ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run3_AugV5_k15_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: 0.9640
- Qwk: 0.5606
- Mse: 0.9640
- Rmse: 0.9818
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 | 0.0286 | 2 | 6.6894 | 0.0303 | 6.6894 | 2.5864 |
| No log | 0.0571 | 4 | 4.1631 | 0.0980 | 4.1631 | 2.0404 |
| No log | 0.0857 | 6 | 3.2877 | 0.0222 | 3.2877 | 1.8132 |
| No log | 0.1143 | 8 | 2.1360 | 0.1692 | 2.1360 | 1.4615 |
| No log | 0.1429 | 10 | 1.7809 | 0.2087 | 1.7809 | 1.3345 |
| No log | 0.1714 | 12 | 1.7343 | 0.2037 | 1.7343 | 1.3169 |
| No log | 0.2 | 14 | 1.7789 | 0.1667 | 1.7789 | 1.3337 |
| No log | 0.2286 | 16 | 1.7196 | 0.1682 | 1.7196 | 1.3113 |
| No log | 0.2571 | 18 | 1.7348 | 0.1667 | 1.7348 | 1.3171 |
| No log | 0.2857 | 20 | 1.8487 | 0.2167 | 1.8487 | 1.3597 |
| No log | 0.3143 | 22 | 2.0973 | 0.2059 | 2.0973 | 1.4482 |
| No log | 0.3429 | 24 | 2.0746 | 0.1549 | 2.0746 | 1.4403 |
| No log | 0.3714 | 26 | 2.4830 | 0.1154 | 2.4830 | 1.5758 |
| No log | 0.4 | 28 | 2.2909 | 0.1854 | 2.2909 | 1.5136 |
| No log | 0.4286 | 30 | 1.7036 | 0.3140 | 1.7036 | 1.3052 |
| No log | 0.4571 | 32 | 1.7529 | 0.3167 | 1.7529 | 1.3240 |
| No log | 0.4857 | 34 | 1.9377 | 0.2764 | 1.9377 | 1.3920 |
| No log | 0.5143 | 36 | 1.9555 | 0.2080 | 1.9555 | 1.3984 |
| No log | 0.5429 | 38 | 2.1606 | 0.1752 | 2.1606 | 1.4699 |
| No log | 0.5714 | 40 | 2.0495 | 0.1493 | 2.0495 | 1.4316 |
| No log | 0.6 | 42 | 1.9662 | 0.2239 | 1.9662 | 1.4022 |
| No log | 0.6286 | 44 | 2.2420 | 0.2206 | 2.2420 | 1.4973 |
| No log | 0.6571 | 46 | 2.1971 | 0.2238 | 2.1971 | 1.4823 |
| No log | 0.6857 | 48 | 2.0996 | 0.25 | 2.0996 | 1.4490 |
| No log | 0.7143 | 50 | 1.9751 | 0.2482 | 1.9751 | 1.4054 |
| No log | 0.7429 | 52 | 2.3461 | 0.1714 | 2.3461 | 1.5317 |
| No log | 0.7714 | 54 | 2.6393 | 0.1233 | 2.6393 | 1.6246 |
| No log | 0.8 | 56 | 2.0195 | 0.2754 | 2.0195 | 1.4211 |
| No log | 0.8286 | 58 | 1.5306 | 0.3538 | 1.5306 | 1.2372 |
| No log | 0.8571 | 60 | 1.4788 | 0.3492 | 1.4788 | 1.2161 |
| No log | 0.8857 | 62 | 1.6223 | 0.3465 | 1.6223 | 1.2737 |
| No log | 0.9143 | 64 | 1.7099 | 0.3556 | 1.7099 | 1.3076 |
| No log | 0.9429 | 66 | 1.9107 | 0.3108 | 1.9107 | 1.3823 |
| No log | 0.9714 | 68 | 1.9367 | 0.3108 | 1.9367 | 1.3916 |
| No log | 1.0 | 70 | 1.5688 | 0.3566 | 1.5688 | 1.2525 |
| No log | 1.0286 | 72 | 1.4747 | 0.3089 | 1.4747 | 1.2144 |
| No log | 1.0571 | 74 | 1.3711 | 0.3833 | 1.3711 | 1.1710 |
| No log | 1.0857 | 76 | 1.1937 | 0.5041 | 1.1937 | 1.0926 |
| No log | 1.1143 | 78 | 1.1914 | 0.5354 | 1.1914 | 1.0915 |
| No log | 1.1429 | 80 | 1.2482 | 0.4480 | 1.2482 | 1.1173 |
| No log | 1.1714 | 82 | 1.3799 | 0.4480 | 1.3799 | 1.1747 |
| No log | 1.2 | 84 | 1.3674 | 0.4298 | 1.3674 | 1.1694 |
| No log | 1.2286 | 86 | 1.3318 | 0.4463 | 1.3318 | 1.1540 |
| No log | 1.2571 | 88 | 1.2847 | 0.4132 | 1.2847 | 1.1334 |
| No log | 1.2857 | 90 | 1.2033 | 0.4878 | 1.2033 | 1.0969 |
| No log | 1.3143 | 92 | 1.1280 | 0.544 | 1.1280 | 1.0621 |
| No log | 1.3429 | 94 | 1.1391 | 0.512 | 1.1391 | 1.0673 |
| No log | 1.3714 | 96 | 1.1494 | 0.5 | 1.1494 | 1.0721 |
| No log | 1.4 | 98 | 1.1079 | 0.5161 | 1.1079 | 1.0526 |
| No log | 1.4286 | 100 | 1.0716 | 0.5625 | 1.0716 | 1.0352 |
| No log | 1.4571 | 102 | 1.0524 | 0.5581 | 1.0524 | 1.0259 |
| No log | 1.4857 | 104 | 1.0621 | 0.5649 | 1.0621 | 1.0306 |
| No log | 1.5143 | 106 | 1.0435 | 0.5781 | 1.0435 | 1.0215 |
| No log | 1.5429 | 108 | 1.0458 | 0.5238 | 1.0458 | 1.0226 |
| No log | 1.5714 | 110 | 1.0820 | 0.5865 | 1.0820 | 1.0402 |
| No log | 1.6 | 112 | 1.0930 | 0.5758 | 1.0930 | 1.0455 |
| No log | 1.6286 | 114 | 1.0721 | 0.5581 | 1.0721 | 1.0354 |
| No log | 1.6571 | 116 | 1.0416 | 0.5625 | 1.0416 | 1.0206 |
| No log | 1.6857 | 118 | 1.0785 | 0.5846 | 1.0785 | 1.0385 |
| No log | 1.7143 | 120 | 1.1849 | 0.5469 | 1.1849 | 1.0885 |
| No log | 1.7429 | 122 | 1.1992 | 0.5197 | 1.1992 | 1.0951 |
