 0.5203 | 0.7213 |
| 0.4427 | 5.5810 | 586 | 0.5265 | 0.7696 | 0.5265 | 0.7256 |
| 0.4427 | 5.6 | 588 | 0.5324 | 0.7907 | 0.5324 | 0.7296 |
| 0.4427 | 5.6190 | 590 | 0.5314 | 0.7751 | 0.5314 | 0.7290 |
| 0.4427 | 5.6381 | 592 | 0.5329 | 0.7816 | 0.5329 | 0.7300 |
| 0.4427 | 5.6571 | 594 | 0.5416 | 0.7814 | 0.5416 | 0.7360 |
| 0.4427 | 5.6762 | 596 | 0.5623 | 0.7705 | 0.5623 | 0.7498 |
| 0.4427 | 5.6952 | 598 | 0.5660 | 0.7741 | 0.5660 | 0.7524 |
| 0.4427 | 5.7143 | 600 | 0.5638 | 0.7686 | 0.5638 | 0.7508 |
| 0.4427 | 5.7333 | 602 | 0.5606 | 0.7682 | 0.5606 | 0.7487 |
| 0.4427 | 5.7524 | 604 | 0.5660 | 0.7822 | 0.5660 | 0.7524 |
| 0.4427 | 5.7714 | 606 | 0.5753 | 0.7720 | 0.5753 | 0.7585 |
| 0.4427 | 5.7905 | 608 | 0.5879 | 0.7755 | 0.5879 | 0.7668 |
| 0.4427 | 5.8095 | 610 | 0.5879 | 0.7633 | 0.5879 | 0.7667 |
| 0.4427 | 5.8286 | 612 | 0.5894 | 0.7821 | 0.5894 | 0.7677 |
| 0.4427 | 5.8476 | 614 | 0.5699 | 0.7856 | 0.5699 | 0.7549 |
| 0.4427 | 5.8667 | 616 | 0.5720 | 0.7713 | 0.5720 | 0.7563 |
| 0.4427 | 5.8857 | 618 | 0.5704 | 0.7662 | 0.5704 | 0.7552 |
| 0.4427 | 5.9048 | 620 | 0.5670 | 0.7771 | 0.5670 | 0.7530 |
| 0.4427 | 5.9238 | 622 | 0.5531 | 0.7820 | 0.5531 | 0.7437 |
| 0.4427 | 5.9429 | 624 | 0.5639 | 0.7682 | 0.5639 | 0.7510 |
| 0.4427 | 5.9619 | 626 | 0.6082 | 0.7635 | 0.6082 | 0.7799 |
| 0.4427 | 5.9810 | 628 | 0.6524 | 0.7268 | 0.6524 | 0.8077 |
| 0.4427 | 6.0 | 630 | 0.7219 | 0.7097 | 0.7219 | 0.8497 |
| 0.4427 | 6.0190 | 632 | 0.7375 | 0.7097 | 0.7375 | 0.8588 |
| 0.4427 | 6.0381 | 634 | 0.6950 | 0.7176 | 0.6950 | 0.8337 |
| 0.4427 | 6.0571 | 636 | 0.6187 | 0.7670 | 0.6187 | 0.7866 |
| 0.4427 | 6.0762 | 638 | 0.5585 | 0.7704 | 0.5585 | 0.7473 |
| 0.4427 | 6.0952 | 640 | 0.5497 | 0.7481 | 0.5497 | 0.7414 |
| 0.4427 | 6.1143 | 642 | 0.5494 | 0.7481 | 0.5494 | 0.7412 |
| 0.4427 | 6.1333 | 644 | 0.5590 | 0.7583 | 0.5590 | 0.7476 |
| 0.4427 | 6.1524 | 646 | 0.5830 | 0.7682 | 0.5830 | 0.7636 |
| 0.4427 | 6.1714 | 648 | 0.6272 | 0.7700 | 0.6272 | 0.7920 |
| 0.4427 | 6.1905 | 650 | 0.6546 | 0.7596 | 0.6546 | 0.8091 |
