Instructions to use MayBashendy/ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k17_task5_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k17_task5_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k17_task5_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k17_task5_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k17_task5_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_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: 1.1351
- Qwk: 0.1625
- Mse: 1.1351
- Rmse: 1.0654
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 | 0.0247 | 2 | 3.9568 | -0.0254 | 3.9568 | 1.9892 |
| No log | 0.0494 | 4 | 2.2874 | 0.0271 | 2.2874 | 1.5124 |
| No log | 0.0741 | 6 | 1.3407 | 0.0226 | 1.3407 | 1.1579 |
| No log | 0.0988 | 8 | 1.0919 | 0.1810 | 1.0919 | 1.0449 |
| No log | 0.1235 | 10 | 1.1441 | 0.0950 | 1.1441 | 1.0696 |
| No log | 0.1481 | 12 | 1.1425 | 0.0762 | 1.1425 | 1.0689 |
| No log | 0.1728 | 14 | 1.0738 | 0.1137 | 1.0738 | 1.0363 |
| No log | 0.1975 | 16 | 1.0837 | 0.2391 | 1.0837 | 1.0410 |
| No log | 0.2222 | 18 | 1.1033 | 0.1953 | 1.1033 | 1.0504 |
| No log | 0.2469 | 20 | 1.3217 | 0.1085 | 1.3217 | 1.1496 |
| No log | 0.2716 | 22 | 1.3836 | 0.1486 | 1.3836 | 1.1763 |
| No log | 0.2963 | 24 | 1.2513 | 0.1498 | 1.2513 | 1.1186 |
| No log | 0.3210 | 26 | 1.1464 | 0.2367 | 1.1464 | 1.0707 |
| No log | 0.3457 | 28 | 1.1285 | 0.2049 | 1.1285 | 1.0623 |
| No log | 0.3704 | 30 | 1.2341 | 0.2380 | 1.2341 | 1.1109 |
| No log | 0.3951 | 32 | 1.6957 | 0.0473 | 1.6957 | 1.3022 |
| No log | 0.4198 | 34 | 1.6222 | 0.1483 | 1.6222 | 1.2737 |
| No log | 0.4444 | 36 | 1.3952 | 0.2041 | 1.3952 | 1.1812 |
| No log | 0.4691 | 38 | 1.1708 | 0.2199 | 1.1708 | 1.0820 |
| No log | 0.4938 | 40 | 1.1473 | 0.2199 | 1.1473 | 1.0711 |
| No log | 0.5185 | 42 | 1.2778 | 0.2398 | 1.2778 | 1.1304 |
| No log | 0.5432 | 44 | 1.5752 | 0.1924 | 1.5752 | 1.2551 |
| No log | 0.5679 | 46 | 1.7591 | 0.1379 | 1.7591 | 1.3263 |
| No log | 0.5926 | 48 | 1.9495 | 0.0871 | 1.9495 | 1.3962 |
| No log | 0.6173 | 50 | 1.6201 | 0.1400 | 1.6201 | 1.2728 |
| No log | 0.6420 | 52 | 1.2983 | 0.2935 | 1.2983 | 1.1394 |
| No log | 0.6667 | 54 | 1.2115 | 0.3015 | 1.2115 | 1.1007 |
| No log | 0.6914 | 56 | 1.0807 | 0.1794 | 1.0807 | 1.0395 |
| No log | 0.7160 | 58 | 1.0509 | 0.1408 | 1.0509 | 1.0252 |
| No log | 0.7407 | 60 | 1.0584 | 0.2265 | 1.0584 | 1.0288 |
| No log | 0.7654 | 62 | 1.1409 | 0.3102 | 1.1409 | 1.0681 |
| No log | 0.7901 | 64 | 1.3766 | 0.1702 | 1.3766 | 1.1733 |
| No log | 0.8148 | 66 | 1.6716 | 0.1251 | 1.6716 | 1.2929 |
| No log | 0.8395 | 68 | 1.4960 | 0.2188 | 1.4960 | 1.2231 |
| No log | 0.8642 | 70 | 1.1236 | 0.2999 | 1.1236 | 1.0600 |
| No log | 0.8889 | 72 | 0.9938 | 0.2857 | 0.9938 | 0.9969 |
| No log | 0.9136 | 74 | 1.0180 | 0.2963 | 1.0180 | 1.0089 |
| No log | 0.9383 | 76 | 1.2419 | 0.3187 | 1.2419 | 1.1144 |
| No log | 0.9630 | 78 | 2.0011 | 0.2056 | 2.0011 | 1.4146 |
| No log | 0.9877 | 80 | 2.3830 | 0.0986 | 2.3830 | 1.5437 |
| No log | 1.0123 | 82 | 2.0520 | 0.1379 | 2.0520 | 1.4325 |
| No log | 1.0370 | 84 | 1.5417 | 0.1685 | 1.5417 | 1.2417 |
| No log | 1.0617 | 86 | 1.2949 | 0.2065 | 1.2949 | 1.1379 |
| No log | 1.0864 | 88 | 1.1403 | 0.1641 | 1.1403 | 1.0678 |
| No log | 1.1111 | 90 | 1.0477 | 0.2564 | 1.0477 | 1.0236 |
| No log | 1.1358 | 92 | 1.0007 | 0.1671 | 1.0007 | 1.0004 |
| No log | 1.1605 | 94 | 1.0031 | 0.1794 | 1.0031 | 1.0015 |
| No log | 1.1852 | 96 | 1.0133 | 0.2094 | 1.0133 | 1.0066 |
| No log | 1.2099 | 98 | 1.0058 | 0.1616 | 1.0058 | 1.0029 |
| No log | 1.2346 | 100 | 1.0133 | 0.2120 | 1.0133 | 1.0066 |
| No log | 1.2593 | 102 | 1.0852 | 0.2056 | 1.0852 | 1.0417 |
| No log | 1.2840 | 104 | 1.1002 | 0.2056 | 1.1002 | 1.0489 |
| No log | 1.3086 | 106 | 1.0114 | 0.2479 | 1.0114 | 1.0057 |