| No log | 1.7714 | 124 | 1.1551 | 0.5625 | 1.1551 | 1.0748 |
| No log | 1.8 | 126 | 1.1169 | 0.5846 | 1.1169 | 1.0568 |
| No log | 1.8286 | 128 | 1.1054 | 0.5781 | 1.1054 | 1.0514 |
| No log | 1.8571 | 130 | 1.2086 | 0.5079 | 1.2086 | 1.0994 |
| No log | 1.8857 | 132 | 1.3210 | 0.4463 | 1.3210 | 1.1494 |
| No log | 1.9143 | 134 | 1.2711 | 0.4839 | 1.2711 | 1.1274 |
| No log | 1.9429 | 136 | 1.2054 | 0.4409 | 1.2054 | 1.0979 |
| No log | 1.9714 | 138 | 1.1754 | 0.4375 | 1.1754 | 1.0841 |
| No log | 2.0 | 140 | 1.1564 | 0.4651 | 1.1564 | 1.0754 |
| No log | 2.0286 | 142 | 1.1280 | 0.5079 | 1.1280 | 1.0621 |
| No log | 2.0571 | 144 | 1.1279 | 0.5077 | 1.1279 | 1.0620 |
| No log | 2.0857 | 146 | 1.1200 | 0.5077 | 1.1200 | 1.0583 |
| No log | 2.1143 | 148 | 1.0394 | 0.5312 | 1.0394 | 1.0195 |
| No log | 2.1429 | 150 | 1.0131 | 0.5736 | 1.0131 | 1.0065 |
| No log | 2.1714 | 152 | 1.0602 | 0.5581 | 1.0602 | 1.0296 |
| No log | 2.2 | 154 | 1.0354 | 0.5161 | 1.0354 | 1.0175 |
| No log | 2.2286 | 156 | 1.0239 | 0.5736 | 1.0239 | 1.0119 |
| No log | 2.2571 | 158 | 1.0645 | 0.5385 | 1.0645 | 1.0318 |
| No log | 2.2857 | 160 | 1.0804 | 0.5385 | 1.0804 | 1.0394 |
| No log | 2.3143 | 162 | 1.0698 | 0.5625 | 1.0698 | 1.0343 |
| No log | 2.3429 | 164 | 1.0471 | 0.5397 | 1.0471 | 1.0233 |
| No log | 2.3714 | 166 | 1.0538 | 0.5692 | 1.0538 | 1.0265 |
| No log | 2.4 | 168 | 1.0441 | 0.5581 | 1.0441 | 1.0218 |
| No log | 2.4286 | 170 | 1.1050 | 0.5736 | 1.1050 | 1.0512 |
| No log | 2.4571 | 172 | 1.1837 | 0.5385 | 1.1837 | 1.0880 |
| No log | 2.4857 | 174 | 1.2593 | 0.4885 | 1.2593 | 1.1222 |
| No log | 2.5143 | 176 | 1.1928 | 0.5197 | 1.1928 | 1.0922 |
| No log | 2.5429 | 178 | 1.0810 | 0.5538 | 1.0810 | 1.0397 |
| No log | 2.5714 | 180 | 1.0064 | 0.5846 | 1.0064 | 1.0032 |
| No log | 2.6 | 182 | 0.9761 | 0.6462 | 0.9761 | 0.9880 |
| No log | 2.6286 | 184 | 0.9386 | 0.6412 | 0.9386 | 0.9688 |
| No log | 2.6571 | 186 | 0.9268 | 0.6412 | 0.9268 | 0.9627 |
| No log | 2.6857 | 188 | 0.9594 | 0.6165 | 0.9594 | 0.9795 |
| No log | 2.7143 | 190 | 1.0242 | 0.5630 | 1.0242 | 1.0120 |
| No log | 2.7429 | 192 | 1.0300 | 0.5373 | 1.0300 | 1.0149 |
| No log | 2.7714 | 194 | 0.9951 | 0.6269 | 0.9951 | 0.9975 |
| No log | 2.8 | 196 | 1.0344 | 0.5846 | 1.0344 | 1.0171 |
| No log | 2.8286 | 198 | 1.2282 | 0.5556 | 1.2282 | 1.1082 |
| No log | 2.8571 | 200 | 1.3466 | 0.4603 | 1.3466 | 1.1604 |
| No log | 2.8857 | 202 | 1.1221 | 0.5354 | 1.1221 | 1.0593 |
| No log | 2.9143 | 204 | 1.0003 | 0.6047 | 1.0003 | 1.0001 |
| No log | 2.9429 | 206 | 0.9509 | 0.6617 | 0.9509 | 0.9751 |
| No log | 2.9714 | 208 | 0.9151 | 0.7092 | 0.9151 | 0.9566 |
| No log | 3.0 | 210 | 0.9211 | 0.6812 | 0.9211 | 0.9598 |
| No log | 3.0286 | 212 | 0.9298 | 0.7050 | 0.9298 | 0.9642 |
| No log | 3.0571 | 214 | 0.9713 | 0.6617 | 0.9713 | 0.9855 |
| No log | 3.0857 | 216 | 1.0109 | 0.6364 | 1.0109 | 1.0055 |
| No log | 3.1143 | 218 | 1.1029 | 0.5538 | 1.1029 | 1.0502 |
| No log | 3.1429 | 220 | 1.0625 | 0.6165 | 1.0625 | 1.0308 |
| No log | 3.1714 | 222 | 0.9791 | 0.6357 | 0.9791 | 0.9895 |
| No log | 3.2 | 224 | 0.9727 | 0.6299 | 0.9727 | 0.9862 |
| No log | 3.2286 | 226 | 0.9474 | 0.6512 | 0.9474 | 0.9734 |
| No log | 3.2571 | 228 | 0.9763 | 0.5891 | 0.9763 | 0.9881 |
| No log | 3.2857 | 230 | 1.0418 | 0.5271 | 1.0418 | 1.0207 |
| No log | 3.3143 | 232 | 1.0376 | 0.5271 | 1.0376 | 1.0186 |
| No log | 3.3429 | 234 | 1.0258 | 0.5512 | 1.0258 | 1.0128 |
| No log | 3.3714 | 236 | 1.1389 | 0.528 | 1.1389 | 1.0672 |
| No log | 3.4 | 238 | 1.1588 | 0.4882 | 1.1588 | 1.0765 |
| No log | 3.4286 | 240 | 0.9739 | 0.5802 | 0.9739 | 0.9869 |
| No log | 3.4571 | 242 | 0.9229 | 0.6667 | 0.9229 | 0.9607 |
| No log | 3.4857 | 244 | 0.9550 | 0.5669 | 0.9550 | 0.9772 |
| No log | 3.5143 | 246 | 0.9923 | 0.592 | 0.9923 | 0.9961 |
| No log | 3.5429 | 248 | 1.0219 | 0.6406 | 1.0219 | 1.0109 |
| No log | 3.5714 | 250 | 1.0071 | 0.6142 | 1.0071 | 1.0036 |
| No log | 3.6 | 252 | 0.9325 | 0.6667 | 0.9325 | 0.9656 |