| 0.4427 | 6.2095 | 652 | 0.6431 | 0.7601 | 0.6431 | 0.8019 |
| 0.4427 | 6.2286 | 654 | 0.6002 | 0.7846 | 0.6002 | 0.7747 |
| 0.4427 | 6.2476 | 656 | 0.5770 | 0.7664 | 0.5770 | 0.7596 |
| 0.4427 | 6.2667 | 658 | 0.5561 | 0.7575 | 0.5561 | 0.7457 |
| 0.4427 | 6.2857 | 660 | 0.5480 | 0.7597 | 0.5480 | 0.7403 |
| 0.4427 | 6.3048 | 662 | 0.5404 | 0.7628 | 0.5404 | 0.7351 |
| 0.4427 | 6.3238 | 664 | 0.5349 | 0.7571 | 0.5349 | 0.7314 |
| 0.4427 | 6.3429 | 666 | 0.5409 | 0.7623 | 0.5409 | 0.7354 |
| 0.4427 | 6.3619 | 668 | 0.5557 | 0.7742 | 0.5557 | 0.7454 |
| 0.4427 | 6.3810 | 670 | 0.5643 | 0.7772 | 0.5643 | 0.7512 |
| 0.4427 | 6.4 | 672 | 0.5770 | 0.7753 | 0.5770 | 0.7596 |
| 0.4427 | 6.4190 | 674 | 0.6070 | 0.7535 | 0.6070 | 0.7791 |
| 0.4427 | 6.4381 | 676 | 0.6223 | 0.7636 | 0.6223 | 0.7889 |
| 0.4427 | 6.4571 | 678 | 0.6202 | 0.7636 | 0.6202 | 0.7875 |
| 0.4427 | 6.4762 | 680 | 0.6041 | 0.7713 | 0.6041 | 0.7773 |
| 0.4427 | 6.4952 | 682 | 0.6022 | 0.7589 | 0.6022 | 0.7760 |
| 0.4427 | 6.5143 | 684 | 0.5897 | 0.7621 | 0.5897 | 0.7679 |
| 0.4427 | 6.5333 | 686 | 0.5747 | 0.7635 | 0.5747 | 0.7581 |
| 0.4427 | 6.5524 | 688 | 0.5666 | 0.7784 | 0.5666 | 0.7527 |
| 0.4427 | 6.5714 | 690 | 0.5602 | 0.7885 | 0.5602 | 0.7484 |
| 0.4427 | 6.5905 | 692 | 0.5523 | 0.7832 | 0.5523 | 0.7432 |
| 0.4427 | 6.6095 | 694 | 0.5423 | 0.7704 | 0.5423 | 0.7364 |
| 0.4427 | 6.6286 | 696 | 0.5487 | 0.7679 | 0.5487 | 0.7408 |
| 0.4427 | 6.6476 | 698 | 0.5634 | 0.7672 | 0.5634 | 0.7506 |
| 0.4427 | 6.6667 | 700 | 0.5690 | 0.7732 | 0.5690 | 0.7543 |
| 0.4427 | 6.6857 | 702 | 0.5639 | 0.7701 | 0.5639 | 0.7509 |
| 0.4427 | 6.7048 | 704 | 0.5475 | 0.7797 | 0.5475 | 0.7399 |
| 0.4427 | 6.7238 | 706 | 0.5307 | 0.7652 | 0.5307 | 0.7285 |
| 0.4427 | 6.7429 | 708 | 0.5315 | 0.7744 | 0.5315 | 0.7290 |
| 0.4427 | 6.7619 | 710 | 0.5468 | 0.7519 | 0.5468 | 0.7395 |
| 0.4427 | 6.7810 | 712 | 0.5546 | 0.7502 | 0.5546 | 0.7447 |
| 0.4427 | 6.8 | 714 | 0.5489 | 0.7568 | 0.5489 | 0.7409 |
| 0.4427 | 6.8190 | 716 | 0.5480 | 0.7667 | 0.5480 | 0.7403 |
| 0.4427 | 6.8381 | 718 | 0.5551 | 0.7635 | 0.5551 | 0.7450 |