| No log | 1.3333 | 108 | 1.0289 | 0.3008 | 1.0289 | 1.0143 |
| No log | 1.3580 | 110 | 1.0198 | 0.3008 | 1.0198 | 1.0099 |
| No log | 1.3827 | 112 | 1.0136 | 0.2667 | 1.0136 | 1.0068 |
| No log | 1.4074 | 114 | 1.2017 | 0.2367 | 1.2017 | 1.0962 |
| No log | 1.4321 | 116 | 1.2222 | 0.2293 | 1.2222 | 1.1055 |
| No log | 1.4568 | 118 | 1.1339 | 0.1895 | 1.1339 | 1.0648 |
| No log | 1.4815 | 120 | 1.0335 | 0.3175 | 1.0335 | 1.0166 |
| No log | 1.5062 | 122 | 1.0102 | 0.2716 | 1.0102 | 1.0051 |
| No log | 1.5309 | 124 | 1.0763 | 0.2292 | 1.0763 | 1.0374 |
| No log | 1.5556 | 126 | 1.2735 | 0.1966 | 1.2735 | 1.1285 |
| No log | 1.5802 | 128 | 1.3007 | 0.1966 | 1.3007 | 1.1405 |
| No log | 1.6049 | 130 | 1.2292 | 0.1943 | 1.2292 | 1.1087 |
| No log | 1.6296 | 132 | 1.1039 | 0.2850 | 1.1039 | 1.0507 |
| No log | 1.6543 | 134 | 1.0030 | 0.3291 | 1.0030 | 1.0015 |
| No log | 1.6790 | 136 | 1.0023 | 0.2922 | 1.0023 | 1.0011 |
| No log | 1.7037 | 138 | 1.0621 | 0.3062 | 1.0621 | 1.0306 |
| No log | 1.7284 | 140 | 1.0896 | 0.3172 | 1.0896 | 1.0439 |
| No log | 1.7531 | 142 | 1.0916 | 0.2759 | 1.0916 | 1.0448 |
| No log | 1.7778 | 144 | 1.0049 | 0.2290 | 1.0049 | 1.0025 |
| No log | 1.8025 | 146 | 1.0089 | 0.2290 | 1.0089 | 1.0044 |
| No log | 1.8272 | 148 | 1.0272 | 0.3485 | 1.0272 | 1.0135 |
| No log | 1.8519 | 150 | 1.0888 | 0.3361 | 1.0888 | 1.0435 |
| No log | 1.8765 | 152 | 1.0615 | 0.3548 | 1.0615 | 1.0303 |
| No log | 1.9012 | 154 | 1.0591 | 0.3430 | 1.0591 | 1.0291 |
| No log | 1.9259 | 156 | 1.1839 | 0.2465 | 1.1839 | 1.0881 |
| No log | 1.9506 | 158 | 1.1423 | 0.4233 | 1.1423 | 1.0688 |
| No log | 1.9753 | 160 | 0.9460 | 0.3210 | 0.9460 | 0.9726 |
| No log | 2.0 | 162 | 0.9242 | 0.4537 | 0.9242 | 0.9613 |
| No log | 2.0247 | 164 | 0.9139 | 0.4531 | 0.9139 | 0.9560 |
| No log | 2.0494 | 166 | 0.9961 | 0.4004 | 0.9961 | 0.9981 |
| No log | 2.0741 | 168 | 1.2627 | 0.25 | 1.2627 | 1.1237 |
| No log | 2.0988 | 170 | 1.3251 | 0.2075 | 1.3251 | 1.1511 |
| No log | 2.1235 | 172 | 1.1158 | 0.3513 | 1.1158 | 1.0563 |
| No log | 2.1481 | 174 | 0.9957 | 0.3042 | 0.9957 | 0.9978 |
| No log | 2.1728 | 176 | 0.9882 | 0.3291 | 0.9882 | 0.9941 |
| No log | 2.1975 | 178 | 1.0109 | 0.3196 | 1.0109 | 1.0054 |
| No log | 2.2222 | 180 | 1.1373 | 0.3154 | 1.1373 | 1.0664 |
| No log | 2.2469 | 182 | 1.1952 | 0.3405 | 1.1952 | 1.0933 |
| No log | 2.2716 | 184 | 1.0289 | 0.3705 | 1.0289 | 1.0143 |
| No log | 2.2963 | 186 | 0.8899 | 0.2620 | 0.8899 | 0.9434 |
| No log | 2.3210 | 188 | 0.8829 | 0.2326 | 0.8829 | 0.9396 |
| No log | 2.3457 | 190 | 0.8665 | 0.3760 | 0.8665 | 0.9309 |
| No log | 2.3704 | 192 | 0.8675 | 0.3933 | 0.8675 | 0.9314 |
| No log | 2.3951 | 194 | 0.9342 | 0.4053 | 0.9342 | 0.9665 |
| No log | 2.4198 | 196 | 0.9833 | 0.3833 | 0.9833 | 0.9916 |
| No log | 2.4444 | 198 | 0.9243 | 0.3719 | 0.9243 | 0.9614 |
| No log | 2.4691 | 200 | 0.8955 | 0.3408 | 0.8955 | 0.9463 |
| No log | 2.4938 | 202 | 0.9066 | 0.3552 | 0.9066 | 0.9522 |
| No log | 2.5185 | 204 | 0.9260 | 0.3418 | 0.9260 | 0.9623 |
| No log | 2.5432 | 206 | 0.9919 | 0.4499 | 0.9919 | 0.9959 |
| No log | 2.5679 | 208 | 1.0373 | 0.3792 | 1.0373 | 1.0185 |
| No log | 2.5926 | 210 | 1.0113 | 0.4404 | 1.0113 | 1.0056 |
| No log | 2.6173 | 212 | 1.0082 | 0.4073 | 1.0082 | 1.0041 |
| No log | 2.6420 | 214 | 1.0074 | 0.3577 | 1.0074 | 1.0037 |
| No log | 2.6667 | 216 | 1.0119 | 0.2974 | 1.0119 | 1.0059 |
| No log | 2.6914 | 218 | 1.0181 | 0.2791 | 1.0181 | 1.0090 |
| No log | 2.7160 | 220 | 0.9702 | 0.3609 | 0.9702 | 0.9850 |
| No log | 2.7407 | 222 | 0.9159 | 0.3896 | 0.9159 | 0.9570 |
| No log | 2.7654 | 224 | 0.9022 | 0.4215 | 0.9022 | 0.9498 |
| No log | 2.7901 | 226 | 0.9246 | 0.4118 | 0.9246 | 0.9616 |
| No log | 2.8148 | 228 | 0.9183 | 0.3856 | 0.9183 | 0.9583 |