| No log | 3.6286 | 254 | 0.9126 | 0.6032 | 0.9126 | 0.9553 |
| No log | 3.6571 | 256 | 0.9277 | 0.5484 | 0.9277 | 0.9632 |
| No log | 3.6857 | 258 | 0.8832 | 0.6466 | 0.8832 | 0.9398 |
| No log | 3.7143 | 260 | 0.8413 | 0.6567 | 0.8413 | 0.9172 |
| No log | 3.7429 | 262 | 0.8171 | 0.6906 | 0.8171 | 0.9039 |
| No log | 3.7714 | 264 | 0.8170 | 0.7194 | 0.8170 | 0.9039 |
| No log | 3.8 | 266 | 0.8836 | 0.6466 | 0.8836 | 0.9400 |
| No log | 3.8286 | 268 | 0.9428 | 0.6466 | 0.9428 | 0.9710 |
| No log | 3.8571 | 270 | 0.9314 | 0.6212 | 0.9314 | 0.9651 |
| No log | 3.8857 | 272 | 0.8907 | 0.6767 | 0.8907 | 0.9438 |
| No log | 3.9143 | 274 | 0.8964 | 0.6565 | 0.8964 | 0.9468 |
| No log | 3.9429 | 276 | 0.9158 | 0.6718 | 0.9158 | 0.9570 |
| No log | 3.9714 | 278 | 0.9695 | 0.6818 | 0.9695 | 0.9846 |
| No log | 4.0 | 280 | 0.9699 | 0.6202 | 0.9699 | 0.9848 |
| No log | 4.0286 | 282 | 0.9561 | 0.6260 | 0.9561 | 0.9778 |
| No log | 4.0571 | 284 | 0.9596 | 0.6047 | 0.9596 | 0.9796 |
| No log | 4.0857 | 286 | 1.1241 | 0.5455 | 1.1241 | 1.0602 |
| No log | 4.1143 | 288 | 1.1428 | 0.5373 | 1.1428 | 1.0690 |
| No log | 4.1429 | 290 | 0.9158 | 0.6061 | 0.9158 | 0.9570 |
| No log | 4.1714 | 292 | 0.8794 | 0.7101 | 0.8794 | 0.9377 |
| No log | 4.2 | 294 | 0.9691 | 0.6370 | 0.9691 | 0.9844 |
| No log | 4.2286 | 296 | 1.0726 | 0.5455 | 1.0726 | 1.0357 |
| No log | 4.2571 | 298 | 1.0241 | 0.5865 | 1.0241 | 1.0120 |
| No log | 4.2857 | 300 | 0.9073 | 0.6074 | 0.9073 | 0.9525 |
| No log | 4.3143 | 302 | 0.9157 | 0.6269 | 0.9157 | 0.9569 |
| No log | 4.3429 | 304 | 1.0170 | 0.6212 | 1.0170 | 1.0085 |
| No log | 4.3714 | 306 | 1.2311 | 0.4962 | 1.2311 | 1.1096 |
| No log | 4.4 | 308 | 1.2945 | 0.4252 | 1.2945 | 1.1378 |
| No log | 4.4286 | 310 | 1.1986 | 0.5574 | 1.1986 | 1.0948 |
| No log | 4.4571 | 312 | 1.0922 | 0.5366 | 1.0922 | 1.0451 |
| No log | 4.4857 | 314 | 1.0762 | 0.5124 | 1.0762 | 1.0374 |
| No log | 4.5143 | 316 | 1.0678 | 0.5082 | 1.0678 | 1.0333 |
| No log | 4.5429 | 318 | 1.0810 | 0.5714 | 1.0810 | 1.0397 |
| No log | 4.5714 | 320 | 1.1270 | 0.4762 | 1.1270 | 1.0616 |
| No log | 4.6 | 322 | 1.1606 | 0.4724 | 1.1606 | 1.0773 |
| No log | 4.6286 | 324 | 1.0652 | 0.5538 | 1.0652 | 1.0321 |
| No log | 4.6571 | 326 | 0.9530 | 0.6567 | 0.9530 | 0.9762 |
| No log | 4.6857 | 328 | 0.9365 | 0.6260 | 0.9365 | 0.9678 |
| No log | 4.7143 | 330 | 0.9512 | 0.6418 | 0.9512 | 0.9753 |
| No log | 4.7429 | 332 | 1.0165 | 0.6165 | 1.0165 | 1.0082 |
| No log | 4.7714 | 334 | 1.0693 | 0.5556 | 1.0693 | 1.0340 |
| No log | 4.8 | 336 | 1.0427 | 0.5669 | 1.0427 | 1.0211 |
| No log | 4.8286 | 338 | 0.9899 | 0.5781 | 0.9899 | 0.9949 |
| No log | 4.8571 | 340 | 0.9606 | 0.6316 | 0.9606 | 0.9801 |
| No log | 4.8857 | 342 | 0.9494 | 0.5758 | 0.9494 | 0.9744 |
| No log | 4.9143 | 344 | 0.9787 | 0.5781 | 0.9787 | 0.9893 |
| No log | 4.9429 | 346 | 1.0509 | 0.5891 | 1.0509 | 1.0251 |
| No log | 4.9714 | 348 | 1.1326 | 0.5344 | 1.1326 | 1.0642 |
| No log | 5.0 | 350 | 1.1529 | 0.5344 | 1.1529 | 1.0737 |
| No log | 5.0286 | 352 | 1.1989 | 0.5385 | 1.1989 | 1.0949 |
| No log | 5.0571 | 354 | 1.1580 | 0.5606 | 1.1580 | 1.0761 |
| No log | 5.0857 | 356 | 1.0788 | 0.5426 | 1.0788 | 1.0387 |
| No log | 5.1143 | 358 | 1.0628 | 0.5496 | 1.0628 | 1.0309 |
| No log | 5.1429 | 360 | 1.0701 | 0.5714 | 1.0701 | 1.0344 |
| No log | 5.1714 | 362 | 1.1577 | 0.5693 | 1.1577 | 1.0760 |
| No log | 5.2 | 364 | 1.2442 | 0.5455 | 1.2442 | 1.1154 |
| No log | 5.2286 | 366 | 1.2104 | 0.5038 | 1.2104 | 1.1002 |
| No log | 5.2571 | 368 | 1.1290 | 0.5512 | 1.1290 | 1.0625 |
| No log | 5.2857 | 370 | 1.0930 | 0.5161 | 1.0930 | 1.0455 |
| No log | 5.3143 | 372 | 1.1481 | 0.5041 | 1.1481 | 1.0715 |
| No log | 5.3429 | 374 | 1.2083 | 0.4754 | 1.2083 | 1.0992 |
| No log | 5.3714 | 376 | 1.1321 | 0.4754 | 1.1321 | 1.0640 |
| No log | 5.4 | 378 | 1.0466 | 0.528 | 1.0466 | 1.0230 |
| No log | 5.4286 | 380 | 0.9953 | 0.5556 | 0.9953 | 0.9977 |