| 0.4427 | 6.8571 | 720 | 0.5731 | 0.7729 | 0.5731 | 0.7571 |
| 0.4427 | 6.8762 | 722 | 0.5879 | 0.7755 | 0.5879 | 0.7668 |
| 0.4427 | 6.8952 | 724 | 0.5986 | 0.7793 | 0.5986 | 0.7737 |
| 0.4427 | 6.9143 | 726 | 0.5948 | 0.7793 | 0.5948 | 0.7712 |
| 0.4427 | 6.9333 | 728 | 0.5783 | 0.7793 | 0.5783 | 0.7605 |
| 0.4427 | 6.9524 | 730 | 0.5678 | 0.7670 | 0.5678 | 0.7535 |
| 0.4427 | 6.9714 | 732 | 0.5578 | 0.7622 | 0.5578 | 0.7469 |
| 0.4427 | 6.9905 | 734 | 0.5531 | 0.7564 | 0.5531 | 0.7437 |
| 0.4427 | 7.0095 | 736 | 0.5414 | 0.7514 | 0.5414 | 0.7358 |
| 0.4427 | 7.0286 | 738 | 0.5409 | 0.7501 | 0.5409 | 0.7354 |
| 0.4427 | 7.0476 | 740 | 0.5436 | 0.7533 | 0.5436 | 0.7373 |
| 0.4427 | 7.0667 | 742 | 0.5578 | 0.7772 | 0.5578 | 0.7468 |
| 0.4427 | 7.0857 | 744 | 0.5855 | 0.7849 | 0.5855 | 0.7652 |
| 0.4427 | 7.1048 | 746 | 0.6175 | 0.7515 | 0.6175 | 0.7858 |
| 0.4427 | 7.1238 | 748 | 0.6342 | 0.7299 | 0.6342 | 0.7963 |
| 0.4427 | 7.1429 | 750 | 0.6439 | 0.7219 | 0.6439 | 0.8025 |
| 0.4427 | 7.1619 | 752 | 0.6484 | 0.7187 | 0.6484 | 0.8052 |
| 0.4427 | 7.1810 | 754 | 0.6304 | 0.7193 | 0.6304 | 0.7940 |
| 0.4427 | 7.2 | 756 | 0.6013 | 0.7527 | 0.6013 | 0.7754 |
| 0.4427 | 7.2190 | 758 | 0.5747 | 0.7621 | 0.5747 | 0.7581 |
| 0.4427 | 7.2381 | 760 | 0.5548 | 0.7622 | 0.5548 | 0.7449 |
| 0.4427 | 7.2571 | 762 | 0.5465 | 0.7482 | 0.5465 | 0.7393 |
| 0.4427 | 7.2762 | 764 | 0.5444 | 0.7422 | 0.5444 | 0.7378 |
| 0.4427 | 7.2952 | 766 | 0.5450 | 0.7546 | 0.5450 | 0.7382 |
| 0.4427 | 7.3143 | 768 | 0.5504 | 0.7618 | 0.5504 | 0.7419 |
| 0.4427 | 7.3333 | 770 | 0.5440 | 0.7604 | 0.5440 | 0.7376 |
| 0.4427 | 7.3524 | 772 | 0.5356 | 0.7551 | 0.5356 | 0.7319 |
| 0.4427 | 7.3714 | 774 | 0.5336 | 0.7551 | 0.5336 | 0.7305 |
| 0.4427 | 7.3905 | 776 | 0.5348 | 0.7679 | 0.5348 | 0.7313 |
| 0.4427 | 7.4095 | 778 | 0.5359 | 0.7772 | 0.5359 | 0.7320 |
| 0.4427 | 7.4286 | 780 | 0.5407 | 0.7724 | 0.5407 | 0.7353 |
| 0.4427 | 7.4476 | 782 | 0.5476 | 0.7778 | 0.5476 | 0.7400 |
| 0.4427 | 7.4667 | 784 | 0.5628 | 0.7791 | 0.5628 | 0.7502 |
| 0.4427 | 7.4857 | 786 | 0.5836 | 0.7712 | 0.5836 | 0.7639 |