| No log | 2.8395 | 230 | 0.9406 | 0.4328 | 0.9406 | 0.9698 |
| No log | 2.8642 | 232 | 0.9696 | 0.4089 | 0.9696 | 0.9847 |
| No log | 2.8889 | 234 | 0.9847 | 0.4116 | 0.9847 | 0.9923 |
| No log | 2.9136 | 236 | 1.0445 | 0.3718 | 1.0445 | 1.0220 |
| No log | 2.9383 | 238 | 1.0097 | 0.3902 | 1.0097 | 1.0048 |
| No log | 2.9630 | 240 | 0.9603 | 0.2871 | 0.9603 | 0.9800 |
| No log | 2.9877 | 242 | 0.9698 | 0.3671 | 0.9698 | 0.9848 |
| No log | 3.0123 | 244 | 1.0033 | 0.3373 | 1.0033 | 1.0016 |
| No log | 3.0370 | 246 | 1.0820 | 0.3584 | 1.0820 | 1.0402 |
| No log | 3.0617 | 248 | 1.1509 | 0.3284 | 1.1509 | 1.0728 |
| No log | 3.0864 | 250 | 1.0561 | 0.3785 | 1.0561 | 1.0276 |
| No log | 3.1111 | 252 | 1.0348 | 0.3657 | 1.0348 | 1.0173 |
| No log | 3.1358 | 254 | 1.0440 | 0.4020 | 1.0440 | 1.0218 |
| No log | 3.1605 | 256 | 1.0000 | 0.3615 | 1.0000 | 1.0000 |
| No log | 3.1852 | 258 | 0.9922 | 0.3008 | 0.9922 | 0.9961 |
| No log | 3.2099 | 260 | 0.9758 | 0.3414 | 0.9758 | 0.9878 |
| No log | 3.2346 | 262 | 0.9668 | 0.3505 | 0.9668 | 0.9833 |
| No log | 3.2593 | 264 | 1.0002 | 0.3445 | 1.0002 | 1.0001 |
| No log | 3.2840 | 266 | 1.0152 | 0.3108 | 1.0152 | 1.0076 |
| No log | 3.3086 | 268 | 1.0122 | 0.3108 | 1.0122 | 1.0061 |
| No log | 3.3333 | 270 | 0.9826 | 0.2976 | 0.9826 | 0.9912 |
| No log | 3.3580 | 272 | 1.0138 | 0.3709 | 1.0138 | 1.0069 |
| No log | 3.3827 | 274 | 1.0064 | 0.3709 | 1.0064 | 1.0032 |
| No log | 3.4074 | 276 | 0.9781 | 0.3896 | 0.9781 | 0.9890 |
| No log | 3.4321 | 278 | 1.0476 | 0.3430 | 1.0476 | 1.0235 |
| No log | 3.4568 | 280 | 1.0813 | 0.3763 | 1.0813 | 1.0398 |
| No log | 3.4815 | 282 | 1.0176 | 0.4663 | 1.0176 | 1.0088 |
| No log | 3.5062 | 284 | 1.0415 | 0.3508 | 1.0415 | 1.0206 |
| No log | 3.5309 | 286 | 1.0506 | 0.3737 | 1.0506 | 1.0250 |
| No log | 3.5556 | 288 | 0.9946 | 0.3651 | 0.9946 | 0.9973 |
| No log | 3.5802 | 290 | 0.9407 | 0.3642 | 0.9407 | 0.9699 |
| No log | 3.6049 | 292 | 0.9357 | 0.3250 | 0.9357 | 0.9673 |
| No log | 3.6296 | 294 | 0.9196 | 0.2879 | 0.9196 | 0.9590 |
| No log | 3.6543 | 296 | 0.9069 | 0.3797 | 0.9069 | 0.9523 |
| No log | 3.6790 | 298 | 0.9222 | 0.3448 | 0.9222 | 0.9603 |
| No log | 3.7037 | 300 | 0.9406 | 0.4100 | 0.9406 | 0.9698 |
| No log | 3.7284 | 302 | 0.9253 | 0.3998 | 0.9253 | 0.9619 |
| No log | 3.7531 | 304 | 0.8998 | 0.3932 | 0.8998 | 0.9486 |
| No log | 3.7778 | 306 | 0.8867 | 0.3112 | 0.8867 | 0.9416 |
| No log | 3.8025 | 308 | 0.8939 | 0.3293 | 0.8939 | 0.9455 |
| No log | 3.8272 | 310 | 0.8711 | 0.3877 | 0.8711 | 0.9333 |
| No log | 3.8519 | 312 | 0.8636 | 0.3933 | 0.8636 | 0.9293 |
| No log | 3.8765 | 314 | 0.8735 | 0.4544 | 0.8735 | 0.9346 |
| No log | 3.9012 | 316 | 0.9196 | 0.4645 | 0.9196 | 0.9589 |
| No log | 3.9259 | 318 | 1.0083 | 0.3859 | 1.0083 | 1.0041 |
| No log | 3.9506 | 320 | 1.0776 | 0.3346 | 1.0776 | 1.0381 |
| No log | 3.9753 | 322 | 1.1098 | 0.3093 | 1.1098 | 1.0535 |
| No log | 4.0 | 324 | 1.0847 | 0.2379 | 1.0847 | 1.0415 |
| No log | 4.0247 | 326 | 1.0482 | 0.2379 | 1.0482 | 1.0238 |
| No log | 4.0494 | 328 | 1.0163 | 0.2673 | 1.0163 | 1.0081 |
| No log | 4.0741 | 330 | 1.0157 | 0.3680 | 1.0157 | 1.0078 |
| No log | 4.0988 | 332 | 0.9921 | 0.3291 | 0.9921 | 0.9961 |
| No log | 4.1235 | 334 | 0.9887 | 0.2219 | 0.9887 | 0.9944 |
| No log | 4.1481 | 336 | 1.0468 | 0.3154 | 1.0468 | 1.0231 |
| No log | 4.1728 | 338 | 1.0277 | 0.3427 | 1.0277 | 1.0138 |
| No log | 4.1975 | 340 | 1.0078 | 0.3284 | 1.0078 | 1.0039 |
| No log | 4.2222 | 342 | 1.0108 | 0.3836 | 1.0108 | 1.0054 |
| No log | 4.2469 | 344 | 0.9829 | 0.3284 | 0.9829 | 0.9914 |
| No log | 4.2716 | 346 | 0.9823 | 0.3144 | 0.9823 | 0.9911 |
| No log | 4.2963 | 348 | 1.0149 | 0.3399 | 1.0149 | 1.0074 |
| No log | 4.3210 | 350 | 0.9851 | 0.3011 | 0.9851 | 0.9925 |