| No log | 5.4571 | 382 | 0.9716 | 0.5512 | 0.9716 | 0.9857 |
| No log | 5.4857 | 384 | 0.9975 | 0.5781 | 0.9975 | 0.9987 |
| No log | 5.5143 | 386 | 1.0216 | 0.5781 | 1.0216 | 1.0108 |
| No log | 5.5429 | 388 | 1.0574 | 0.5846 | 1.0574 | 1.0283 |
| No log | 5.5714 | 390 | 1.1043 | 0.5385 | 1.1043 | 1.0508 |
| No log | 5.6 | 392 | 1.1741 | 0.5401 | 1.1741 | 1.0836 |
| No log | 5.6286 | 394 | 1.1533 | 0.5 | 1.1533 | 1.0739 |
| No log | 5.6571 | 396 | 1.0449 | 0.5263 | 1.0449 | 1.0222 |
| No log | 5.6857 | 398 | 0.9944 | 0.5496 | 0.9944 | 0.9972 |
| No log | 5.7143 | 400 | 0.9936 | 0.5625 | 0.9936 | 0.9968 |
| No log | 5.7429 | 402 | 1.0035 | 0.5625 | 1.0035 | 1.0017 |
| No log | 5.7714 | 404 | 1.0234 | 0.5781 | 1.0234 | 1.0116 |
| No log | 5.8 | 406 | 1.0566 | 0.5440 | 1.0566 | 1.0279 |
| No log | 5.8286 | 408 | 1.0741 | 0.5000 | 1.0741 | 1.0364 |
| No log | 5.8571 | 410 | 1.0662 | 0.5203 | 1.0662 | 1.0326 |
| No log | 5.8857 | 412 | 1.0590 | 0.5760 | 1.0590 | 1.0291 |
| No log | 5.9143 | 414 | 1.1295 | 0.5538 | 1.1295 | 1.0628 |
| No log | 5.9429 | 416 | 1.1664 | 0.5538 | 1.1664 | 1.0800 |
| No log | 5.9714 | 418 | 1.1764 | 0.5113 | 1.1764 | 1.0846 |
| No log | 6.0 | 420 | 1.1505 | 0.5564 | 1.1505 | 1.0726 |
| No log | 6.0286 | 422 | 1.1384 | 0.5564 | 1.1384 | 1.0670 |
| No log | 6.0571 | 424 | 1.1833 | 0.5263 | 1.1833 | 1.0878 |
| No log | 6.0857 | 426 | 1.0958 | 0.5263 | 1.0958 | 1.0468 |
| No log | 6.1143 | 428 | 1.0123 | 0.5672 | 1.0123 | 1.0061 |
| No log | 6.1429 | 430 | 0.9341 | 0.6767 | 0.9341 | 0.9665 |
| No log | 6.1714 | 432 | 0.8957 | 0.6765 | 0.8957 | 0.9464 |
| No log | 6.2 | 434 | 0.8871 | 0.6765 | 0.8871 | 0.9419 |
| No log | 6.2286 | 436 | 0.9007 | 0.6765 | 0.9007 | 0.9490 |
| No log | 6.2571 | 438 | 0.9365 | 0.6222 | 0.9365 | 0.9677 |
| No log | 6.2857 | 440 | 0.9593 | 0.6176 | 0.9593 | 0.9795 |
| No log | 6.3143 | 442 | 0.9289 | 0.6471 | 0.9289 | 0.9638 |
| No log | 6.3429 | 444 | 0.9249 | 0.6423 | 0.9249 | 0.9617 |
| No log | 6.3714 | 446 | 0.9591 | 0.6617 | 0.9591 | 0.9793 |
| No log | 6.4 | 448 | 0.9972 | 0.6716 | 0.9972 | 0.9986 |
| No log | 6.4286 | 450 | 0.9906 | 0.6212 | 0.9906 | 0.9953 |
| No log | 6.4571 | 452 | 0.9981 | 0.6015 | 0.9981 | 0.9990 |
| No log | 6.4857 | 454 | 1.0181 | 0.6269 | 1.0181 | 1.0090 |
| No log | 6.5143 | 456 | 1.0453 | 0.6324 | 1.0453 | 1.0224 |
| No log | 6.5429 | 458 | 1.0504 | 0.5882 | 1.0504 | 1.0249 |
| No log | 6.5714 | 460 | 0.9980 | 0.6222 | 0.9980 | 0.9990 |
| No log | 6.6 | 462 | 0.9667 | 0.6047 | 0.9667 | 0.9832 |
| No log | 6.6286 | 464 | 1.0062 | 0.6014 | 1.0062 | 1.0031 |
| No log | 6.6571 | 466 | 0.9271 | 0.6620 | 0.9271 | 0.9628 |
| No log | 6.6857 | 468 | 0.8687 | 0.6715 | 0.8687 | 0.9321 |
| No log | 6.7143 | 470 | 1.0182 | 0.5441 | 1.0182 | 1.0091 |
| No log | 6.7429 | 472 | 1.2200 | 0.4776 | 1.2200 | 1.1045 |
| No log | 6.7714 | 474 | 1.2798 | 0.4776 | 1.2798 | 1.1313 |
| No log | 6.8 | 476 | 1.1753 | 0.5 | 1.1753 | 1.0841 |
| No log | 6.8286 | 478 | 1.0626 | 0.5873 | 1.0626 | 1.0308 |
| No log | 6.8571 | 480 | 1.0428 | 0.5484 | 1.0428 | 1.0212 |
| No log | 6.8857 | 482 | 1.0356 | 0.576 | 1.0356 | 1.0176 |
| No log | 6.9143 | 484 | 1.0474 | 0.5714 | 1.0474 | 1.0234 |
| No log | 6.9429 | 486 | 1.1137 | 0.5625 | 1.1137 | 1.0553 |
| No log | 6.9714 | 488 | 1.1510 | 0.5152 | 1.1510 | 1.0728 |
| No log | 7.0 | 490 | 1.1142 | 0.5333 | 1.1142 | 1.0556 |
| No log | 7.0286 | 492 | 1.0778 | 0.5263 | 1.0778 | 1.0382 |
| No log | 7.0571 | 494 | 1.0652 | 0.5263 | 1.0652 | 1.0321 |
| No log | 7.0857 | 496 | 1.0772 | 0.5113 | 1.0772 | 1.0379 |
| No log | 7.1143 | 498 | 1.0742 | 0.5113 | 1.0742 | 1.0365 |
| 0.4045 | 7.1429 | 500 | 1.0781 | 0.5038 | 1.0781 | 1.0383 |
| 0.4045 | 7.1714 | 502 | 1.0512 | 0.5397 | 1.0512 | 1.0253 |
| 0.4045 | 7.2 | 504 | 1.0403 | 0.56 | 1.0403 | 1.0200 |
| 0.4045 | 7.2286 | 506 | 1.0383 | 0.56 | 1.0383 | 1.0190 |
| 0.4045 | 7.2571 | 508 | 1.0344 | 0.5397 | 1.0344 | 1.0171 |