| 0.4427 | 7.5048 | 788 | 0.5947 | 0.7535 | 0.5947 | 0.7711 |
| 0.4427 | 7.5238 | 790 | 0.5786 | 0.7591 | 0.5786 | 0.7607 |
| 0.4427 | 7.5429 | 792 | 0.5525 | 0.7542 | 0.5525 | 0.7433 |
| 0.4427 | 7.5619 | 794 | 0.5344 | 0.7523 | 0.5344 | 0.7310 |
| 0.4427 | 7.5810 | 796 | 0.5269 | 0.7682 | 0.5269 | 0.7259 |
| 0.4427 | 7.6 | 798 | 0.5233 | 0.7623 | 0.5233 | 0.7234 |
| 0.4427 | 7.6190 | 800 | 0.5233 | 0.7798 | 0.5233 | 0.7234 |
| 0.4427 | 7.6381 | 802 | 0.5239 | 0.7623 | 0.5239 | 0.7238 |
| 0.4427 | 7.6571 | 804 | 0.5267 | 0.7573 | 0.5267 | 0.7257 |
| 0.4427 | 7.6762 | 806 | 0.5336 | 0.7709 | 0.5336 | 0.7305 |
| 0.4427 | 7.6952 | 808 | 0.5385 | 0.7704 | 0.5385 | 0.7338 |
| 0.4427 | 7.7143 | 810 | 0.5375 | 0.7761 | 0.5375 | 0.7331 |
| 0.4427 | 7.7333 | 812 | 0.5382 | 0.7736 | 0.5382 | 0.7336 |
| 0.4427 | 7.7524 | 814 | 0.5404 | 0.7736 | 0.5404 | 0.7351 |
| 0.4427 | 7.7714 | 816 | 0.5399 | 0.7730 | 0.5399 | 0.7347 |
| 0.4427 | 7.7905 | 818 | 0.5321 | 0.7709 | 0.5321 | 0.7294 |
| 0.4427 | 7.8095 | 820 | 0.5232 | 0.7709 | 0.5232 | 0.7233 |
| 0.4427 | 7.8286 | 822 | 0.5213 | 0.7609 | 0.5213 | 0.7220 |
| 0.4427 | 7.8476 | 824 | 0.5227 | 0.7709 | 0.5227 | 0.7230 |
| 0.4427 | 7.8667 | 826 | 0.5273 | 0.7766 | 0.5273 | 0.7262 |
| 0.4427 | 7.8857 | 828 | 0.5360 | 0.7804 | 0.5360 | 0.7321 |
| 0.4427 | 7.9048 | 830 | 0.5539 | 0.7818 | 0.5539 | 0.7442 |
| 0.4427 | 7.9238 | 832 | 0.5621 | 0.7818 | 0.5621 | 0.7497 |
| 0.4427 | 7.9429 | 834 | 0.5548 | 0.7818 | 0.5548 | 0.7448 |
| 0.4427 | 7.9619 | 836 | 0.5421 | 0.7797 | 0.5421 | 0.7363 |
| 0.4427 | 7.9810 | 838 | 0.5309 | 0.7759 | 0.5309 | 0.7287 |
| 0.4427 | 8.0 | 840 | 0.5261 | 0.7704 | 0.5261 | 0.7253 |
| 0.4427 | 8.0190 | 842 | 0.5252 | 0.7709 | 0.5252 | 0.7247 |
| 0.4427 | 8.0381 | 844 | 0.5311 | 0.7766 | 0.5311 | 0.7288 |
| 0.4427 | 8.0571 | 846 | 0.5465 | 0.7763 | 0.5465 | 0.7392 |
| 0.4427 | 8.0762 | 848 | 0.5608 | 0.7847 | 0.5608 | 0.7488 |
| 0.4427 | 8.0952 | 850 | 0.5619 | 0.7840 | 0.5619 | 0.7496 |
| 0.4427 | 8.1143 | 852 | 0.5616 | 0.7847 | 0.5616 | 0.7494 |
| 0.4427 | 8.1333 | 854 | 0.5520 | 0.7872 | 0.5520 | 0.7430 |
