ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k17_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: 0.7714
- Qwk: 0.4980
- Mse: 0.7714
- Rmse: 0.8783
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 | 0.0233 | 2 | 4.0942 | -0.0115 | 4.0942 | 2.0234 |
| No log | 0.0465 | 4 | 2.6346 | -0.0552 | 2.6346 | 1.6232 |
| No log | 0.0698 | 6 | 2.2423 | 0.0267 | 2.2423 | 1.4974 |
| No log | 0.0930 | 8 | 1.2618 | 0.1537 | 1.2618 | 1.1233 |
| No log | 0.1163 | 10 | 1.1174 | 0.1783 | 1.1174 | 1.0571 |
| No log | 0.1395 | 12 | 1.2431 | 0.0458 | 1.2431 | 1.1150 |
| No log | 0.1628 | 14 | 1.1326 | 0.0513 | 1.1326 | 1.0642 |
| No log | 0.1860 | 16 | 1.0870 | 0.1011 | 1.0870 | 1.0426 |
| No log | 0.2093 | 18 | 1.0567 | 0.2591 | 1.0567 | 1.0280 |
| No log | 0.2326 | 20 | 1.0741 | 0.3003 | 1.0741 | 1.0364 |
| No log | 0.2558 | 22 | 1.1051 | 0.1564 | 1.1051 | 1.0512 |
| No log | 0.2791 | 24 | 1.1119 | 0.1176 | 1.1119 | 1.0545 |
| No log | 0.3023 | 26 | 1.0960 | 0.2367 | 1.0960 | 1.0469 |
| No log | 0.3256 | 28 | 1.0565 | 0.1426 | 1.0565 | 1.0279 |
| No log | 0.3488 | 30 | 1.0249 | 0.2166 | 1.0249 | 1.0124 |
| No log | 0.3721 | 32 | 0.9772 | 0.2265 | 0.9772 | 0.9885 |
| No log | 0.3953 | 34 | 0.9948 | 0.3648 | 0.9948 | 0.9974 |
| No log | 0.4186 | 36 | 0.9400 | 0.2842 | 0.9400 | 0.9695 |
| No log | 0.4419 | 38 | 0.9636 | 0.2539 | 0.9636 | 0.9816 |
| No log | 0.4651 | 40 | 1.0629 | 0.1537 | 1.0629 | 1.0310 |
| No log | 0.4884 | 42 | 1.1640 | 0.1725 | 1.1640 | 1.0789 |
| No log | 0.5116 | 44 | 1.0466 | 0.2246 | 1.0466 | 1.0230 |
| No log | 0.5349 | 46 | 0.8676 | 0.3139 | 0.8676 | 0.9315 |
| No log | 0.5581 | 48 | 0.9226 | 0.2896 | 0.9226 | 0.9605 |
| No log | 0.5814 | 50 | 1.0316 | 0.1873 | 1.0316 | 1.0157 |
| No log | 0.6047 | 52 | 1.1063 | 0.0950 | 1.1063 | 1.0518 |
| No log | 0.6279 | 54 | 0.9773 | 0.1727 | 0.9773 | 0.9886 |
| No log | 0.6512 | 56 | 0.8274 | 0.3156 | 0.8274 | 0.9096 |
| No log | 0.6744 | 58 | 0.8078 | 0.3753 | 0.8078 | 0.8988 |
| No log | 0.6977 | 60 | 0.7996 | 0.4143 | 0.7996 | 0.8942 |
| No log | 0.7209 | 62 | 0.8773 | 0.3956 | 0.8773 | 0.9366 |
| No log | 0.7442 | 64 | 1.2448 | 0.3400 | 1.2448 | 1.1157 |
| No log | 0.7674 | 66 | 1.5432 | 0.2597 | 1.5432 | 1.2423 |
| No log | 0.7907 | 68 | 1.7235 | 0.0732 | 1.7235 | 1.3128 |
| No log | 0.8140 | 70 | 1.7830 | -0.1393 | 1.7830 | 1.3353 |
| No log | 0.8372 | 72 | 1.7422 | -0.0707 | 1.7422 | 1.3199 |
| No log | 0.8605 | 74 | 1.4284 | -0.0691 | 1.4284 | 1.1951 |
| No log | 0.8837 | 76 | 1.0445 | 0.2251 | 1.0445 | 1.0220 |
| No log | 0.9070 | 78 | 0.9816 | 0.2376 | 0.9816 | 0.9908 |
| No log | 0.9302 | 80 | 0.9704 | 0.2291 | 0.9704 | 0.9851 |
| No log | 0.9535 | 82 | 1.0267 | 0.1783 | 1.0267 | 1.0133 |
| No log | 0.9767 | 84 | 1.0607 | 0.0855 | 1.0607 | 1.0299 |
| No log | 1.0 | 86 | 1.0728 | 0.0636 | 1.0728 | 1.0358 |
| No log | 1.0233 | 88 | 1.1441 | 0.1202 | 1.1441 | 1.0696 |
| No log | 1.0465 | 90 | 1.3269 | 0.1744 | 1.3269 | 1.1519 |
| No log | 1.0698 | 92 | 1.5263 | 0.1832 | 1.5263 | 1.2354 |
| No log | 1.0930 | 94 | 1.4463 | 0.2542 | 1.4463 | 1.2026 |
| No log | 1.1163 | 96 | 1.3446 | 0.1379 | 1.3446 | 1.1596 |
| No log | 1.1395 | 98 | 1.3447 | 0.2261 | 1.3447 | 1.1596 |
| No log | 1.1628 | 100 | 1.2871 | 0.1966 | 1.2871 | 1.1345 |
| No log | 1.1860 | 102 | 1.2605 | 0.1966 | 1.2605 | 1.1227 |
| No log | 1.2093 | 104 | 1.3952 | 0.1971 | 1.3952 | 1.1812 |
| No log | 1.2326 | 106 | 1.5943 | 0.2386 | 1.5943 | 1.2627 |
| No log | 1.2558 | 108 | 1.7592 | 0.2209 | 1.7592 | 1.3264 |
| No log | 1.2791 | 110 | 1.6386 | 0.2474 | 1.6386 | 1.2801 |
| No log | 1.3023 | 112 | 1.3549 | 0.2291 | 1.3549 | 1.1640 |
| No log | 1.3256 | 114 | 1.2417 | 0.2647 | 1.2417 | 1.1143 |
| No log | 1.3488 | 116 | 1.1047 | 0.2707 | 1.1047 | 1.0511 |
| No log | 1.3721 | 118 | 1.0921 | 0.2541 | 1.0921 | 1.0450 |
| No log | 1.3953 | 120 | 1.0484 | 0.2632 | 1.0484 | 1.0239 |