| No log | 4.3457 | 352 | 0.9702 | 0.3968 | 0.9702 | 0.9850 |
| No log | 4.3704 | 354 | 0.9800 | 0.4486 | 0.9800 | 0.9900 |
| No log | 4.3951 | 356 | 0.9841 | 0.3052 | 0.9841 | 0.9920 |
| No log | 4.4198 | 358 | 1.0481 | 0.2938 | 1.0481 | 1.0238 |
| No log | 4.4444 | 360 | 1.0632 | 0.3380 | 1.0632 | 1.0311 |
| No log | 4.4691 | 362 | 1.0516 | 0.3159 | 1.0516 | 1.0255 |
| No log | 4.4938 | 364 | 1.0591 | 0.3276 | 1.0591 | 1.0291 |
| No log | 4.5185 | 366 | 1.0389 | 0.2900 | 1.0389 | 1.0193 |
| No log | 4.5432 | 368 | 1.0636 | 0.3201 | 1.0636 | 1.0313 |
| No log | 4.5679 | 370 | 1.0579 | 0.3379 | 1.0579 | 1.0286 |
| No log | 4.5926 | 372 | 1.0249 | 0.2969 | 1.0249 | 1.0124 |
| No log | 4.6173 | 374 | 1.0343 | 0.3510 | 1.0343 | 1.0170 |
| No log | 4.6420 | 376 | 1.0970 | 0.3210 | 1.0970 | 1.0474 |
| No log | 4.6667 | 378 | 1.1175 | 0.3405 | 1.1175 | 1.0571 |
| No log | 4.6914 | 380 | 1.0589 | 0.2632 | 1.0589 | 1.0290 |
| No log | 4.7160 | 382 | 0.9751 | 0.2742 | 0.9751 | 0.9875 |
| No log | 4.7407 | 384 | 0.9588 | 0.2667 | 0.9588 | 0.9792 |
| No log | 4.7654 | 386 | 0.9574 | 0.2667 | 0.9574 | 0.9785 |
| No log | 4.7901 | 388 | 0.9650 | 0.3074 | 0.9650 | 0.9824 |
| No log | 4.8148 | 390 | 1.0128 | 0.3223 | 1.0128 | 1.0064 |
| No log | 4.8395 | 392 | 1.0411 | 0.3256 | 1.0411 | 1.0204 |
| No log | 4.8642 | 394 | 1.0391 | 0.3243 | 1.0391 | 1.0193 |
| No log | 4.8889 | 396 | 1.0320 | 0.4203 | 1.0320 | 1.0159 |
| No log | 4.9136 | 398 | 1.0276 | 0.4059 | 1.0276 | 1.0137 |
| No log | 4.9383 | 400 | 1.0610 | 0.2978 | 1.0610 | 1.0300 |
| No log | 4.9630 | 402 | 1.0811 | 0.3454 | 1.0811 | 1.0397 |
| No log | 4.9877 | 404 | 1.0217 | 0.3454 | 1.0217 | 1.0108 |
| No log | 5.0123 | 406 | 0.9377 | 0.3628 | 0.9377 | 0.9683 |
| No log | 5.0370 | 408 | 0.8986 | 0.3878 | 0.8986 | 0.9480 |
| No log | 5.0617 | 410 | 0.8935 | 0.4012 | 0.8935 | 0.9453 |
| No log | 5.0864 | 412 | 0.9358 | 0.4379 | 0.9358 | 0.9674 |
| No log | 5.1111 | 414 | 0.9941 | 0.4253 | 0.9941 | 0.9971 |
| No log | 5.1358 | 416 | 1.0157 | 0.3794 | 1.0157 | 1.0078 |
| No log | 5.1605 | 418 | 1.0349 | 0.3828 | 1.0349 | 1.0173 |
| No log | 5.1852 | 420 | 0.9665 | 0.3124 | 0.9665 | 0.9831 |
| No log | 5.2099 | 422 | 0.9415 | 0.3215 | 0.9415 | 0.9703 |
| No log | 5.2346 | 424 | 0.9530 | 0.3215 | 0.9530 | 0.9762 |
| No log | 5.2593 | 426 | 0.9674 | 0.2909 | 0.9674 | 0.9835 |
| No log | 5.2840 | 428 | 1.0072 | 0.2487 | 1.0072 | 1.0036 |
| No log | 5.3086 | 430 | 1.0427 | 0.3681 | 1.0427 | 1.0211 |
| No log | 5.3333 | 432 | 0.9837 | 0.2678 | 0.9837 | 0.9918 |
| No log | 5.3580 | 434 | 0.8974 | 0.3485 | 0.8974 | 0.9473 |
| No log | 5.3827 | 436 | 0.9410 | 0.3651 | 0.9410 | 0.9700 |
| No log | 5.4074 | 438 | 1.0611 | 0.4214 | 1.0611 | 1.0301 |
| No log | 5.4321 | 440 | 1.0333 | 0.3796 | 1.0333 | 1.0165 |
| No log | 5.4568 | 442 | 0.9228 | 0.4225 | 0.9228 | 0.9606 |
| No log | 5.4815 | 444 | 0.9623 | 0.3144 | 0.9623 | 0.9810 |
| No log | 5.5062 | 446 | 1.0586 | 0.4403 | 1.0586 | 1.0289 |
| No log | 5.5309 | 448 | 1.0952 | 0.4389 | 1.0952 | 1.0465 |
| No log | 5.5556 | 450 | 1.1060 | 0.4156 | 1.1060 | 1.0517 |
| No log | 5.5802 | 452 | 1.0384 | 0.4401 | 1.0384 | 1.0190 |
| No log | 5.6049 | 454 | 1.0629 | 0.3975 | 1.0629 | 1.0310 |
| No log | 5.6296 | 456 | 1.0868 | 0.4058 | 1.0868 | 1.0425 |
| No log | 5.6543 | 458 | 1.0356 | 0.4155 | 1.0356 | 1.0176 |
| No log | 5.6790 | 460 | 1.0583 | 0.4107 | 1.0583 | 1.0288 |
| No log | 5.7037 | 462 | 1.0963 | 0.4449 | 1.0963 | 1.0471 |
| No log | 5.7284 | 464 | 1.1195 | 0.4115 | 1.1195 | 1.0581 |
| No log | 5.7531 | 466 | 1.0625 | 0.4123 | 1.0625 | 1.0308 |
| No log | 5.7778 | 468 | 0.9855 | 0.3243 | 0.9855 | 0.9927 |
| No log | 5.8025 | 470 | 0.9781 | 0.3616 | 0.9781 | 0.9890 |
| No log | 5.8272 | 472 | 0.9606 | 0.3215 | 0.9606 | 0.9801 |