| 0.4427 | 8.1524 | 856 | 0.5424 | 0.7847 | 0.5424 | 0.7365 |
| 0.4427 | 8.1714 | 858 | 0.5395 | 0.7835 | 0.5395 | 0.7345 |
| 0.4427 | 8.1905 | 860 | 0.5408 | 0.7735 | 0.5408 | 0.7354 |
| 0.4427 | 8.2095 | 862 | 0.5393 | 0.7716 | 0.5393 | 0.7344 |
| 0.4427 | 8.2286 | 864 | 0.5346 | 0.7591 | 0.5346 | 0.7312 |
| 0.4427 | 8.2476 | 866 | 0.5324 | 0.7591 | 0.5324 | 0.7297 |
| 0.4427 | 8.2667 | 868 | 0.5306 | 0.7591 | 0.5306 | 0.7284 |
| 0.4427 | 8.2857 | 870 | 0.5300 | 0.7573 | 0.5300 | 0.7280 |
| 0.4427 | 8.3048 | 872 | 0.5295 | 0.7591 | 0.5295 | 0.7277 |
| 0.4427 | 8.3238 | 874 | 0.5273 | 0.7609 | 0.5273 | 0.7262 |
| 0.4427 | 8.3429 | 876 | 0.5245 | 0.7531 | 0.5245 | 0.7242 |
| 0.4427 | 8.3619 | 878 | 0.5267 | 0.7704 | 0.5267 | 0.7257 |
| 0.4427 | 8.3810 | 880 | 0.5307 | 0.7799 | 0.5307 | 0.7285 |
| 0.4427 | 8.4 | 882 | 0.5339 | 0.7799 | 0.5339 | 0.7307 |
| 0.4427 | 8.4190 | 884 | 0.5394 | 0.7768 | 0.5394 | 0.7344 |
| 0.4427 | 8.4381 | 886 | 0.5464 | 0.7825 | 0.5464 | 0.7392 |
| 0.4427 | 8.4571 | 888 | 0.5454 | 0.7825 | 0.5454 | 0.7385 |
| 0.4427 | 8.4762 | 890 | 0.5419 | 0.7825 | 0.5419 | 0.7361 |
| 0.4427 | 8.4952 | 892 | 0.5440 | 0.7750 | 0.5440 | 0.7376 |
| 0.4427 | 8.5143 | 894 | 0.5540 | 0.7691 | 0.5540 | 0.7443 |
| 0.4427 | 8.5333 | 896 | 0.5624 | 0.7607 | 0.5624 | 0.7499 |
| 0.4427 | 8.5524 | 898 | 0.5745 | 0.7560 | 0.5745 | 0.7579 |
| 0.4427 | 8.5714 | 900 | 0.5836 | 0.7277 | 0.5836 | 0.7639 |
| 0.4427 | 8.5905 | 902 | 0.5816 | 0.7454 | 0.5816 | 0.7626 |
| 0.4427 | 8.6095 | 904 | 0.5855 | 0.7334 | 0.5855 | 0.7652 |
| 0.4427 | 8.6286 | 906 | 0.5823 | 0.7454 | 0.5823 | 0.7631 |
| 0.4427 | 8.6476 | 908 | 0.5711 | 0.7602 | 0.5711 | 0.7557 |
| 0.4427 | 8.6667 | 910 | 0.5645 | 0.7691 | 0.5645 | 0.7513 |
| 0.4427 | 8.6857 | 912 | 0.5650 | 0.7691 | 0.5650 | 0.7517 |
| 0.4427 | 8.7048 | 914 | 0.5579 | 0.7750 | 0.5579 | 0.7469 |
| 0.4427 | 8.7238 | 916 | 0.5480 | 0.7719 | 0.5480 | 0.7403 |
| 0.4427 | 8.7429 | 918 | 0.5405 | 0.7761 | 0.5405 | 0.7352 |
| 0.4427 | 8.7619 | 920 | 0.5379 | 0.7768 | 0.5379 | 0.7334 |
| 0.4427 | 8.7810 | 922 | 0.5397 | 0.7761 | 0.5397 | 0.7346 |