| No log | 1.4186 | 122 | 0.9661 | 0.2188 | 0.9661 | 0.9829 |
| No log | 1.4419 | 124 | 0.8750 | 0.2919 | 0.8750 | 0.9354 |
| No log | 1.4651 | 126 | 0.8477 | 0.3797 | 0.8477 | 0.9207 |
| No log | 1.4884 | 128 | 0.8794 | 0.3198 | 0.8794 | 0.9378 |
| No log | 1.5116 | 130 | 0.9951 | 0.1625 | 0.9951 | 0.9975 |
| No log | 1.5349 | 132 | 1.3098 | 0.2812 | 1.3098 | 1.1445 |
| No log | 1.5581 | 134 | 1.5878 | 0.2751 | 1.5878 | 1.2601 |
| No log | 1.5814 | 136 | 1.4927 | 0.2836 | 1.4927 | 1.2217 |
| No log | 1.6047 | 138 | 1.0905 | 0.3773 | 1.0905 | 1.0443 |
| No log | 1.6279 | 140 | 0.9916 | 0.3628 | 0.9916 | 0.9958 |
| No log | 1.6512 | 142 | 1.0512 | 0.3161 | 1.0512 | 1.0253 |
| No log | 1.6744 | 144 | 1.3320 | 0.1898 | 1.3320 | 1.1541 |
| No log | 1.6977 | 146 | 1.5138 | 0.2187 | 1.5138 | 1.2304 |
| No log | 1.7209 | 148 | 1.6471 | 0.2474 | 1.6471 | 1.2834 |
| No log | 1.7442 | 150 | 1.6838 | 0.2163 | 1.6838 | 1.2976 |
| No log | 1.7674 | 152 | 1.5542 | 0.3053 | 1.5542 | 1.2467 |
| No log | 1.7907 | 154 | 1.3312 | 0.3365 | 1.3312 | 1.1538 |
| No log | 1.8140 | 156 | 1.1144 | 0.2105 | 1.1144 | 1.0557 |
| No log | 1.8372 | 158 | 1.0291 | 0.1141 | 1.0291 | 1.0144 |
| No log | 1.8605 | 160 | 1.0083 | 0.1846 | 1.0083 | 1.0041 |
| No log | 1.8837 | 162 | 1.0269 | 0.1722 | 1.0269 | 1.0134 |
| No log | 1.9070 | 164 | 1.0703 | 0.2040 | 1.0703 | 1.0346 |
| No log | 1.9302 | 166 | 1.0962 | 0.1892 | 1.0962 | 1.0470 |
| No log | 1.9535 | 168 | 1.1313 | 0.2225 | 1.1313 | 1.0636 |
| No log | 1.9767 | 170 | 1.1757 | 0.2592 | 1.1757 | 1.0843 |
| No log | 2.0 | 172 | 1.2160 | 0.2446 | 1.2160 | 1.1027 |
| No log | 2.0233 | 174 | 1.1309 | 0.2681 | 1.1309 | 1.0634 |
| No log | 2.0465 | 176 | 1.0164 | 0.3077 | 1.0164 | 1.0082 |
| No log | 2.0698 | 178 | 0.9624 | 0.3394 | 0.9624 | 0.9810 |
| No log | 2.0930 | 180 | 0.9166 | 0.3414 | 0.9166 | 0.9574 |
| No log | 2.1163 | 182 | 0.9398 | 0.3558 | 0.9398 | 0.9694 |
| No log | 2.1395 | 184 | 1.0542 | 0.2728 | 1.0542 | 1.0267 |
| No log | 2.1628 | 186 | 1.1564 | 0.2730 | 1.1564 | 1.0753 |
| No log | 2.1860 | 188 | 1.2156 | 0.2730 | 1.2156 | 1.1026 |
| No log | 2.2093 | 190 | 1.2164 | 0.3037 | 1.2164 | 1.1029 |
| No log | 2.2326 | 192 | 1.1616 | 0.3460 | 1.1616 | 1.0778 |
| No log | 2.2558 | 194 | 1.0594 | 0.2843 | 1.0594 | 1.0293 |
| No log | 2.2791 | 196 | 0.9870 | 0.2249 | 0.9870 | 0.9935 |
| No log | 2.3023 | 198 | 0.9753 | 0.2249 | 0.9753 | 0.9876 |
| No log | 2.3256 | 200 | 0.9848 | 0.2368 | 0.9848 | 0.9924 |
| No log | 2.3488 | 202 | 1.0017 | 0.2213 | 1.0017 | 1.0008 |
| No log | 2.3721 | 204 | 0.9967 | 0.2335 | 0.9967 | 0.9983 |
| No log | 2.3953 | 206 | 0.9919 | 0.2960 | 0.9919 | 0.9960 |
| No log | 2.4186 | 208 | 0.9945 | 0.2728 | 0.9945 | 0.9972 |
| No log | 2.4419 | 210 | 1.0400 | 0.3295 | 1.0400 | 1.0198 |
| No log | 2.4651 | 212 | 1.0231 | 0.3295 | 1.0231 | 1.0115 |
| No log | 2.4884 | 214 | 1.0857 | 0.3326 | 1.0857 | 1.0420 |
| No log | 2.5116 | 216 | 1.0650 | 0.2773 | 1.0650 | 1.0320 |
| No log | 2.5349 | 218 | 1.0641 | 0.3151 | 1.0641 | 1.0316 |
| No log | 2.5581 | 220 | 1.0305 | 0.2012 | 1.0305 | 1.0151 |
| No log | 2.5814 | 222 | 0.9518 | 0.2678 | 0.9518 | 0.9756 |
| No log | 2.6047 | 224 | 0.9040 | 0.2820 | 0.9040 | 0.9508 |
| No log | 2.6279 | 226 | 0.9389 | 0.3098 | 0.9389 | 0.9690 |
| No log | 2.6512 | 228 | 0.9361 | 0.3519 | 0.9361 | 0.9675 |
| No log | 2.6744 | 230 | 0.9814 | 0.3578 | 0.9814 | 0.9907 |
| No log | 2.6977 | 232 | 1.0339 | 0.3830 | 1.0339 | 1.0168 |
| No log | 2.7209 | 234 | 0.9735 | 0.3000 | 0.9735 | 0.9867 |
| No log | 2.7442 | 236 | 0.8895 | 0.3374 | 0.8895 | 0.9431 |
| No log | 2.7674 | 238 | 0.8185 | 0.3264 | 0.8185 | 0.9047 |
| No log | 2.7907 | 240 | 0.7976 | 0.3543 | 0.7976 | 0.8931 |
| No log | 2.8140 | 242 | 0.7883 | 0.3543 | 0.7883 | 0.8879 |
| No log | 2.8372 | 244 | 0.8141 | 0.3804 | 0.8141 | 0.9023 |
| No log | 2.8605 | 246 | 0.8446 | 0.3511 | 0.8446 | 0.9190 |