| 0.4045 | 7.2857 | 510 | 1.0553 | 0.5802 | 1.0553 | 1.0273 |
| 0.4045 | 7.3143 | 512 | 1.0453 | 0.5802 | 1.0453 | 1.0224 |
| 0.4045 | 7.3429 | 514 | 0.9838 | 0.6212 | 0.9838 | 0.9918 |
| 0.4045 | 7.3714 | 516 | 0.9746 | 0.5414 | 0.9746 | 0.9872 |
| 0.4045 | 7.4 | 518 | 1.0167 | 0.5778 | 1.0167 | 1.0083 |
| 0.4045 | 7.4286 | 520 | 1.0058 | 0.6029 | 1.0058 | 1.0029 |
| 0.4045 | 7.4571 | 522 | 0.9522 | 0.6029 | 0.9522 | 0.9758 |
| 0.4045 | 7.4857 | 524 | 0.9185 | 0.6232 | 0.9185 | 0.9584 |
| 0.4045 | 7.5143 | 526 | 0.9222 | 0.6519 | 0.9222 | 0.9603 |
| 0.4045 | 7.5429 | 528 | 0.9212 | 0.6418 | 0.9212 | 0.9598 |
| 0.4045 | 7.5714 | 530 | 0.9499 | 0.6519 | 0.9499 | 0.9746 |
| 0.4045 | 7.6 | 532 | 1.0153 | 0.6029 | 1.0153 | 1.0076 |
| 0.4045 | 7.6286 | 534 | 1.0805 | 0.5522 | 1.0805 | 1.0395 |
| 0.4045 | 7.6571 | 536 | 1.1283 | 0.5481 | 1.1283 | 1.0622 |
| 0.4045 | 7.6857 | 538 | 1.0898 | 0.5564 | 1.0898 | 1.0440 |
| 0.4045 | 7.7143 | 540 | 1.0270 | 0.5909 | 1.0270 | 1.0134 |
| 0.4045 | 7.7429 | 542 | 0.9784 | 0.6412 | 0.9784 | 0.9891 |
| 0.4045 | 7.7714 | 544 | 0.9559 | 0.6565 | 0.9559 | 0.9777 |
| 0.4045 | 7.8 | 546 | 0.9502 | 0.6202 | 0.9502 | 0.9748 |
| 0.4045 | 7.8286 | 548 | 0.9406 | 0.6515 | 0.9406 | 0.9698 |
| 0.4045 | 7.8571 | 550 | 0.9604 | 0.5938 | 0.9604 | 0.9800 |
| 0.4045 | 7.8857 | 552 | 0.9883 | 0.5938 | 0.9883 | 0.9942 |
| 0.4045 | 7.9143 | 554 | 0.9966 | 0.6107 | 0.9966 | 0.9983 |
| 0.4045 | 7.9429 | 556 | 1.0091 | 0.6232 | 1.0091 | 1.0046 |
| 0.4045 | 7.9714 | 558 | 1.0720 | 0.5612 | 1.0720 | 1.0354 |
| 0.4045 | 8.0 | 560 | 1.1863 | 0.5333 | 1.1863 | 1.0892 |
| 0.4045 | 8.0286 | 562 | 1.3359 | 0.4962 | 1.3359 | 1.1558 |
| 0.4045 | 8.0571 | 564 | 1.2776 | 0.4848 | 1.2776 | 1.1303 |
| 0.4045 | 8.0857 | 566 | 1.1340 | 0.5344 | 1.1340 | 1.0649 |
| 0.4045 | 8.1143 | 568 | 1.0617 | 0.5760 | 1.0617 | 1.0304 |
| 0.4045 | 8.1429 | 570 | 1.1023 | 0.4463 | 1.1023 | 1.0499 |
| 0.4045 | 8.1714 | 572 | 1.1245 | 0.4754 | 1.1245 | 1.0604 |
| 0.4045 | 8.2 | 574 | 1.1083 | 0.4628 | 1.1083 | 1.0527 |
| 0.4045 | 8.2286 | 576 | 1.0549 | 0.5760 | 1.0549 | 1.0271 |
| 0.4045 | 8.2571 | 578 | 1.0525 | 0.5827 | 1.0525 | 1.0259 |
| 0.4045 | 8.2857 | 580 | 1.0787 | 0.5303 | 1.0787 | 1.0386 |
| 0.4045 | 8.3143 | 582 | 1.1043 | 0.5263 | 1.1043 | 1.0509 |
| 0.4045 | 8.3429 | 584 | 1.0904 | 0.5263 | 1.0904 | 1.0442 |
| 0.4045 | 8.3714 | 586 | 1.0051 | 0.5481 | 1.0051 | 1.0025 |
| 0.4045 | 8.4 | 588 | 0.9527 | 0.5985 | 0.9527 | 0.9761 |
| 0.4045 | 8.4286 | 590 | 0.9378 | 0.6269 | 0.9378 | 0.9684 |
| 0.4045 | 8.4571 | 592 | 0.9347 | 0.6519 | 0.9347 | 0.9668 |
| 0.4045 | 8.4857 | 594 | 0.9478 | 0.6 | 0.9478 | 0.9735 |
| 0.4045 | 8.5143 | 596 | 0.9698 | 0.6 | 0.9698 | 0.9848 |
| 0.4045 | 8.5429 | 598 | 0.9714 | 0.6 | 0.9714 | 0.9856 |
| 0.4045 | 8.5714 | 600 | 0.9609 | 0.6 | 0.9609 | 0.9802 |
| 0.4045 | 8.6 | 602 | 0.9519 | 0.6015 | 0.9519 | 0.9756 |
| 0.4045 | 8.6286 | 604 | 0.9536 | 0.5909 | 0.9536 | 0.9765 |
| 0.4045 | 8.6571 | 606 | 0.9480 | 0.5909 | 0.9480 | 0.9737 |
| 0.4045 | 8.6857 | 608 | 0.9269 | 0.6015 | 0.9269 | 0.9628 |
| 0.4045 | 8.7143 | 610 | 0.9085 | 0.6119 | 0.9085 | 0.9532 |
| 0.4045 | 8.7429 | 612 | 0.8966 | 0.6119 | 0.8966 | 0.9469 |
| 0.4045 | 8.7714 | 614 | 0.8895 | 0.6165 | 0.8895 | 0.9431 |
| 0.4045 | 8.8 | 616 | 0.9171 | 0.5970 | 0.9171 | 0.9577 |
| 0.4045 | 8.8286 | 618 | 0.9896 | 0.5692 | 0.9896 | 0.9948 |
| 0.4045 | 8.8571 | 620 | 1.0112 | 0.5692 | 1.0112 | 1.0056 |
| 0.4045 | 8.8857 | 622 | 0.9931 | 0.5581 | 0.9931 | 0.9965 |
| 0.4045 | 8.9143 | 624 | 0.9830 | 0.5736 | 0.9830 | 0.9915 |
| 0.4045 | 8.9429 | 626 | 0.9906 | 0.5692 | 0.9906 | 0.9953 |
| 0.4045 | 8.9714 | 628 | 1.0160 | 0.5496 | 1.0160 | 1.0080 |
| 0.4045 | 9.0 | 630 | 1.0654 | 0.5414 | 1.0654 | 1.0322 |
| 0.4045 | 9.0286 | 632 | 1.0649 | 0.5481 | 1.0649 | 1.0319 |
| 0.4045 | 9.0571 | 634 | 1.0390 | 0.5373 | 1.0390 | 1.0193 |
| 0.4045 | 9.0857 | 636 | 0.9958 | 0.5735 | 0.9958 | 0.9979 |