| 0.4427 | 8.8 | 924 | 0.5429 | 0.7719 | 0.5429 | 0.7368 |
| 0.4427 | 8.8190 | 926 | 0.5435 | 0.7719 | 0.5435 | 0.7372 |
| 0.4427 | 8.8381 | 928 | 0.5431 | 0.7725 | 0.5431 | 0.7370 |
| 0.4427 | 8.8571 | 930 | 0.5414 | 0.7725 | 0.5414 | 0.7358 |
| 0.4427 | 8.8762 | 932 | 0.5379 | 0.7731 | 0.5379 | 0.7334 |
| 0.4427 | 8.8952 | 934 | 0.5339 | 0.7736 | 0.5339 | 0.7307 |
| 0.4427 | 8.9143 | 936 | 0.5343 | 0.7774 | 0.5343 | 0.7309 |
| 0.4427 | 8.9333 | 938 | 0.5302 | 0.7761 | 0.5302 | 0.7282 |
| 0.4427 | 8.9524 | 940 | 0.5239 | 0.7704 | 0.5239 | 0.7238 |
| 0.4427 | 8.9714 | 942 | 0.5176 | 0.7817 | 0.5176 | 0.7194 |
| 0.4427 | 8.9905 | 944 | 0.5150 | 0.7817 | 0.5150 | 0.7176 |
| 0.4427 | 9.0095 | 946 | 0.5136 | 0.7760 | 0.5136 | 0.7166 |
| 0.4427 | 9.0286 | 948 | 0.5131 | 0.7760 | 0.5131 | 0.7163 |
| 0.4427 | 9.0476 | 950 | 0.5131 | 0.7760 | 0.5131 | 0.7163 |
| 0.4427 | 9.0667 | 952 | 0.5152 | 0.7812 | 0.5152 | 0.7178 |
| 0.4427 | 9.0857 | 954 | 0.5210 | 0.7704 | 0.5210 | 0.7218 |
| 0.4427 | 9.1048 | 956 | 0.5292 | 0.7761 | 0.5292 | 0.7274 |
| 0.4427 | 9.1238 | 958 | 0.5391 | 0.7770 | 0.5391 | 0.7342 |
| 0.4427 | 9.1429 | 960 | 0.5445 | 0.7818 | 0.5445 | 0.7379 |
| 0.4427 | 9.1619 | 962 | 0.5455 | 0.7811 | 0.5455 | 0.7386 |
| 0.4427 | 9.1810 | 964 | 0.5438 | 0.7811 | 0.5438 | 0.7374 |
| 0.4427 | 9.2 | 966 | 0.5385 | 0.7731 | 0.5385 | 0.7338 |
| 0.4427 | 9.2190 | 968 | 0.5343 | 0.7799 | 0.5343 | 0.7310 |
| 0.4427 | 9.2381 | 970 | 0.5319 | 0.7761 | 0.5319 | 0.7293 |
| 0.4427 | 9.2571 | 972 | 0.5299 | 0.7761 | 0.5299 | 0.7279 |
| 0.4427 | 9.2762 | 974 | 0.5287 | 0.7761 | 0.5287 | 0.7271 |
| 0.4427 | 9.2952 | 976 | 0.5281 | 0.7761 | 0.5281 | 0.7267 |
| 0.4427 | 9.3143 | 978 | 0.5295 | 0.7761 | 0.5295 | 0.7277 |
| 0.4427 | 9.3333 | 980 | 0.5326 | 0.7799 | 0.5326 | 0.7298 |
| 0.4427 | 9.3524 | 982 | 0.5323 | 0.7799 | 0.5323 | 0.7296 |
| 0.4427 | 9.3714 | 984 | 0.5326 | 0.7713 | 0.5326 | 0.7298 |
| 0.4427 | 9.3905 | 986 | 0.5317 | 0.7713 | 0.5317 | 0.7292 |
| 0.4427 | 9.4095 | 988 | 0.5316 | 0.7670 | 0.5316 | 0.7291 |