| No log | 2.8837 | 248 | 0.8707 | 0.3374 | 0.8707 | 0.9331 |
| No log | 2.9070 | 250 | 0.8570 | 0.3374 | 0.8570 | 0.9258 |
| No log | 2.9302 | 252 | 0.8622 | 0.3374 | 0.8622 | 0.9285 |
| No log | 2.9535 | 254 | 0.8272 | 0.3103 | 0.8272 | 0.9095 |
| No log | 2.9767 | 256 | 0.7846 | 0.3819 | 0.7846 | 0.8858 |
| No log | 3.0 | 258 | 0.7808 | 0.4503 | 0.7808 | 0.8837 |
| No log | 3.0233 | 260 | 0.7699 | 0.4903 | 0.7699 | 0.8775 |
| No log | 3.0465 | 262 | 0.7554 | 0.5003 | 0.7554 | 0.8691 |
| No log | 3.0698 | 264 | 0.7492 | 0.5003 | 0.7492 | 0.8656 |
| No log | 3.0930 | 266 | 0.7659 | 0.5363 | 0.7659 | 0.8751 |
| No log | 3.1163 | 268 | 0.8150 | 0.3880 | 0.8150 | 0.9028 |
| No log | 3.1395 | 270 | 0.8327 | 0.3735 | 0.8327 | 0.9125 |
| No log | 3.1628 | 272 | 0.8229 | 0.3668 | 0.8229 | 0.9071 |
| No log | 3.1860 | 274 | 0.7942 | 0.3404 | 0.7942 | 0.8912 |
| No log | 3.2093 | 276 | 0.7133 | 0.5003 | 0.7133 | 0.8446 |
| No log | 3.2326 | 278 | 0.6957 | 0.5536 | 0.6957 | 0.8341 |
| No log | 3.2558 | 280 | 0.7148 | 0.5835 | 0.7148 | 0.8455 |
| No log | 3.2791 | 282 | 0.7972 | 0.4603 | 0.7972 | 0.8929 |
| No log | 3.3023 | 284 | 0.9646 | 0.4 | 0.9646 | 0.9821 |
| No log | 3.3256 | 286 | 0.9740 | 0.3658 | 0.9740 | 0.9869 |
| No log | 3.3488 | 288 | 0.8806 | 0.3989 | 0.8806 | 0.9384 |
| No log | 3.3721 | 290 | 0.7827 | 0.3424 | 0.7827 | 0.8847 |
| No log | 3.3953 | 292 | 0.7273 | 0.4401 | 0.7273 | 0.8528 |
| No log | 3.4186 | 294 | 0.7305 | 0.5040 | 0.7305 | 0.8547 |
| No log | 3.4419 | 296 | 0.7277 | 0.5529 | 0.7277 | 0.8530 |
| No log | 3.4651 | 298 | 0.7232 | 0.5121 | 0.7232 | 0.8504 |
| No log | 3.4884 | 300 | 0.7922 | 0.4629 | 0.7922 | 0.8901 |
| No log | 3.5116 | 302 | 0.7927 | 0.4629 | 0.7927 | 0.8903 |
| No log | 3.5349 | 304 | 0.7381 | 0.5146 | 0.7381 | 0.8591 |
| No log | 3.5581 | 306 | 0.7103 | 0.5972 | 0.7103 | 0.8428 |
| No log | 3.5814 | 308 | 0.7147 | 0.5983 | 0.7147 | 0.8454 |
| No log | 3.6047 | 310 | 0.7311 | 0.5040 | 0.7311 | 0.8550 |
| No log | 3.6279 | 312 | 0.7352 | 0.5402 | 0.7352 | 0.8574 |
| No log | 3.6512 | 314 | 0.7353 | 0.5759 | 0.7353 | 0.8575 |
| No log | 3.6744 | 316 | 0.7726 | 0.4839 | 0.7726 | 0.8790 |
| No log | 3.6977 | 318 | 0.9278 | 0.3865 | 0.9278 | 0.9632 |
| No log | 3.7209 | 320 | 1.0097 | 0.3766 | 1.0097 | 1.0049 |
| No log | 3.7442 | 322 | 0.9242 | 0.4100 | 0.9242 | 0.9614 |
| No log | 3.7674 | 324 | 0.8360 | 0.4222 | 0.8360 | 0.9143 |
| No log | 3.7907 | 326 | 0.7908 | 0.3792 | 0.7908 | 0.8893 |
| No log | 3.8140 | 328 | 0.7584 | 0.4343 | 0.7584 | 0.8709 |
| No log | 3.8372 | 330 | 0.7440 | 0.4712 | 0.7440 | 0.8626 |
| No log | 3.8605 | 332 | 0.7441 | 0.4461 | 0.7441 | 0.8626 |
| No log | 3.8837 | 334 | 0.7764 | 0.4198 | 0.7764 | 0.8811 |
| No log | 3.9070 | 336 | 0.8048 | 0.3658 | 0.8048 | 0.8971 |
| No log | 3.9302 | 338 | 0.8245 | 0.3067 | 0.8245 | 0.9080 |
| No log | 3.9535 | 340 | 0.8419 | 0.2796 | 0.8419 | 0.9175 |
| No log | 3.9767 | 342 | 0.8316 | 0.3103 | 0.8316 | 0.9119 |
| No log | 4.0 | 344 | 0.7965 | 0.4078 | 0.7965 | 0.8924 |
| No log | 4.0233 | 346 | 0.7665 | 0.4903 | 0.7665 | 0.8755 |
| No log | 4.0465 | 348 | 0.7269 | 0.5436 | 0.7269 | 0.8526 |
| No log | 4.0698 | 350 | 0.6888 | 0.5796 | 0.6888 | 0.8300 |
| No log | 4.0930 | 352 | 0.6764 | 0.6682 | 0.6764 | 0.8225 |
| No log | 4.1163 | 354 | 0.6885 | 0.6397 | 0.6885 | 0.8297 |
| No log | 4.1395 | 356 | 0.6902 | 0.6682 | 0.6902 | 0.8308 |
| No log | 4.1628 | 358 | 0.7024 | 0.6013 | 0.7024 | 0.8381 |
| No log | 4.1860 | 360 | 0.7150 | 0.6013 | 0.7150 | 0.8456 |
| No log | 4.2093 | 362 | 0.7262 | 0.5898 | 0.7262 | 0.8522 |
| No log | 4.2326 | 364 | 0.7243 | 0.5783 | 0.7243 | 0.8510 |
| No log | 4.2558 | 366 | 0.7338 | 0.6407 | 0.7338 | 0.8566 |
| No log | 4.2791 | 368 | 0.7352 | 0.6397 | 0.7352 | 0.8575 |
| No log | 4.3023 | 370 | 0.7571 | 0.5688 | 0.7571 | 0.8701 |
| No log | 4.3256 | 372 | 0.7901 | 0.3841 | 0.7901 | 0.8889 |