| 0.4045 | 9.1143 | 638 | 0.9148 | 0.6618 | 0.9148 | 0.9564 |
| 0.4045 | 9.1429 | 640 | 0.8823 | 0.6917 | 0.8823 | 0.9393 |
| 0.4045 | 9.1714 | 642 | 0.8848 | 0.6917 | 0.8848 | 0.9406 |
| 0.4045 | 9.2 | 644 | 0.8906 | 0.6818 | 0.8906 | 0.9437 |
| 0.4045 | 9.2286 | 646 | 0.8959 | 0.6615 | 0.8959 | 0.9465 |
| 0.4045 | 9.2571 | 648 | 0.8776 | 0.6818 | 0.8776 | 0.9368 |
| 0.4045 | 9.2857 | 650 | 0.8939 | 0.6618 | 0.8939 | 0.9455 |
| 0.4045 | 9.3143 | 652 | 0.9409 | 0.6324 | 0.9409 | 0.9700 |
| 0.4045 | 9.3429 | 654 | 0.9602 | 0.6176 | 0.9602 | 0.9799 |
| 0.4045 | 9.3714 | 656 | 0.9518 | 0.5926 | 0.9518 | 0.9756 |
| 0.4045 | 9.4 | 658 | 0.9694 | 0.5909 | 0.9694 | 0.9846 |
| 0.4045 | 9.4286 | 660 | 0.9495 | 0.6119 | 0.9495 | 0.9744 |
| 0.4045 | 9.4571 | 662 | 0.9264 | 0.6418 | 0.9264 | 0.9625 |
| 0.4045 | 9.4857 | 664 | 0.9168 | 0.6418 | 0.9168 | 0.9575 |
| 0.4045 | 9.5143 | 666 | 0.9255 | 0.5926 | 0.9255 | 0.9620 |
| 0.4045 | 9.5429 | 668 | 0.9272 | 0.5942 | 0.9272 | 0.9629 |
| 0.4045 | 9.5714 | 670 | 0.8914 | 0.6187 | 0.8914 | 0.9442 |
| 0.4045 | 9.6 | 672 | 0.8459 | 0.6620 | 0.8459 | 0.9197 |
| 0.4045 | 9.6286 | 674 | 0.8023 | 0.6897 | 0.8023 | 0.8957 |
| 0.4045 | 9.6571 | 676 | 0.7879 | 0.6897 | 0.7879 | 0.8877 |
| 0.4045 | 9.6857 | 678 | 0.7682 | 0.7465 | 0.7682 | 0.8765 |
| 0.4045 | 9.7143 | 680 | 0.7508 | 0.7222 | 0.7508 | 0.8665 |
| 0.4045 | 9.7429 | 682 | 0.7510 | 0.7376 | 0.7510 | 0.8666 |
| 0.4045 | 9.7714 | 684 | 0.7585 | 0.7286 | 0.7585 | 0.8709 |
| 0.4045 | 9.8 | 686 | 0.7723 | 0.7153 | 0.7723 | 0.8788 |
| 0.4045 | 9.8286 | 688 | 0.8128 | 0.6912 | 0.8128 | 0.9016 |
| 0.4045 | 9.8571 | 690 | 0.8798 | 0.6667 | 0.8798 | 0.9380 |
| 0.4045 | 9.8857 | 692 | 0.8901 | 0.6667 | 0.8901 | 0.9435 |
| 0.4045 | 9.9143 | 694 | 0.8656 | 0.7153 | 0.8656 | 0.9304 |
| 0.4045 | 9.9429 | 696 | 0.8351 | 0.6912 | 0.8351 | 0.9138 |
| 0.4045 | 9.9714 | 698 | 0.8164 | 0.7286 | 0.8164 | 0.9036 |
| 0.4045 | 10.0 | 700 | 0.8126 | 0.7 | 0.8126 | 0.9015 |
| 0.4045 | 10.0286 | 702 | 0.8157 | 0.7042 | 0.8157 | 0.9031 |
| 0.4045 | 10.0571 | 704 | 0.8179 | 0.7042 | 0.8179 | 0.9044 |
| 0.4045 | 10.0857 | 706 | 0.8046 | 0.7042 | 0.8046 | 0.8970 |
| 0.4045 | 10.1143 | 708 | 0.7946 | 0.7273 | 0.7946 | 0.8914 |
| 0.4045 | 10.1429 | 710 | 0.7959 | 0.7034 | 0.7959 | 0.8921 |
| 0.4045 | 10.1714 | 712 | 0.8220 | 0.6806 | 0.8220 | 0.9067 |
| 0.4045 | 10.2 | 714 | 0.8596 | 0.7042 | 0.8596 | 0.9272 |
| 0.4045 | 10.2286 | 716 | 0.9157 | 0.6324 | 0.9157 | 0.9569 |
| 0.4045 | 10.2571 | 718 | 0.9549 | 0.6119 | 0.9549 | 0.9772 |
| 0.4045 | 10.2857 | 720 | 0.9293 | 0.6316 | 0.9293 | 0.9640 |
| 0.4045 | 10.3143 | 722 | 0.8977 | 0.7068 | 0.8977 | 0.9475 |
| 0.4045 | 10.3429 | 724 | 0.8911 | 0.6466 | 0.8911 | 0.9440 |
| 0.4045 | 10.3714 | 726 | 0.8981 | 0.6667 | 0.8981 | 0.9477 |
| 0.4045 | 10.4 | 728 | 0.8659 | 0.6761 | 0.8659 | 0.9305 |
| 0.4045 | 10.4286 | 730 | 0.8331 | 0.6571 | 0.8331 | 0.9128 |
| 0.4045 | 10.4571 | 732 | 0.8312 | 0.7015 | 0.8312 | 0.9117 |
| 0.4045 | 10.4857 | 734 | 0.8552 | 0.6861 | 0.8552 | 0.9247 |
| 0.4045 | 10.5143 | 736 | 0.8882 | 0.6324 | 0.8882 | 0.9424 |
| 0.4045 | 10.5429 | 738 | 0.8977 | 0.6324 | 0.8977 | 0.9475 |
| 0.4045 | 10.5714 | 740 | 0.8836 | 0.6667 | 0.8836 | 0.9400 |
| 0.4045 | 10.6 | 742 | 0.8721 | 0.6565 | 0.8721 | 0.9339 |
| 0.4045 | 10.6286 | 744 | 0.8666 | 0.6565 | 0.8666 | 0.9309 |
| 0.4045 | 10.6571 | 746 | 0.8835 | 0.6667 | 0.8835 | 0.9400 |
| 0.4045 | 10.6857 | 748 | 0.9380 | 0.6765 | 0.9380 | 0.9685 |
| 0.4045 | 10.7143 | 750 | 0.9648 | 0.6866 | 0.9648 | 0.9822 |
| 0.4045 | 10.7429 | 752 | 0.9477 | 0.6866 | 0.9477 | 0.9735 |
| 0.4045 | 10.7714 | 754 | 0.9169 | 0.7015 | 0.9169 | 0.9575 |
| 0.4045 | 10.8 | 756 | 0.8991 | 0.6818 | 0.8991 | 0.9482 |
| 0.4045 | 10.8286 | 758 | 0.8681 | 0.6718 | 0.8681 | 0.9317 |
| 0.4045 | 10.8571 | 760 | 0.8389 | 0.6515 | 0.8389 | 0.9159 |
| 0.4045 | 10.8857 | 762 | 0.8092 | 0.6866 | 0.8092 | 0.8996 |
| 0.4045 | 10.9143 | 764 | 0.7793 | 0.7206 | 0.7793 | 0.8828 |