| No log | 5.8519 | 474 | 0.9991 | 0.2628 | 0.9991 | 0.9995 |
| No log | 5.8765 | 476 | 1.0763 | 0.3003 | 1.0763 | 1.0375 |
| No log | 5.9012 | 478 | 1.1029 | 0.2331 | 1.1029 | 1.0502 |
| No log | 5.9259 | 480 | 1.0689 | 0.2842 | 1.0689 | 1.0339 |
| No log | 5.9506 | 482 | 0.9954 | 0.2929 | 0.9954 | 0.9977 |
| No log | 5.9753 | 484 | 0.9530 | 0.3445 | 0.9530 | 0.9762 |
| No log | 6.0 | 486 | 0.9403 | 0.3445 | 0.9403 | 0.9697 |
| No log | 6.0247 | 488 | 0.9574 | 0.3338 | 0.9574 | 0.9785 |
| No log | 6.0494 | 490 | 1.0137 | 0.3434 | 1.0137 | 1.0068 |
| No log | 6.0741 | 492 | 1.1275 | 0.1605 | 1.1275 | 1.0618 |
| No log | 6.0988 | 494 | 1.2932 | 0.2341 | 1.2932 | 1.1372 |
| No log | 6.1235 | 496 | 1.3239 | 0.1628 | 1.3239 | 1.1506 |
| No log | 6.1481 | 498 | 1.2231 | 0.1842 | 1.2231 | 1.1059 |
| 0.3411 | 6.1728 | 500 | 1.0580 | 0.1322 | 1.0580 | 1.0286 |
| 0.3411 | 6.1975 | 502 | 0.9365 | 0.2965 | 0.9365 | 0.9678 |
| 0.3411 | 6.2222 | 504 | 0.9019 | 0.3548 | 0.9019 | 0.9497 |
| 0.3411 | 6.2469 | 506 | 0.8971 | 0.3425 | 0.8971 | 0.9471 |
| 0.3411 | 6.2716 | 508 | 0.9276 | 0.3445 | 0.9276 | 0.9631 |
| 0.3411 | 6.2963 | 510 | 1.0164 | 0.4371 | 1.0164 | 1.0082 |
| 0.3411 | 6.3210 | 512 | 1.1203 | 0.4141 | 1.1203 | 1.0585 |
| 0.3411 | 6.3457 | 514 | 1.1082 | 0.4247 | 1.1082 | 1.0527 |
| 0.3411 | 6.3704 | 516 | 1.0398 | 0.4127 | 1.0398 | 1.0197 |
| 0.3411 | 6.3951 | 518 | 0.9927 | 0.4143 | 0.9927 | 0.9963 |
| 0.3411 | 6.4198 | 520 | 1.0209 | 0.3897 | 1.0209 | 1.0104 |
| 0.3411 | 6.4444 | 522 | 1.0927 | 0.3759 | 1.0927 | 1.0453 |
| 0.3411 | 6.4691 | 524 | 1.0722 | 0.4228 | 1.0722 | 1.0355 |
| 0.3411 | 6.4938 | 526 | 1.0255 | 0.3732 | 1.0255 | 1.0127 |
| 0.3411 | 6.5185 | 528 | 0.9602 | 0.2931 | 0.9602 | 0.9799 |
| 0.3411 | 6.5432 | 530 | 0.9397 | 0.2813 | 0.9397 | 0.9694 |
| 0.3411 | 6.5679 | 532 | 0.9583 | 0.2813 | 0.9583 | 0.9789 |
| 0.3411 | 6.5926 | 534 | 1.0114 | 0.2769 | 1.0114 | 1.0057 |
| 0.3411 | 6.6173 | 536 | 1.1146 | 0.3352 | 1.1146 | 1.0557 |
| 0.3411 | 6.6420 | 538 | 1.1716 | 0.2837 | 1.1716 | 1.0824 |
| 0.3411 | 6.6667 | 540 | 1.1578 | 0.3205 | 1.1578 | 1.0760 |
| 0.3411 | 6.6914 | 542 | 1.1063 | 0.3371 | 1.1063 | 1.0518 |
| 0.3411 | 6.7160 | 544 | 1.0173 | 0.2746 | 1.0173 | 1.0086 |
| 0.3411 | 6.7407 | 546 | 0.9612 | 0.2931 | 0.9612 | 0.9804 |
| 0.3411 | 6.7654 | 548 | 0.9497 | 0.2624 | 0.9497 | 0.9745 |
| 0.3411 | 6.7901 | 550 | 0.9664 | 0.2909 | 0.9664 | 0.9831 |
| 0.3411 | 6.8148 | 552 | 0.9930 | 0.3298 | 0.9930 | 0.9965 |
| 0.3411 | 6.8395 | 554 | 0.9991 | 0.3298 | 0.9991 | 0.9995 |
| 0.3411 | 6.8642 | 556 | 0.9504 | 0.3027 | 0.9504 | 0.9749 |
| 0.3411 | 6.8889 | 558 | 0.9120 | 0.2931 | 0.9120 | 0.9550 |
| 0.3411 | 6.9136 | 560 | 0.9033 | 0.3347 | 0.9033 | 0.9504 |
| 0.3411 | 6.9383 | 562 | 0.9184 | 0.3326 | 0.9184 | 0.9583 |
| 0.3411 | 6.9630 | 564 | 0.9710 | 0.3318 | 0.9710 | 0.9854 |
| 0.3411 | 6.9877 | 566 | 1.0374 | 0.3714 | 1.0374 | 1.0185 |
| 0.3411 | 7.0123 | 568 | 1.0370 | 0.3472 | 1.0370 | 1.0183 |
| 0.3411 | 7.0370 | 570 | 1.0651 | 0.3972 | 1.0651 | 1.0320 |
| 0.3411 | 7.0617 | 572 | 1.0518 | 0.3444 | 1.0518 | 1.0256 |
| 0.3411 | 7.0864 | 574 | 1.0594 | 0.3483 | 1.0594 | 1.0293 |
| 0.3411 | 7.1111 | 576 | 1.0579 | 0.3483 | 1.0579 | 1.0286 |
| 0.3411 | 7.1358 | 578 | 1.0305 | 0.2865 | 1.0305 | 1.0151 |
| 0.3411 | 7.1605 | 580 | 0.9984 | 0.2865 | 0.9984 | 0.9992 |
| 0.3411 | 7.1852 | 582 | 1.0019 | 0.2865 | 1.0019 | 1.0009 |
| 0.3411 | 7.2099 | 584 | 0.9988 | 0.2865 | 0.9988 | 0.9994 |
| 0.3411 | 7.2346 | 586 | 0.9924 | 0.2456 | 0.9924 | 0.9962 |
| 0.3411 | 7.2593 | 588 | 0.9922 | 0.2432 | 0.9922 | 0.9961 |
| 0.3411 | 7.2840 | 590 | 1.0051 | 0.2865 | 1.0051 | 1.0026 |
| 0.3411 | 7.3086 | 592 | 0.9892 | 0.2746 | 0.9892 | 0.9946 |
| 0.3411 | 7.3333 | 594 | 0.9755 | 0.2312 | 0.9755 | 0.9877 |