| No log | 4.3488 | 374 | 0.7894 | 0.3841 | 0.7894 | 0.8885 |
| No log | 4.3721 | 376 | 0.8170 | 0.3543 | 0.8170 | 0.9039 |
| No log | 4.3953 | 378 | 0.8179 | 0.3663 | 0.8179 | 0.9044 |
| No log | 4.4186 | 380 | 0.7851 | 0.3414 | 0.7851 | 0.8860 |
| No log | 4.4419 | 382 | 0.7580 | 0.4903 | 0.7580 | 0.8706 |
| No log | 4.4651 | 384 | 0.7475 | 0.4887 | 0.7475 | 0.8646 |
| No log | 4.4884 | 386 | 0.7517 | 0.4078 | 0.7517 | 0.8670 |
| No log | 4.5116 | 388 | 0.7787 | 0.4949 | 0.7787 | 0.8824 |
| No log | 4.5349 | 390 | 0.8541 | 0.4428 | 0.8541 | 0.9242 |
| No log | 4.5581 | 392 | 0.9050 | 0.4180 | 0.9050 | 0.9513 |
| No log | 4.5814 | 394 | 0.9012 | 0.4169 | 0.9012 | 0.9493 |
| No log | 4.6047 | 396 | 0.8402 | 0.4039 | 0.8402 | 0.9166 |
| No log | 4.6279 | 398 | 0.7745 | 0.4168 | 0.7745 | 0.8800 |
| No log | 4.6512 | 400 | 0.7539 | 0.4574 | 0.7539 | 0.8683 |
| No log | 4.6744 | 402 | 0.6989 | 0.4608 | 0.6989 | 0.8360 |
| No log | 4.6977 | 404 | 0.6560 | 0.5877 | 0.6560 | 0.8100 |
| No log | 4.7209 | 406 | 0.6378 | 0.6322 | 0.6378 | 0.7986 |
| No log | 4.7442 | 408 | 0.6801 | 0.4946 | 0.6801 | 0.8247 |
| No log | 4.7674 | 410 | 0.7071 | 0.5509 | 0.7071 | 0.8409 |
| No log | 4.7907 | 412 | 0.7132 | 0.5292 | 0.7132 | 0.8445 |
| No log | 4.8140 | 414 | 0.6358 | 0.5550 | 0.6358 | 0.7974 |
| No log | 4.8372 | 416 | 0.6742 | 0.4741 | 0.6742 | 0.8211 |
| No log | 4.8605 | 418 | 0.6924 | 0.4365 | 0.6924 | 0.8321 |
| No log | 4.8837 | 420 | 0.6470 | 0.4941 | 0.6470 | 0.8043 |
| No log | 4.9070 | 422 | 0.6382 | 0.5784 | 0.6382 | 0.7989 |
| No log | 4.9302 | 424 | 0.6100 | 0.5784 | 0.6100 | 0.7810 |
| No log | 4.9535 | 426 | 0.6066 | 0.5784 | 0.6066 | 0.7789 |
| No log | 4.9767 | 428 | 0.6039 | 0.6475 | 0.6039 | 0.7771 |
| No log | 5.0 | 430 | 0.5875 | 0.6682 | 0.5875 | 0.7665 |
| No log | 5.0233 | 432 | 0.5732 | 0.6254 | 0.5732 | 0.7571 |
| No log | 5.0465 | 434 | 0.5840 | 0.5823 | 0.5840 | 0.7642 |
| No log | 5.0698 | 436 | 0.6488 | 0.5522 | 0.6488 | 0.8055 |
| No log | 5.0930 | 438 | 0.6847 | 0.5377 | 0.6847 | 0.8275 |
| No log | 5.1163 | 440 | 0.6813 | 0.5348 | 0.6813 | 0.8254 |
| No log | 5.1395 | 442 | 0.6870 | 0.5992 | 0.6870 | 0.8289 |
| No log | 5.1628 | 444 | 0.7020 | 0.5696 | 0.7020 | 0.8379 |
| No log | 5.1860 | 446 | 0.6853 | 0.5837 | 0.6853 | 0.8279 |
| No log | 5.2093 | 448 | 0.6675 | 0.6094 | 0.6675 | 0.8170 |
| No log | 5.2326 | 450 | 0.6575 | 0.6094 | 0.6575 | 0.8109 |
| No log | 5.2558 | 452 | 0.6482 | 0.5412 | 0.6482 | 0.8051 |
| No log | 5.2791 | 454 | 0.6378 | 0.5687 | 0.6378 | 0.7986 |
| No log | 5.3023 | 456 | 0.6290 | 0.6602 | 0.6290 | 0.7931 |
| No log | 5.3256 | 458 | 0.6405 | 0.6221 | 0.6405 | 0.8003 |
| No log | 5.3488 | 460 | 0.6487 | 0.6032 | 0.6487 | 0.8054 |
| No log | 5.3721 | 462 | 0.6317 | 0.6360 | 0.6317 | 0.7948 |
| No log | 5.3953 | 464 | 0.6399 | 0.6559 | 0.6399 | 0.7999 |
| No log | 5.4186 | 466 | 0.7000 | 0.6115 | 0.7000 | 0.8366 |
| No log | 5.4419 | 468 | 0.7386 | 0.4697 | 0.7386 | 0.8594 |
| No log | 5.4651 | 470 | 0.7327 | 0.4696 | 0.7327 | 0.8560 |
| No log | 5.4884 | 472 | 0.7041 | 0.5065 | 0.7041 | 0.8391 |
| No log | 5.5116 | 474 | 0.6760 | 0.5698 | 0.6760 | 0.8222 |
| No log | 5.5349 | 476 | 0.6516 | 0.6094 | 0.6516 | 0.8072 |
| No log | 5.5581 | 478 | 0.6782 | 0.5721 | 0.6782 | 0.8235 |
| No log | 5.5814 | 480 | 0.7252 | 0.5079 | 0.7252 | 0.8516 |
| No log | 5.6047 | 482 | 0.7407 | 0.4584 | 0.7407 | 0.8607 |
| No log | 5.6279 | 484 | 0.7864 | 0.4208 | 0.7864 | 0.8868 |
| No log | 5.6512 | 486 | 0.8703 | 0.4318 | 0.8703 | 0.9329 |
| No log | 5.6744 | 488 | 0.8157 | 0.4292 | 0.8157 | 0.9031 |
| No log | 5.6977 | 490 | 0.7610 | 0.3663 | 0.7610 | 0.8724 |
| No log | 5.7209 | 492 | 0.7292 | 0.4327 | 0.7292 | 0.8539 |
| No log | 5.7442 | 494 | 0.7150 | 0.48 | 0.7150 | 0.8455 |
| No log | 5.7674 | 496 | 0.7163 | 0.4675 | 0.7163 | 0.8464 |
| No log | 5.7907 | 498 | 0.7348 | 0.4480 | 0.7348 | 0.8572 |