| 0.4045 | 10.9429 | 766 | 0.7993 | 0.6667 | 0.7993 | 0.8940 |
| 0.4045 | 10.9714 | 768 | 0.8260 | 0.6667 | 0.8260 | 0.9088 |
| 0.4045 | 11.0 | 770 | 0.8192 | 0.6667 | 0.8192 | 0.9051 |
| 0.4045 | 11.0286 | 772 | 0.7902 | 0.6912 | 0.7902 | 0.8889 |
| 0.4045 | 11.0571 | 774 | 0.7601 | 0.7376 | 0.7601 | 0.8718 |
| 0.4045 | 11.0857 | 776 | 0.7633 | 0.7234 | 0.7633 | 0.8737 |
| 0.4045 | 11.1143 | 778 | 0.7825 | 0.6912 | 0.7825 | 0.8846 |
| 0.4045 | 11.1429 | 780 | 0.8298 | 0.6866 | 0.8298 | 0.9109 |
| 0.4045 | 11.1714 | 782 | 0.8931 | 0.6466 | 0.8931 | 0.9451 |
| 0.4045 | 11.2 | 784 | 0.8979 | 0.6466 | 0.8979 | 0.9476 |
| 0.4045 | 11.2286 | 786 | 0.8865 | 0.6917 | 0.8865 | 0.9415 |
| 0.4045 | 11.2571 | 788 | 0.8959 | 0.6866 | 0.8959 | 0.9465 |
| 0.4045 | 11.2857 | 790 | 0.9044 | 0.6565 | 0.9044 | 0.9510 |
| 0.4045 | 11.3143 | 792 | 0.8989 | 0.6565 | 0.8989 | 0.9481 |
| 0.4045 | 11.3429 | 794 | 0.8959 | 0.6565 | 0.8959 | 0.9465 |
| 0.4045 | 11.3714 | 796 | 0.8901 | 0.6615 | 0.8901 | 0.9435 |
| 0.4045 | 11.4 | 798 | 0.8869 | 0.6615 | 0.8869 | 0.9418 |
| 0.4045 | 11.4286 | 800 | 0.8829 | 0.6818 | 0.8829 | 0.9396 |
| 0.4045 | 11.4571 | 802 | 0.9052 | 0.6515 | 0.9052 | 0.9514 |
| 0.4045 | 11.4857 | 804 | 0.9791 | 0.6015 | 0.9791 | 0.9895 |
| 0.4045 | 11.5143 | 806 | 1.0406 | 0.5714 | 1.0406 | 1.0201 |
| 0.4045 | 11.5429 | 808 | 1.0457 | 0.5714 | 1.0457 | 1.0226 |
| 0.4045 | 11.5714 | 810 | 1.0007 | 0.5954 | 1.0007 | 1.0004 |
| 0.4045 | 11.6 | 812 | 0.9425 | 0.6015 | 0.9425 | 0.9708 |
| 0.4045 | 11.6286 | 814 | 0.8972 | 0.6818 | 0.8972 | 0.9472 |
| 0.4045 | 11.6571 | 816 | 0.8496 | 0.6866 | 0.8496 | 0.9218 |
| 0.4045 | 11.6857 | 818 | 0.8340 | 0.7007 | 0.8340 | 0.9132 |
| 0.4045 | 11.7143 | 820 | 0.8420 | 0.7133 | 0.8420 | 0.9176 |
| 0.4045 | 11.7429 | 822 | 0.8309 | 0.7 | 0.8309 | 0.9115 |
| 0.4045 | 11.7714 | 824 | 0.8266 | 0.7111 | 0.8266 | 0.9092 |
| 0.4045 | 11.8 | 826 | 0.8269 | 0.6963 | 0.8269 | 0.9093 |
| 0.4045 | 11.8286 | 828 | 0.8193 | 0.7338 | 0.8193 | 0.9052 |
| 0.4045 | 11.8571 | 830 | 0.8335 | 0.7338 | 0.8335 | 0.9129 |
| 0.4045 | 11.8857 | 832 | 0.8474 | 0.6466 | 0.8474 | 0.9206 |
| 0.4045 | 11.9143 | 834 | 0.8677 | 0.6466 | 0.8677 | 0.9315 |
| 0.4045 | 11.9429 | 836 | 0.8655 | 0.6515 | 0.8655 | 0.9303 |
| 0.4045 | 11.9714 | 838 | 0.8592 | 0.6818 | 0.8592 | 0.9269 |
| 0.4045 | 12.0 | 840 | 0.8815 | 0.6818 | 0.8815 | 0.9389 |
| 0.4045 | 12.0286 | 842 | 0.9415 | 0.5954 | 0.9415 | 0.9703 |
| 0.4045 | 12.0571 | 844 | 0.9765 | 0.5758 | 0.9765 | 0.9882 |
| 0.4045 | 12.0857 | 846 | 0.9494 | 0.5954 | 0.9494 | 0.9744 |
| 0.4045 | 12.1143 | 848 | 0.8876 | 0.6370 | 0.8876 | 0.9421 |
| 0.4045 | 12.1429 | 850 | 0.8822 | 0.6370 | 0.8822 | 0.9393 |
| 0.4045 | 12.1714 | 852 | 0.9226 | 0.6119 | 0.9226 | 0.9605 |
| 0.4045 | 12.2 | 854 | 0.9862 | 0.5185 | 0.9862 | 0.9931 |
| 0.4045 | 12.2286 | 856 | 1.0243 | 0.5185 | 1.0243 | 1.0121 |
| 0.4045 | 12.2571 | 858 | 1.0597 | 0.5185 | 1.0597 | 1.0294 |
| 0.4045 | 12.2857 | 860 | 1.0505 | 0.5294 | 1.0505 | 1.0250 |
| 0.4045 | 12.3143 | 862 | 1.0211 | 0.5865 | 1.0211 | 1.0105 |
| 0.4045 | 12.3429 | 864 | 1.0006 | 0.5846 | 1.0006 | 1.0003 |
| 0.4045 | 12.3714 | 866 | 0.9782 | 0.5891 | 0.9782 | 0.9890 |
| 0.4045 | 12.4 | 868 | 0.9943 | 0.5891 | 0.9943 | 0.9972 |
| 0.4045 | 12.4286 | 870 | 0.9975 | 0.5891 | 0.9975 | 0.9987 |
| 0.4045 | 12.4571 | 872 | 1.0178 | 0.5846 | 1.0178 | 1.0089 |
| 0.4045 | 12.4857 | 874 | 0.9885 | 0.6061 | 0.9885 | 0.9942 |
| 0.4045 | 12.5143 | 876 | 0.9840 | 0.5802 | 0.9840 | 0.9920 |
| 0.4045 | 12.5429 | 878 | 0.9456 | 0.5954 | 0.9456 | 0.9724 |
| 0.4045 | 12.5714 | 880 | 0.9449 | 0.5630 | 0.9449 | 0.9721 |
| 0.4045 | 12.6 | 882 | 0.9738 | 0.5606 | 0.9738 | 0.9868 |
| 0.4045 | 12.6286 | 884 | 0.9790 | 0.5714 | 0.9790 | 0.9894 |
| 0.4045 | 12.6571 | 886 | 0.9422 | 0.6165 | 0.9422 | 0.9707 |
| 0.4045 | 12.6857 | 888 | 0.8959 | 0.7015 | 0.8959 | 0.9465 |
| 0.4045 | 12.7143 | 890 | 0.8504 | 0.7259 | 0.8504 | 0.9221 |