| 0.3411 | 7.3580 | 596 | 0.9640 | 0.2128 | 0.9640 | 0.9818 |
| 0.3411 | 7.3827 | 598 | 0.9458 | 0.2154 | 0.9458 | 0.9725 |
| 0.3411 | 7.4074 | 600 | 0.9491 | 0.2154 | 0.9491 | 0.9742 |
| 0.3411 | 7.4321 | 602 | 0.9790 | 0.2456 | 0.9790 | 0.9895 |
| 0.3411 | 7.4568 | 604 | 0.9974 | 0.2628 | 0.9974 | 0.9987 |
| 0.3411 | 7.4815 | 606 | 0.9664 | 0.2769 | 0.9664 | 0.9831 |
| 0.3411 | 7.5062 | 608 | 0.9189 | 0.2742 | 0.9189 | 0.9586 |
| 0.3411 | 7.5309 | 610 | 0.9191 | 0.4456 | 0.9191 | 0.9587 |
| 0.3411 | 7.5556 | 612 | 0.9167 | 0.4456 | 0.9167 | 0.9574 |
| 0.3411 | 7.5802 | 614 | 0.9011 | 0.2742 | 0.9011 | 0.9492 |
| 0.3411 | 7.6049 | 616 | 0.9577 | 0.2456 | 0.9577 | 0.9786 |
| 0.3411 | 7.6296 | 618 | 1.1116 | 0.4302 | 1.1116 | 1.0543 |
| 0.3411 | 7.6543 | 620 | 1.2267 | 0.3897 | 1.2267 | 1.1076 |
| 0.3411 | 7.6790 | 622 | 1.2277 | 0.3584 | 1.2277 | 1.1080 |
| 0.3411 | 7.7037 | 624 | 1.1416 | 0.4135 | 1.1416 | 1.0684 |
| 0.3411 | 7.7284 | 626 | 1.0214 | 0.3570 | 1.0214 | 1.0106 |
| 0.3411 | 7.7531 | 628 | 0.9846 | 0.2887 | 0.9846 | 0.9923 |
| 0.3411 | 7.7778 | 630 | 0.9826 | 0.2865 | 0.9826 | 0.9912 |
| 0.3411 | 7.8025 | 632 | 1.0083 | 0.2600 | 1.0083 | 1.0042 |
| 0.3411 | 7.8272 | 634 | 1.0740 | 0.2577 | 1.0740 | 1.0363 |
| 0.3411 | 7.8519 | 636 | 1.1311 | 0.2582 | 1.1311 | 1.0635 |
| 0.3411 | 7.8765 | 638 | 1.1285 | 0.3424 | 1.1285 | 1.0623 |
| 0.3411 | 7.9012 | 640 | 1.0790 | 0.2929 | 1.0790 | 1.0387 |
| 0.3411 | 7.9259 | 642 | 1.0149 | 0.2179 | 1.0149 | 1.0074 |
| 0.3411 | 7.9506 | 644 | 0.9826 | 0.2742 | 0.9826 | 0.9912 |
| 0.3411 | 7.9753 | 646 | 0.9698 | 0.2742 | 0.9698 | 0.9848 |
| 0.3411 | 8.0 | 648 | 0.9707 | 0.2742 | 0.9707 | 0.9852 |
| 0.3411 | 8.0247 | 650 | 0.9897 | 0.2504 | 0.9897 | 0.9948 |
| 0.3411 | 8.0494 | 652 | 1.0003 | 0.2791 | 1.0003 | 1.0001 |
| 0.3411 | 8.0741 | 654 | 1.0065 | 0.2791 | 1.0065 | 1.0033 |
| 0.3411 | 8.0988 | 656 | 0.9848 | 0.2972 | 0.9848 | 0.9924 |
| 0.3411 | 8.1235 | 658 | 0.9495 | 0.2952 | 0.9495 | 0.9744 |
| 0.3411 | 8.1481 | 660 | 0.9368 | 0.2647 | 0.9368 | 0.9679 |
| 0.3411 | 8.1728 | 662 | 0.9401 | 0.2647 | 0.9401 | 0.9696 |
| 0.3411 | 8.1975 | 664 | 0.9542 | 0.2572 | 0.9542 | 0.9768 |
| 0.3411 | 8.2222 | 666 | 0.9459 | 0.2572 | 0.9459 | 0.9726 |
| 0.3411 | 8.2469 | 668 | 0.9451 | 0.2572 | 0.9451 | 0.9721 |
| 0.3411 | 8.2716 | 670 | 0.9544 | 0.2952 | 0.9544 | 0.9769 |
| 0.3411 | 8.2963 | 672 | 0.9522 | 0.2974 | 0.9522 | 0.9758 |
| 0.3411 | 8.3210 | 674 | 0.9596 | 0.2974 | 0.9596 | 0.9796 |
| 0.3411 | 8.3457 | 676 | 0.9628 | 0.2974 | 0.9628 | 0.9812 |
| 0.3411 | 8.3704 | 678 | 0.9750 | 0.2974 | 0.9750 | 0.9874 |
| 0.3411 | 8.3951 | 680 | 0.9854 | 0.2290 | 0.9854 | 0.9927 |
| 0.3411 | 8.4198 | 682 | 0.9899 | 0.2670 | 0.9899 | 0.9949 |
| 0.3411 | 8.4444 | 684 | 1.0321 | 0.2336 | 1.0321 | 1.0159 |
| 0.3411 | 8.4691 | 686 | 1.0834 | 0.2577 | 1.0834 | 1.0408 |
| 0.3411 | 8.4938 | 688 | 1.1147 | 0.3753 | 1.1147 | 1.0558 |
| 0.3411 | 8.5185 | 690 | 1.1328 | 0.4107 | 1.1328 | 1.0643 |
| 0.3411 | 8.5432 | 692 | 1.0755 | 0.3987 | 1.0755 | 1.0371 |
| 0.3411 | 8.5679 | 694 | 0.9571 | 0.3167 | 0.9571 | 0.9783 |
| 0.3411 | 8.5926 | 696 | 0.9014 | 0.3403 | 0.9014 | 0.9494 |
| 0.3411 | 8.6173 | 698 | 0.8954 | 0.3365 | 0.8954 | 0.9462 |
| 0.3411 | 8.6420 | 700 | 0.9046 | 0.3365 | 0.9046 | 0.9511 |
| 0.3411 | 8.6667 | 702 | 0.9102 | 0.3508 | 0.9102 | 0.9540 |
| 0.3411 | 8.6914 | 704 | 0.9101 | 0.4 | 0.9101 | 0.9540 |
| 0.3411 | 8.7160 | 706 | 0.9210 | 0.2742 | 0.9210 | 0.9597 |
| 0.3411 | 8.7407 | 708 | 0.9446 | 0.2424 | 0.9446 | 0.9719 |
| 0.3411 | 8.7654 | 710 | 1.0163 | 0.2820 | 1.0163 | 1.0081 |
| 0.3411 | 8.7901 | 712 | 1.0703 | 0.2392 | 1.0703 | 1.0346 |
| 0.3411 | 8.8148 | 714 | 1.0735 | 0.2494 | 1.0735 | 1.0361 |
| 0.3411 | 8.8395 | 716 | 1.0398 | 0.2605 | 1.0398 | 1.0197 |