| 0.39 | 5.8140 | 500 | 0.7668 | 0.3663 | 0.7668 | 0.8757 |
| 0.39 | 5.8372 | 502 | 0.7855 | 0.3643 | 0.7855 | 0.8863 |
| 0.39 | 5.8605 | 504 | 0.7719 | 0.3264 | 0.7719 | 0.8786 |
| 0.39 | 5.8837 | 506 | 0.7624 | 0.3802 | 0.7624 | 0.8732 |
| 0.39 | 5.9070 | 508 | 0.6996 | 0.5274 | 0.6996 | 0.8364 |
| 0.39 | 5.9302 | 510 | 0.6754 | 0.5503 | 0.6754 | 0.8218 |
| 0.39 | 5.9535 | 512 | 0.6668 | 0.5503 | 0.6668 | 0.8166 |
| 0.39 | 5.9767 | 514 | 0.6957 | 0.5103 | 0.6957 | 0.8341 |
| 0.39 | 6.0 | 516 | 0.6345 | 0.6322 | 0.6345 | 0.7965 |
| 0.39 | 6.0233 | 518 | 0.6436 | 0.5874 | 0.6436 | 0.8023 |
| 0.39 | 6.0465 | 520 | 0.6540 | 0.5503 | 0.6540 | 0.8087 |
| 0.39 | 6.0698 | 522 | 0.6969 | 0.5787 | 0.6969 | 0.8348 |
| 0.39 | 6.0930 | 524 | 0.7172 | 0.5429 | 0.7172 | 0.8469 |
| 0.39 | 6.1163 | 526 | 0.6905 | 0.4743 | 0.6905 | 0.8310 |
| 0.39 | 6.1395 | 528 | 0.6610 | 0.5131 | 0.6610 | 0.8130 |
| 0.39 | 6.1628 | 530 | 0.6400 | 0.6622 | 0.6400 | 0.8000 |
| 0.39 | 6.1860 | 532 | 0.6408 | 0.6067 | 0.6408 | 0.8005 |
| 0.39 | 6.2093 | 534 | 0.6345 | 0.6805 | 0.6345 | 0.7966 |
| 0.39 | 6.2326 | 536 | 0.6747 | 0.5585 | 0.6747 | 0.8214 |
| 0.39 | 6.2558 | 538 | 0.7176 | 0.5787 | 0.7176 | 0.8471 |
| 0.39 | 6.2791 | 540 | 0.7376 | 0.5103 | 0.7376 | 0.8588 |
| 0.39 | 6.3023 | 542 | 0.7201 | 0.5003 | 0.7201 | 0.8486 |
| 0.39 | 6.3256 | 544 | 0.6976 | 0.4762 | 0.6976 | 0.8352 |
| 0.39 | 6.3488 | 546 | 0.6919 | 0.4762 | 0.6919 | 0.8318 |
| 0.39 | 6.3721 | 548 | 0.6758 | 0.4626 | 0.6758 | 0.8221 |
| 0.39 | 6.3953 | 550 | 0.6543 | 0.5375 | 0.6543 | 0.8089 |
| 0.39 | 6.4186 | 552 | 0.6273 | 0.6254 | 0.6273 | 0.7920 |
| 0.39 | 6.4419 | 554 | 0.6338 | 0.6172 | 0.6338 | 0.7961 |
| 0.39 | 6.4651 | 556 | 0.6587 | 0.6218 | 0.6587 | 0.8116 |
| 0.39 | 6.4884 | 558 | 0.6673 | 0.6231 | 0.6673 | 0.8169 |
| 0.39 | 6.5116 | 560 | 0.6671 | 0.5835 | 0.6671 | 0.8167 |
| 0.39 | 6.5349 | 562 | 0.6780 | 0.5260 | 0.6780 | 0.8234 |
| 0.39 | 6.5581 | 564 | 0.6721 | 0.5605 | 0.6721 | 0.8198 |
| 0.39 | 6.5814 | 566 | 0.6653 | 0.5103 | 0.6653 | 0.8157 |
| 0.39 | 6.6047 | 568 | 0.6653 | 0.5740 | 0.6653 | 0.8157 |
| 0.39 | 6.6279 | 570 | 0.6165 | 0.5565 | 0.6165 | 0.7851 |
| 0.39 | 6.6512 | 572 | 0.5961 | 0.6380 | 0.5961 | 0.7721 |
| 0.39 | 6.6744 | 574 | 0.6173 | 0.6720 | 0.6173 | 0.7857 |
| 0.39 | 6.6977 | 576 | 0.6519 | 0.6262 | 0.6519 | 0.8074 |
| 0.39 | 6.7209 | 578 | 0.6365 | 0.6516 | 0.6365 | 0.7978 |
| 0.39 | 6.7442 | 580 | 0.6219 | 0.6243 | 0.6219 | 0.7886 |
| 0.39 | 6.7674 | 582 | 0.6227 | 0.6682 | 0.6227 | 0.7891 |
| 0.39 | 6.7907 | 584 | 0.6354 | 0.5810 | 0.6354 | 0.7971 |
| 0.39 | 6.8140 | 586 | 0.6365 | 0.5835 | 0.6365 | 0.7978 |
| 0.39 | 6.8372 | 588 | 0.6541 | 0.5883 | 0.6541 | 0.8088 |
| 0.39 | 6.8605 | 590 | 0.6611 | 0.5883 | 0.6611 | 0.8131 |
| 0.39 | 6.8837 | 592 | 0.6505 | 0.5746 | 0.6505 | 0.8065 |
| 0.39 | 6.9070 | 594 | 0.6507 | 0.6001 | 0.6507 | 0.8066 |
| 0.39 | 6.9302 | 596 | 0.6400 | 0.6322 | 0.6400 | 0.8000 |
| 0.39 | 6.9535 | 598 | 0.6488 | 0.5810 | 0.6488 | 0.8055 |
| 0.39 | 6.9767 | 600 | 0.6793 | 0.5751 | 0.6793 | 0.8242 |
| 0.39 | 7.0 | 602 | 0.7176 | 0.5279 | 0.7176 | 0.8471 |
| 0.39 | 7.0233 | 604 | 0.7166 | 0.5305 | 0.7166 | 0.8465 |
| 0.39 | 7.0465 | 606 | 0.6608 | 0.5002 | 0.6608 | 0.8129 |
| 0.39 | 7.0698 | 608 | 0.6628 | 0.5974 | 0.6628 | 0.8141 |
| 0.39 | 7.0930 | 610 | 0.7160 | 0.4918 | 0.7160 | 0.8462 |
| 0.39 | 7.1163 | 612 | 0.7336 | 0.5035 | 0.7336 | 0.8565 |
| 0.39 | 7.1395 | 614 | 0.7048 | 0.5020 | 0.7048 | 0.8395 |
| 0.39 | 7.1628 | 616 | 0.6760 | 0.5536 | 0.6760 | 0.8222 |
| 0.39 | 7.1860 | 618 | 0.6955 | 0.5232 | 0.6955 | 0.8339 |
| 0.39 | 7.2093 | 620 | 0.7224 | 0.4858 | 0.7224 | 0.8500 |
| 0.39 | 7.2326 | 622 | 0.7522 | 0.4318 | 0.7522 | 0.8673 |
| 0.39 | 7.2558 | 624 | 0.7404 | 0.4450 | 0.7404 | 0.8605 |
| 0.39 | 7.2791 | 626 | 0.7235 | 0.4192 | 0.7235 | 0.8506 |
| 0.39 | 7.3023 | 628 | 0.7096 | 0.5035 | 0.7096 | 0.8424 |