| 0.4045 | 12.7429 | 892 | 0.8143 | 0.7338 | 0.8143 | 0.9024 |
| 0.4045 | 12.7714 | 894 | 0.8134 | 0.7338 | 0.8134 | 0.9019 |
| 0.4045 | 12.8 | 896 | 0.8067 | 0.6912 | 0.8067 | 0.8982 |
| 0.4045 | 12.8286 | 898 | 0.8101 | 0.6963 | 0.8101 | 0.9000 |
| 0.4045 | 12.8571 | 900 | 0.8209 | 0.7101 | 0.8209 | 0.9060 |
| 0.4045 | 12.8857 | 902 | 0.8529 | 0.6569 | 0.8529 | 0.9235 |
| 0.4045 | 12.9143 | 904 | 0.9200 | 0.5564 | 0.9200 | 0.9592 |
| 0.4045 | 12.9429 | 906 | 0.9927 | 0.5263 | 0.9927 | 0.9963 |
| 0.4045 | 12.9714 | 908 | 0.9891 | 0.5263 | 0.9891 | 0.9945 |
| 0.4045 | 13.0 | 910 | 0.9714 | 0.5954 | 0.9714 | 0.9856 |
| 0.4045 | 13.0286 | 912 | 0.9591 | 0.6142 | 0.9591 | 0.9794 |
| 0.4045 | 13.0571 | 914 | 0.9747 | 0.6032 | 0.9747 | 0.9872 |
| 0.4045 | 13.0857 | 916 | 0.9771 | 0.6032 | 0.9771 | 0.9885 |
| 0.4045 | 13.1143 | 918 | 1.0071 | 0.5581 | 1.0071 | 1.0035 |
| 0.4045 | 13.1429 | 920 | 1.0450 | 0.5344 | 1.0450 | 1.0222 |
| 0.4045 | 13.1714 | 922 | 1.0054 | 0.5496 | 1.0054 | 1.0027 |
| 0.4045 | 13.2 | 924 | 0.9414 | 0.6357 | 0.9414 | 0.9703 |
| 0.4045 | 13.2286 | 926 | 0.8893 | 0.7176 | 0.8893 | 0.9430 |
| 0.4045 | 13.2571 | 928 | 0.8492 | 0.7068 | 0.8492 | 0.9215 |
| 0.4045 | 13.2857 | 930 | 0.8442 | 0.6963 | 0.8442 | 0.9188 |
| 0.4045 | 13.3143 | 932 | 0.8483 | 0.7101 | 0.8483 | 0.9210 |
| 0.4045 | 13.3429 | 934 | 0.8772 | 0.7391 | 0.8772 | 0.9366 |
| 0.4045 | 13.3714 | 936 | 0.9240 | 0.6618 | 0.9240 | 0.9612 |
| 0.4045 | 13.4 | 938 | 0.9301 | 0.6466 | 0.9301 | 0.9644 |
| 0.4045 | 13.4286 | 940 | 0.9185 | 0.7068 | 0.9185 | 0.9584 |
| 0.4045 | 13.4571 | 942 | 0.8974 | 0.7068 | 0.8974 | 0.9473 |
| 0.4045 | 13.4857 | 944 | 0.8716 | 0.7068 | 0.8716 | 0.9336 |
| 0.4045 | 13.5143 | 946 | 0.8667 | 0.6818 | 0.8667 | 0.9309 |
| 0.4045 | 13.5429 | 948 | 0.8597 | 0.6917 | 0.8597 | 0.9272 |
| 0.4045 | 13.5714 | 950 | 0.8632 | 0.7121 | 0.8632 | 0.9291 |
| 0.4045 | 13.6 | 952 | 0.8985 | 0.6565 | 0.8985 | 0.9479 |
| 0.4045 | 13.6286 | 954 | 0.9276 | 0.6107 | 0.9276 | 0.9631 |
| 0.4045 | 13.6571 | 956 | 0.9758 | 0.6107 | 0.9758 | 0.9878 |
| 0.4045 | 13.6857 | 958 | 1.0104 | 0.6 | 1.0104 | 1.0052 |
| 0.4045 | 13.7143 | 960 | 1.0547 | 0.5802 | 1.0547 | 1.0270 |
| 0.4045 | 13.7429 | 962 | 1.0517 | 0.5758 | 1.0517 | 1.0255 |
| 0.4045 | 13.7714 | 964 | 1.0582 | 0.5758 | 1.0581 | 1.0287 |
| 0.4045 | 13.8 | 966 | 1.1016 | 0.5481 | 1.1016 | 1.0496 |
| 0.4045 | 13.8286 | 968 | 1.0891 | 0.5758 | 1.0891 | 1.0436 |
| 0.4045 | 13.8571 | 970 | 1.0465 | 0.5758 | 1.0465 | 1.0230 |
| 0.4045 | 13.8857 | 972 | 0.9675 | 0.6364 | 0.9675 | 0.9836 |
| 0.4045 | 13.9143 | 974 | 0.9121 | 0.6515 | 0.9121 | 0.9550 |
| 0.4045 | 13.9429 | 976 | 0.8825 | 0.6667 | 0.8825 | 0.9394 |
| 0.4045 | 13.9714 | 978 | 0.8283 | 0.7050 | 0.8283 | 0.9101 |
| 0.4045 | 14.0 | 980 | 0.7753 | 0.7234 | 0.7753 | 0.8805 |
| 0.4045 | 14.0286 | 982 | 0.7738 | 0.7246 | 0.7738 | 0.8796 |
| 0.4045 | 14.0571 | 984 | 0.7893 | 0.7092 | 0.7893 | 0.8884 |
| 0.4045 | 14.0857 | 986 | 0.7919 | 0.7246 | 0.7919 | 0.8899 |
| 0.4045 | 14.1143 | 988 | 0.7972 | 0.7338 | 0.7972 | 0.8928 |
| 0.4045 | 14.1429 | 990 | 0.8273 | 0.7007 | 0.8273 | 0.9096 |
| 0.4045 | 14.1714 | 992 | 0.9241 | 0.6277 | 0.9241 | 0.9613 |
| 0.4045 | 14.2 | 994 | 0.9955 | 0.6131 | 0.9955 | 0.9978 |
| 0.4045 | 14.2286 | 996 | 1.0094 | 0.5926 | 1.0094 | 1.0047 |
| 0.4045 | 14.2571 | 998 | 0.9648 | 0.6074 | 0.9648 | 0.9822 |
| 0.0749 | 14.2857 | 1000 | 0.9012 | 0.6567 | 0.9012 | 0.9493 |
| 0.0749 | 14.3143 | 1002 | 0.8576 | 0.6519 | 0.8576 | 0.9261 |
| 0.0749 | 14.3429 | 1004 | 0.8599 | 0.6519 | 0.8599 | 0.9273 |
| 0.0749 | 14.3714 | 1006 | 0.8906 | 0.6418 | 0.8906 | 0.9437 |
| 0.0749 | 14.4 | 1008 | 0.9537 | 0.6324 | 0.9537 | 0.9766 |
| 0.0749 | 14.4286 | 1010 | 0.9640 | 0.5606 | 0.9640 | 0.9818 |
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_B_usingALLEssays_FineTuningAraBERT_run3_AugV5_k15_task1_organization
Base model
aubmindlab/bert-base-arabertv02