| 0.3411 | 8.8642 | 718 | 0.9998 | 0.2698 | 0.9998 | 0.9999 |
| 0.3411 | 8.8889 | 720 | 0.9811 | 0.2865 | 0.9811 | 0.9905 |
| 0.3411 | 8.9136 | 722 | 0.9742 | 0.3008 | 0.9742 | 0.9870 |
| 0.3411 | 8.9383 | 724 | 0.9963 | 0.2865 | 0.9963 | 0.9981 |
| 0.3411 | 8.9630 | 726 | 1.0348 | 0.2287 | 1.0348 | 1.0173 |
| 0.3411 | 8.9877 | 728 | 1.0643 | 0.2142 | 1.0643 | 1.0316 |
| 0.3411 | 9.0123 | 730 | 1.0801 | 0.2050 | 1.0801 | 1.0393 |
| 0.3411 | 9.0370 | 732 | 1.0742 | 0.2050 | 1.0742 | 1.0365 |
| 0.3411 | 9.0617 | 734 | 1.0347 | 0.2698 | 1.0347 | 1.0172 |
| 0.3411 | 9.0864 | 736 | 0.9831 | 0.2865 | 0.9831 | 0.9915 |
| 0.3411 | 9.1111 | 738 | 0.9607 | 0.3414 | 0.9607 | 0.9801 |
| 0.3411 | 9.1358 | 740 | 0.9786 | 0.2986 | 0.9786 | 0.9892 |
| 0.3411 | 9.1605 | 742 | 1.0082 | 0.2628 | 1.0082 | 1.0041 |
| 0.3411 | 9.1852 | 744 | 1.0313 | 0.2464 | 1.0313 | 1.0155 |
| 0.3411 | 9.2099 | 746 | 1.0923 | 0.2037 | 1.0923 | 1.0451 |
| 0.3411 | 9.2346 | 748 | 1.0956 | 0.1625 | 1.0956 | 1.0467 |
| 0.3411 | 9.2593 | 750 | 1.1309 | 0.1702 | 1.1309 | 1.0634 |
| 0.3411 | 9.2840 | 752 | 1.1317 | 0.1801 | 1.1317 | 1.0638 |
| 0.3411 | 9.3086 | 754 | 1.1130 | 0.2142 | 1.1130 | 1.0550 |
| 0.3411 | 9.3333 | 756 | 1.0790 | 0.2021 | 1.0790 | 1.0387 |
| 0.3411 | 9.3580 | 758 | 1.0623 | 0.2577 | 1.0623 | 1.0307 |
| 0.3411 | 9.3827 | 760 | 1.0272 | 0.3326 | 1.0272 | 1.0135 |
| 0.3411 | 9.4074 | 762 | 1.0063 | 0.3326 | 1.0063 | 1.0032 |
| 0.3411 | 9.4321 | 764 | 1.0019 | 0.3454 | 1.0019 | 1.0010 |
| 0.3411 | 9.4568 | 766 | 0.9878 | 0.3424 | 0.9878 | 0.9939 |
| 0.3411 | 9.4815 | 768 | 0.9751 | 0.3129 | 0.9751 | 0.9875 |
| 0.3411 | 9.5062 | 770 | 0.9714 | 0.2767 | 0.9714 | 0.9856 |
| 0.3411 | 9.5309 | 772 | 0.9765 | 0.2572 | 0.9765 | 0.9882 |
| 0.3411 | 9.5556 | 774 | 1.0008 | 0.2721 | 1.0008 | 1.0004 |
| 0.3411 | 9.5802 | 776 | 0.9926 | 0.3129 | 0.9926 | 0.9963 |
| 0.3411 | 9.6049 | 778 | 0.9711 | 0.2767 | 0.9711 | 0.9854 |
| 0.3411 | 9.6296 | 780 | 0.9779 | 0.2887 | 0.9779 | 0.9889 |
| 0.3411 | 9.6543 | 782 | 1.0166 | 0.4220 | 1.0166 | 1.0083 |
| 0.3411 | 9.6790 | 784 | 1.0891 | 0.4004 | 1.0891 | 1.0436 |
| 0.3411 | 9.7037 | 786 | 1.1515 | 0.3738 | 1.1515 | 1.0731 |
| 0.3411 | 9.7284 | 788 | 1.1390 | 0.2061 | 1.1390 | 1.0672 |
| 0.3411 | 9.7531 | 790 | 1.1118 | 0.2605 | 1.1118 | 1.0544 |
| 0.3411 | 9.7778 | 792 | 1.0333 | 0.3129 | 1.0333 | 1.0165 |
| 0.3411 | 9.8025 | 794 | 0.9714 | 0.3091 | 0.9714 | 0.9856 |
| 0.3411 | 9.8272 | 796 | 0.9026 | 0.3091 | 0.9026 | 0.9501 |
| 0.3411 | 9.8519 | 798 | 0.8693 | 0.3030 | 0.8693 | 0.9324 |
| 0.3411 | 9.8765 | 800 | 0.8579 | 0.3634 | 0.8579 | 0.9262 |
| 0.3411 | 9.9012 | 802 | 0.8354 | 0.4136 | 0.8354 | 0.9140 |
| 0.3411 | 9.9259 | 804 | 0.8309 | 0.4375 | 0.8309 | 0.9116 |
| 0.3411 | 9.9506 | 806 | 0.8329 | 0.4273 | 0.8329 | 0.9126 |
| 0.3411 | 9.9753 | 808 | 0.8254 | 0.4288 | 0.8254 | 0.9085 |
| 0.3411 | 10.0 | 810 | 0.8494 | 0.4039 | 0.8494 | 0.9217 |
| 0.3411 | 10.0247 | 812 | 0.9205 | 0.4364 | 0.9205 | 0.9594 |
| 0.3411 | 10.0494 | 814 | 0.9557 | 0.4593 | 0.9557 | 0.9776 |
| 0.3411 | 10.0741 | 816 | 0.9313 | 0.4829 | 0.9313 | 0.9651 |
| 0.3411 | 10.0988 | 818 | 0.8755 | 0.4382 | 0.8755 | 0.9357 |
| 0.3411 | 10.1235 | 820 | 0.8390 | 0.3521 | 0.8390 | 0.9160 |
| 0.3411 | 10.1481 | 822 | 0.8233 | 0.2910 | 0.8233 | 0.9074 |
| 0.3411 | 10.1728 | 824 | 0.8378 | 0.3841 | 0.8378 | 0.9153 |
| 0.3411 | 10.1975 | 826 | 0.8525 | 0.4343 | 0.8525 | 0.9233 |
| 0.3411 | 10.2222 | 828 | 0.8537 | 0.4343 | 0.8537 | 0.9240 |
| 0.3411 | 10.2469 | 830 | 0.8510 | 0.4231 | 0.8510 | 0.9225 |
| 0.3411 | 10.2716 | 832 | 0.8421 | 0.4359 | 0.8421 | 0.9177 |
| 0.3411 | 10.2963 | 834 | 0.8586 | 0.4616 | 0.8586 | 0.9266 |
| 0.3411 | 10.3210 | 836 | 0.8800 | 0.4507 | 0.8800 | 0.9381 |
| 0.3411 | 10.3457 | 838 | 0.9017 | 0.4507 | 0.9017 | 0.9496 |