| 0.39 | 7.3256 | 630 | 0.7008 | 0.5838 | 0.7008 | 0.8371 |
| 0.39 | 7.3488 | 632 | 0.6893 | 0.5838 | 0.6893 | 0.8302 |
| 0.39 | 7.3721 | 634 | 0.6990 | 0.4730 | 0.6990 | 0.8361 |
| 0.39 | 7.3953 | 636 | 0.7537 | 0.4180 | 0.7537 | 0.8682 |
| 0.39 | 7.4186 | 638 | 0.7750 | 0.4180 | 0.7750 | 0.8803 |
| 0.39 | 7.4419 | 640 | 0.7773 | 0.4180 | 0.7773 | 0.8817 |
| 0.39 | 7.4651 | 642 | 0.7845 | 0.4180 | 0.7845 | 0.8857 |
| 0.39 | 7.4884 | 644 | 0.8046 | 0.4417 | 0.8046 | 0.8970 |
| 0.39 | 7.5116 | 646 | 0.8109 | 0.4773 | 0.8109 | 0.9005 |
| 0.39 | 7.5349 | 648 | 0.7579 | 0.4666 | 0.7579 | 0.8705 |
| 0.39 | 7.5581 | 650 | 0.7019 | 0.4344 | 0.7019 | 0.8378 |
| 0.39 | 7.5814 | 652 | 0.6602 | 0.4227 | 0.6602 | 0.8125 |
| 0.39 | 7.6047 | 654 | 0.6519 | 0.5640 | 0.6519 | 0.8074 |
| 0.39 | 7.6279 | 656 | 0.6604 | 0.4624 | 0.6604 | 0.8127 |
| 0.39 | 7.6512 | 658 | 0.6839 | 0.4610 | 0.6839 | 0.8270 |
| 0.39 | 7.6744 | 660 | 0.7167 | 0.3921 | 0.7167 | 0.8466 |
| 0.39 | 7.6977 | 662 | 0.7613 | 0.3939 | 0.7613 | 0.8725 |
| 0.39 | 7.7209 | 664 | 0.7574 | 0.3939 | 0.7574 | 0.8703 |
| 0.39 | 7.7442 | 666 | 0.7255 | 0.4483 | 0.7255 | 0.8517 |
| 0.39 | 7.7674 | 668 | 0.6956 | 0.4743 | 0.6956 | 0.8341 |
| 0.39 | 7.7907 | 670 | 0.6768 | 0.5018 | 0.6768 | 0.8227 |
| 0.39 | 7.8140 | 672 | 0.6646 | 0.5422 | 0.6646 | 0.8153 |
| 0.39 | 7.8372 | 674 | 0.6644 | 0.5180 | 0.6644 | 0.8151 |
| 0.39 | 7.8605 | 676 | 0.6758 | 0.5180 | 0.6758 | 0.8221 |
| 0.39 | 7.8837 | 678 | 0.6962 | 0.4882 | 0.6962 | 0.8344 |
| 0.39 | 7.9070 | 680 | 0.7101 | 0.4361 | 0.7101 | 0.8427 |
| 0.39 | 7.9302 | 682 | 0.6204 | 0.6232 | 0.6204 | 0.7877 |
| 0.39 | 7.9535 | 684 | 0.6232 | 0.6047 | 0.6232 | 0.7894 |
| 0.39 | 7.9767 | 686 | 0.6440 | 0.6172 | 0.6440 | 0.8025 |
| 0.39 | 8.0 | 688 | 0.6650 | 0.5956 | 0.6650 | 0.8155 |
| 0.39 | 8.0233 | 690 | 0.6933 | 0.5518 | 0.6933 | 0.8326 |
| 0.39 | 8.0465 | 692 | 0.6511 | 0.6058 | 0.6511 | 0.8069 |
| 0.39 | 8.0698 | 694 | 0.6365 | 0.6058 | 0.6365 | 0.7978 |
| 0.39 | 8.0930 | 696 | 0.6150 | 0.6047 | 0.6150 | 0.7842 |
| 0.39 | 8.1163 | 698 | 0.6190 | 0.5807 | 0.6190 | 0.7868 |
| 0.39 | 8.1395 | 700 | 0.6184 | 0.6017 | 0.6184 | 0.7864 |
| 0.39 | 8.1628 | 702 | 0.6130 | 0.6118 | 0.6130 | 0.7830 |
| 0.39 | 8.1860 | 704 | 0.6183 | 0.6335 | 0.6183 | 0.7863 |
| 0.39 | 8.2093 | 706 | 0.6254 | 0.6370 | 0.6254 | 0.7908 |
| 0.39 | 8.2326 | 708 | 0.6214 | 0.6076 | 0.6214 | 0.7883 |
| 0.39 | 8.2558 | 710 | 0.6393 | 0.5806 | 0.6393 | 0.7995 |
| 0.39 | 8.2791 | 712 | 0.6263 | 0.6373 | 0.6263 | 0.7914 |
| 0.39 | 8.3023 | 714 | 0.6255 | 0.6370 | 0.6255 | 0.7909 |
| 0.39 | 8.3256 | 716 | 0.6124 | 0.6335 | 0.6124 | 0.7826 |
| 0.39 | 8.3488 | 718 | 0.6009 | 0.6217 | 0.6009 | 0.7751 |
| 0.39 | 8.3721 | 720 | 0.6487 | 0.5708 | 0.6487 | 0.8054 |
| 0.39 | 8.3953 | 722 | 0.7043 | 0.4670 | 0.7043 | 0.8392 |
| 0.39 | 8.4186 | 724 | 0.6645 | 0.5366 | 0.6645 | 0.8152 |
| 0.39 | 8.4419 | 726 | 0.6011 | 0.6485 | 0.6011 | 0.7753 |
| 0.39 | 8.4651 | 728 | 0.6163 | 0.6575 | 0.6163 | 0.7850 |
| 0.39 | 8.4884 | 730 | 0.7275 | 0.6019 | 0.7275 | 0.8530 |
| 0.39 | 8.5116 | 732 | 0.8133 | 0.5593 | 0.8133 | 0.9018 |
| 0.39 | 8.5349 | 734 | 0.8399 | 0.5490 | 0.8399 | 0.9164 |
| 0.39 | 8.5581 | 736 | 0.7638 | 0.5516 | 0.7638 | 0.8739 |
| 0.39 | 8.5814 | 738 | 0.6838 | 0.5220 | 0.6838 | 0.8269 |
| 0.39 | 8.6047 | 740 | 0.6434 | 0.5274 | 0.6434 | 0.8021 |
| 0.39 | 8.6279 | 742 | 0.6330 | 0.6291 | 0.6330 | 0.7956 |
| 0.39 | 8.6512 | 744 | 0.6214 | 0.6172 | 0.6214 | 0.7883 |
| 0.39 | 8.6744 | 746 | 0.6030 | 0.6485 | 0.6030 | 0.7765 |
| 0.39 | 8.6977 | 748 | 0.5935 | 0.6370 | 0.5935 | 0.7704 |
| 0.39 | 8.7209 | 750 | 0.6127 | 0.6396 | 0.6127 | 0.7827 |
| 0.39 | 8.7442 | 752 | 0.6687 | 0.6099 | 0.6687 | 0.8177 |
| 0.39 | 8.7674 | 754 | 0.7199 | 0.5584 | 0.7199 | 0.8484 |
| 0.39 | 8.7907 | 756 | 0.7313 | 0.5183 | 0.7313 | 0.8552 |
| 0.39 | 8.8140 | 758 | 0.7061 | 0.4728 | 0.7061 | 0.8403 |