| 0.4427 | 9.4286 | 990 | 0.5322 | 0.7670 | 0.5322 | 0.7295 |
| 0.4427 | 9.4476 | 992 | 0.5336 | 0.7670 | 0.5336 | 0.7305 |
| 0.4427 | 9.4667 | 994 | 0.5342 | 0.7805 | 0.5342 | 0.7309 |
| 0.4427 | 9.4857 | 996 | 0.5371 | 0.7828 | 0.5371 | 0.7329 |
| 0.4427 | 9.5048 | 998 | 0.5379 | 0.7828 | 0.5379 | 0.7334 |
| 0.0682 | 9.5238 | 1000 | 0.5370 | 0.7791 | 0.5370 | 0.7328 |
| 0.0682 | 9.5429 | 1002 | 0.5369 | 0.7791 | 0.5369 | 0.7327 |
| 0.0682 | 9.5619 | 1004 | 0.5379 | 0.7791 | 0.5379 | 0.7334 |
| 0.0682 | 9.5810 | 1006 | 0.5385 | 0.7791 | 0.5385 | 0.7339 |
| 0.0682 | 9.6 | 1008 | 0.5378 | 0.7791 | 0.5378 | 0.7333 |
| 0.0682 | 9.6190 | 1010 | 0.5373 | 0.7791 | 0.5373 | 0.7330 |
| 0.0682 | 9.6381 | 1012 | 0.5372 | 0.7798 | 0.5372 | 0.7329 |
| 0.0682 | 9.6571 | 1014 | 0.5388 | 0.7828 | 0.5388 | 0.7340 |
| 0.0682 | 9.6762 | 1016 | 0.5412 | 0.7820 | 0.5412 | 0.7357 |
| 0.0682 | 9.6952 | 1018 | 0.5447 | 0.7820 | 0.5447 | 0.7380 |
| 0.0682 | 9.7143 | 1020 | 0.5474 | 0.7763 | 0.5474 | 0.7398 |
| 0.0682 | 9.7333 | 1022 | 0.5481 | 0.7763 | 0.5481 | 0.7403 |
| 0.0682 | 9.7524 | 1024 | 0.5487 | 0.7763 | 0.5487 | 0.7408 |
| 0.0682 | 9.7714 | 1026 | 0.5500 | 0.7820 | 0.5500 | 0.7417 |
| 0.0682 | 9.7905 | 1028 | 0.5512 | 0.7820 | 0.5512 | 0.7424 |
| 0.0682 | 9.8095 | 1030 | 0.5523 | 0.7820 | 0.5523 | 0.7432 |
| 0.0682 | 9.8286 | 1032 | 0.5535 | 0.7820 | 0.5535 | 0.7440 |
| 0.0682 | 9.8476 | 1034 | 0.5546 | 0.7820 | 0.5546 | 0.7447 |
| 0.0682 | 9.8667 | 1036 | 0.5556 | 0.7820 | 0.5556 | 0.7454 |
| 0.0682 | 9.8857 | 1038 | 0.5555 | 0.7820 | 0.5555 | 0.7453 |
| 0.0682 | 9.9048 | 1040 | 0.5552 | 0.7820 | 0.5552 | 0.7451 |
| 0.0682 | 9.9238 | 1042 | 0.5551 | 0.7820 | 0.5551 | 0.7451 |
| 0.0682 | 9.9429 | 1044 | 0.5550 | 0.7820 | 0.5550 | 0.7449 |
| 0.0682 | 9.9619 | 1046 | 0.5548 | 0.7820 | 0.5548 | 0.7448 |
| 0.0682 | 9.9810 | 1048 | 0.5548 | 0.7828 | 0.5548 | 0.7449 |
| 0.0682 | 10.0 | 1050 | 0.5548 | 0.7828 | 0.5548 | 0.7448 |
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/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k19_task1_organization
Base model
aubmindlab/bert-base-arabertv02