| 0.39 | 8.8372 | 760 | 0.6707 | 0.5103 | 0.6707 | 0.8190 |
| 0.39 | 8.8605 | 762 | 0.6165 | 0.5746 | 0.6165 | 0.7852 |
| 0.39 | 8.8837 | 764 | 0.5901 | 0.6128 | 0.5901 | 0.7682 |
| 0.39 | 8.9070 | 766 | 0.5923 | 0.6198 | 0.5923 | 0.7696 |
| 0.39 | 8.9302 | 768 | 0.6426 | 0.6199 | 0.6426 | 0.8016 |
| 0.39 | 8.9535 | 770 | 0.6906 | 0.5584 | 0.6906 | 0.8310 |
| 0.39 | 8.9767 | 772 | 0.7480 | 0.4599 | 0.7480 | 0.8649 |
| 0.39 | 9.0 | 774 | 0.7421 | 0.4858 | 0.7421 | 0.8615 |
| 0.39 | 9.0233 | 776 | 0.7042 | 0.4612 | 0.7042 | 0.8392 |
| 0.39 | 9.0465 | 778 | 0.6600 | 0.5989 | 0.6600 | 0.8124 |
| 0.39 | 9.0698 | 780 | 0.6248 | 0.5847 | 0.6248 | 0.7904 |
| 0.39 | 9.0930 | 782 | 0.6082 | 0.6405 | 0.6082 | 0.7798 |
| 0.39 | 9.1163 | 784 | 0.6245 | 0.6748 | 0.6245 | 0.7903 |
| 0.39 | 9.1395 | 786 | 0.6519 | 0.5595 | 0.6519 | 0.8074 |
| 0.39 | 9.1628 | 788 | 0.6284 | 0.6438 | 0.6284 | 0.7927 |
| 0.39 | 9.1860 | 790 | 0.6076 | 0.5917 | 0.6076 | 0.7795 |
| 0.39 | 9.2093 | 792 | 0.6065 | 0.5972 | 0.6065 | 0.7788 |
| 0.39 | 9.2326 | 794 | 0.6080 | 0.5943 | 0.6080 | 0.7797 |
| 0.39 | 9.2558 | 796 | 0.5928 | 0.5917 | 0.5928 | 0.7699 |
| 0.39 | 9.2791 | 798 | 0.5615 | 0.6301 | 0.5615 | 0.7494 |
| 0.39 | 9.3023 | 800 | 0.5355 | 0.6681 | 0.5355 | 0.7317 |
| 0.39 | 9.3256 | 802 | 0.5362 | 0.7142 | 0.5362 | 0.7322 |
| 0.39 | 9.3488 | 804 | 0.5837 | 0.6394 | 0.5837 | 0.7640 |
| 0.39 | 9.3721 | 806 | 0.5818 | 0.6394 | 0.5818 | 0.7628 |
| 0.39 | 9.3953 | 808 | 0.5666 | 0.6729 | 0.5666 | 0.7528 |
| 0.39 | 9.4186 | 810 | 0.5984 | 0.6456 | 0.5984 | 0.7736 |
| 0.39 | 9.4419 | 812 | 0.6595 | 0.5986 | 0.6595 | 0.8121 |
| 0.39 | 9.4651 | 814 | 0.7527 | 0.5677 | 0.7527 | 0.8676 |
| 0.39 | 9.4884 | 816 | 0.8090 | 0.5411 | 0.8090 | 0.8994 |
| 0.39 | 9.5116 | 818 | 0.8686 | 0.4898 | 0.8686 | 0.9320 |
| 0.39 | 9.5349 | 820 | 0.9076 | 0.4983 | 0.9076 | 0.9527 |
| 0.39 | 9.5581 | 822 | 0.8579 | 0.4983 | 0.8579 | 0.9262 |
| 0.39 | 9.5814 | 824 | 0.7809 | 0.5902 | 0.7809 | 0.8837 |
| 0.39 | 9.6047 | 826 | 0.6770 | 0.5438 | 0.6770 | 0.8228 |
| 0.39 | 9.6279 | 828 | 0.6615 | 0.5472 | 0.6615 | 0.8134 |
| 0.39 | 9.6512 | 830 | 0.6617 | 0.5835 | 0.6617 | 0.8134 |
| 0.39 | 9.6744 | 832 | 0.6318 | 0.6559 | 0.6318 | 0.7949 |
| 0.39 | 9.6977 | 834 | 0.6289 | 0.7011 | 0.6289 | 0.7930 |
| 0.39 | 9.7209 | 836 | 0.6489 | 0.6529 | 0.6489 | 0.8056 |
| 0.39 | 9.7442 | 838 | 0.6306 | 0.6849 | 0.6306 | 0.7941 |
| 0.39 | 9.7674 | 840 | 0.6018 | 0.6833 | 0.6018 | 0.7758 |
| 0.39 | 9.7907 | 842 | 0.5707 | 0.7102 | 0.5707 | 0.7554 |
| 0.39 | 9.8140 | 844 | 0.5391 | 0.6879 | 0.5391 | 0.7342 |
| 0.39 | 9.8372 | 846 | 0.5270 | 0.6768 | 0.5270 | 0.7260 |
| 0.39 | 9.8605 | 848 | 0.5206 | 0.6681 | 0.5206 | 0.7216 |
| 0.39 | 9.8837 | 850 | 0.5210 | 0.6849 | 0.5210 | 0.7218 |
| 0.39 | 9.9070 | 852 | 0.5271 | 0.6673 | 0.5271 | 0.7260 |
| 0.39 | 9.9302 | 854 | 0.5478 | 0.6332 | 0.5478 | 0.7401 |
| 0.39 | 9.9535 | 856 | 0.5647 | 0.6332 | 0.5647 | 0.7515 |
| 0.39 | 9.9767 | 858 | 0.5727 | 0.6332 | 0.5727 | 0.7568 |
| 0.39 | 10.0 | 860 | 0.5738 | 0.6332 | 0.5738 | 0.7575 |
| 0.39 | 10.0233 | 862 | 0.5737 | 0.6343 | 0.5737 | 0.7575 |
| 0.39 | 10.0465 | 864 | 0.5677 | 0.6343 | 0.5677 | 0.7535 |
| 0.39 | 10.0698 | 866 | 0.5795 | 0.6343 | 0.5795 | 0.7613 |
| 0.39 | 10.0930 | 868 | 0.6062 | 0.6332 | 0.6062 | 0.7786 |
| 0.39 | 10.1163 | 870 | 0.6304 | 0.6682 | 0.6304 | 0.7940 |
| 0.39 | 10.1395 | 872 | 0.6257 | 0.6332 | 0.6257 | 0.7910 |
| 0.39 | 10.1628 | 874 | 0.6131 | 0.5783 | 0.6131 | 0.7830 |
| 0.39 | 10.1860 | 876 | 0.5915 | 0.5894 | 0.5915 | 0.7691 |
| 0.39 | 10.2093 | 878 | 0.5790 | 0.6017 | 0.5790 | 0.7609 |
| 0.39 | 10.2326 | 880 | 0.5779 | 0.6017 | 0.5779 | 0.7602 |
| 0.39 | 10.2558 | 882 | 0.5880 | 0.5894 | 0.5880 | 0.7668 |
| 0.39 | 10.2791 | 884 | 0.5927 | 0.6013 | 0.5927 | 0.7699 |
| 0.39 | 10.3023 | 886 | 0.5996 | 0.6001 | 0.5996 | 0.7743 |
| 0.39 | 10.3256 | 888 | 0.6065 | 0.6013 | 0.6065 | 0.7788 |
| 0.39 | 10.3488 | 890 | 0.6123 | 0.5656 | 0.6123 | 0.7825 |
| 0.39 | 10.3721 | 892 | 0.6051 | 0.5542 | 0.6051 | 0.7779 |
| 0.39 | 10.3953 | 894 | 0.5985 | 0.5771 | 0.5985 | 0.7736 |
| 0.39 | 10.4186 | 896 | 0.5821 | 0.6537 | 0.5821 | 0.7629 |
| 0.39 | 10.4419 | 898 | 0.5715 | 0.6537 | 0.5715 | 0.7559 |
| 0.39 | 10.4651 | 900 | 0.5651 | 0.6733 | 0.5651 | 0.7517 |
| 0.39 | 10.4884 | 902 | 0.5803 | 0.6006 | 0.5803 | 0.7618 |
| 0.39 | 10.5116 | 904 | 0.5925 | 0.5669 | 0.5925 | 0.7697 |
| 0.39 | 10.5349 | 906 | 0.6116 | 0.5669 | 0.6116 | 0.7820 |
| 0.39 | 10.5581 | 908 | 0.6341 | 0.5783 | 0.6341 | 0.7963 |
| 0.39 | 10.5814 | 910 | 0.6401 | 0.5771 | 0.6401 | 0.8000 |
| 0.39 | 10.6047 | 912 | 0.6485 | 0.5712 | 0.6485 | 0.8053 |
| 0.39 | 10.6279 | 914 | 0.6935 | 0.4741 | 0.6935 | 0.8327 |
| 0.39 | 10.6512 | 916 | 0.7177 | 0.4613 | 0.7177 | 0.8472 |
| 0.39 | 10.6744 | 918 | 0.7193 | 0.4628 | 0.7193 | 0.8481 |
| 0.39 | 10.6977 | 920 | 0.7219 | 0.4628 | 0.7219 | 0.8496 |
| 0.39 | 10.7209 | 922 | 0.7225 | 0.4494 | 0.7225 | 0.8500 |
| 0.39 | 10.7442 | 924 | 0.7052 | 0.4494 | 0.7052 | 0.8398 |
| 0.39 | 10.7674 | 926 | 0.6955 | 0.4494 | 0.6955 | 0.8339 |
| 0.39 | 10.7907 | 928 | 0.6923 | 0.5093 | 0.6923 | 0.8321 |
| 0.39 | 10.8140 | 930 | 0.6999 | 0.4858 | 0.6999 | 0.8366 |
| 0.39 | 10.8372 | 932 | 0.7021 | 0.4515 | 0.7021 | 0.8379 |
| 0.39 | 10.8605 | 934 | 0.7037 | 0.4515 | 0.7037 | 0.8389 |
| 0.39 | 10.8837 | 936 | 0.6995 | 0.5305 | 0.6995 | 0.8364 |
| 0.39 | 10.9070 | 938 | 0.7191 | 0.5383 | 0.7191 | 0.8480 |
| 0.39 | 10.9302 | 940 | 0.7610 | 0.5628 | 0.7610 | 0.8723 |
| 0.39 | 10.9535 | 942 | 0.8060 | 0.5294 | 0.8060 | 0.8978 |
| 0.39 | 10.9767 | 944 | 0.8056 | 0.4694 | 0.8056 | 0.8976 |
| 0.39 | 11.0 | 946 | 0.7590 | 0.4832 | 0.7590 | 0.8712 |
| 0.39 | 11.0233 | 948 | 0.7335 | 0.4862 | 0.7335 | 0.8565 |
| 0.39 | 11.0465 | 950 | 0.7346 | 0.4746 | 0.7346 | 0.8571 |
| 0.39 | 11.0698 | 952 | 0.7526 | 0.4746 | 0.7526 | 0.8675 |
| 0.39 | 11.0930 | 954 | 0.7796 | 0.3663 | 0.7796 | 0.8830 |
| 0.39 | 11.1163 | 956 | 0.7795 | 0.3802 | 0.7795 | 0.8829 |
| 0.39 | 11.1395 | 958 | 0.7698 | 0.4075 | 0.7698 | 0.8774 |
| 0.39 | 11.1628 | 960 | 0.7236 | 0.4461 | 0.7236 | 0.8506 |
| 0.39 | 11.1860 | 962 | 0.6839 | 0.4847 | 0.6839 | 0.8270 |
| 0.39 | 11.2093 | 964 | 0.6457 | 0.5666 | 0.6457 | 0.8036 |
| 0.39 | 11.2326 | 966 | 0.6322 | 0.5796 | 0.6322 | 0.7951 |
| 0.39 | 11.2558 | 968 | 0.6377 | 0.5679 | 0.6377 | 0.7986 |
| 0.39 | 11.2791 | 970 | 0.6387 | 0.5666 | 0.6387 | 0.7992 |
| 0.39 | 11.3023 | 972 | 0.6385 | 0.5653 | 0.6385 | 0.7991 |
| 0.39 | 11.3256 | 974 | 0.6535 | 0.5614 | 0.6535 | 0.8084 |
| 0.39 | 11.3488 | 976 | 0.6727 | 0.4847 | 0.6727 | 0.8202 |
| 0.39 | 11.3721 | 978 | 0.6578 | 0.5614 | 0.6578 | 0.8111 |
| 0.39 | 11.3953 | 980 | 0.6471 | 0.5495 | 0.6471 | 0.8044 |
| 0.39 | 11.4186 | 982 | 0.6437 | 0.5288 | 0.6437 | 0.8023 |
| 0.39 | 11.4419 | 984 | 0.6398 | 0.5627 | 0.6398 | 0.7999 |
| 0.39 | 11.4651 | 986 | 0.6239 | 0.6486 | 0.6239 | 0.7899 |
| 0.39 | 11.4884 | 988 | 0.6154 | 0.5914 | 0.6154 | 0.7844 |
| 0.39 | 11.5116 | 990 | 0.6160 | 0.5914 | 0.6160 | 0.7849 |
| 0.39 | 11.5349 | 992 | 0.6181 | 0.5821 | 0.6181 | 0.7862 |
| 0.39 | 11.5581 | 994 | 0.6167 | 0.5926 | 0.6167 | 0.7853 |
| 0.39 | 11.5814 | 996 | 0.6217 | 0.5570 | 0.6217 | 0.7885 |
| 0.39 | 11.6047 | 998 | 0.6314 | 0.6064 | 0.6314 | 0.7946 |
| 0.077 | 11.6279 | 1000 | 0.6569 | 0.5605 | 0.6569 | 0.8105 |
| 0.077 | 11.6512 | 1002 | 0.6872 | 0.5232 | 0.6872 | 0.8290 |
| 0.077 | 11.6744 | 1004 | 0.7217 | 0.4980 | 0.7217 | 0.8495 |
| 0.077 | 11.6977 | 1006 | 0.7519 | 0.4980 | 0.7519 | 0.8671 |
| 0.077 | 11.7209 | 1008 | 0.7646 | 0.4867 | 0.7646 | 0.8744 |
| 0.077 | 11.7442 | 1010 | 0.7714 | 0.4980 | 0.7714 | 0.8783 |
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_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k17_task5_organization
Base model
aubmindlab/bert-base-arabertv02