| 0.3411 | 10.3704 | 840 | 0.9082 | 0.4507 | 0.9082 | 0.9530 |
| 0.3411 | 10.3951 | 842 | 0.9020 | 0.4507 | 0.9020 | 0.9497 |
| 0.3411 | 10.4198 | 844 | 0.8706 | 0.3590 | 0.8706 | 0.9331 |
| 0.3411 | 10.4444 | 846 | 0.8373 | 0.3414 | 0.8373 | 0.9150 |
| 0.3411 | 10.4691 | 848 | 0.8325 | 0.3403 | 0.8325 | 0.9124 |
| 0.3411 | 10.4938 | 850 | 0.8571 | 0.2897 | 0.8571 | 0.9258 |
| 0.3411 | 10.5185 | 852 | 0.9078 | 0.3214 | 0.9078 | 0.9528 |
| 0.3411 | 10.5432 | 854 | 0.9134 | 0.3214 | 0.9134 | 0.9557 |
| 0.3411 | 10.5679 | 856 | 0.9066 | 0.3272 | 0.9066 | 0.9521 |
| 0.3411 | 10.5926 | 858 | 0.8859 | 0.3596 | 0.8859 | 0.9412 |
| 0.3411 | 10.6173 | 860 | 0.8742 | 0.4321 | 0.8742 | 0.9350 |
| 0.3411 | 10.6420 | 862 | 0.8638 | 0.4113 | 0.8638 | 0.9294 |
| 0.3411 | 10.6667 | 864 | 0.8422 | 0.4576 | 0.8422 | 0.9177 |
| 0.3411 | 10.6914 | 866 | 0.8841 | 0.3445 | 0.8841 | 0.9402 |
| 0.3411 | 10.7160 | 868 | 0.9324 | 0.375 | 0.9324 | 0.9656 |
| 0.3411 | 10.7407 | 870 | 0.9950 | 0.4364 | 0.9950 | 0.9975 |
| 0.3411 | 10.7654 | 872 | 1.0089 | 0.3318 | 1.0089 | 1.0045 |
| 0.3411 | 10.7901 | 874 | 0.9954 | 0.3027 | 0.9954 | 0.9977 |
| 0.3411 | 10.8148 | 876 | 1.0114 | 0.3048 | 1.0114 | 1.0057 |
| 0.3411 | 10.8395 | 878 | 1.0002 | 0.3628 | 1.0002 | 1.0001 |
| 0.3411 | 10.8642 | 880 | 1.0169 | 0.3445 | 1.0169 | 1.0084 |
| 0.3411 | 10.8889 | 882 | 1.0507 | 0.2909 | 1.0507 | 1.0250 |
| 0.3411 | 10.9136 | 884 | 1.0758 | 0.2432 | 1.0758 | 1.0372 |
| 0.3411 | 10.9383 | 886 | 1.0785 | 0.2408 | 1.0785 | 1.0385 |
| 0.3411 | 10.9630 | 888 | 1.0477 | 0.2432 | 1.0477 | 1.0236 |
| 0.3411 | 10.9877 | 890 | 1.0126 | 0.2577 | 1.0126 | 1.0063 |
| 0.3411 | 11.0123 | 892 | 0.9538 | 0.3129 | 0.9538 | 0.9766 |
| 0.3411 | 11.0370 | 894 | 0.8987 | 0.2842 | 0.8987 | 0.9480 |
| 0.3411 | 11.0617 | 896 | 0.8873 | 0.3258 | 0.8873 | 0.9420 |
| 0.3411 | 11.0864 | 898 | 0.8916 | 0.3151 | 0.8916 | 0.9442 |
| 0.3411 | 11.1111 | 900 | 0.9310 | 0.2647 | 0.9310 | 0.9649 |
| 0.3411 | 11.1358 | 902 | 0.9725 | 0.2647 | 0.9725 | 0.9861 |
| 0.3411 | 11.1605 | 904 | 0.9922 | 0.2499 | 0.9922 | 0.9961 |
| 0.3411 | 11.1852 | 906 | 0.9702 | 0.3067 | 0.9702 | 0.9850 |
| 0.3411 | 11.2099 | 908 | 0.9286 | 0.3151 | 0.9286 | 0.9636 |
| 0.3411 | 11.2346 | 910 | 0.8987 | 0.3996 | 0.8987 | 0.9480 |
| 0.3411 | 11.2593 | 912 | 0.8925 | 0.4428 | 0.8925 | 0.9447 |
| 0.3411 | 11.2840 | 914 | 0.8952 | 0.4186 | 0.8952 | 0.9462 |
| 0.3411 | 11.3086 | 916 | 0.8743 | 0.4138 | 0.8743 | 0.9350 |
| 0.3411 | 11.3333 | 918 | 0.8775 | 0.3996 | 0.8775 | 0.9367 |
| 0.3411 | 11.3580 | 920 | 0.9195 | 0.3358 | 0.9195 | 0.9589 |
| 0.3411 | 11.3827 | 922 | 0.9577 | 0.4148 | 0.9577 | 0.9786 |
| 0.3411 | 11.4074 | 924 | 0.9761 | 0.4159 | 0.9761 | 0.9880 |
| 0.3411 | 11.4321 | 926 | 0.9955 | 0.4159 | 0.9955 | 0.9977 |
| 0.3411 | 11.4568 | 928 | 0.9883 | 0.4282 | 0.9883 | 0.9941 |
| 0.3411 | 11.4815 | 930 | 0.9795 | 0.3821 | 0.9795 | 0.9897 |
| 0.3411 | 11.5062 | 932 | 0.9772 | 0.4304 | 0.9771 | 0.9885 |
| 0.3411 | 11.5309 | 934 | 0.9646 | 0.4304 | 0.9646 | 0.9821 |
| 0.3411 | 11.5556 | 936 | 0.9456 | 0.3485 | 0.9456 | 0.9724 |
| 0.3411 | 11.5802 | 938 | 0.9377 | 0.3209 | 0.9377 | 0.9684 |
| 0.3411 | 11.6049 | 940 | 0.9434 | 0.3209 | 0.9434 | 0.9713 |
| 0.3411 | 11.6296 | 942 | 0.9608 | 0.3070 | 0.9608 | 0.9802 |
| 0.3411 | 11.6543 | 944 | 0.9617 | 0.3070 | 0.9617 | 0.9807 |
| 0.3411 | 11.6790 | 946 | 0.9537 | 0.3465 | 0.9537 | 0.9766 |
| 0.3411 | 11.7037 | 948 | 0.9431 | 0.3465 | 0.9431 | 0.9711 |
| 0.3411 | 11.7284 | 950 | 0.9205 | 0.2842 | 0.9205 | 0.9594 |
| 0.3411 | 11.7531 | 952 | 0.9014 | 0.2988 | 0.9014 | 0.9494 |
| 0.3411 | 11.7778 | 954 | 0.9008 | 0.2988 | 0.9008 | 0.9491 |
| 0.3411 | 11.8025 | 956 | 0.9041 | 0.2842 | 0.9041 | 0.9509 |
| 0.3411 | 11.8272 | 958 | 0.8923 | 0.3293 | 0.8923 | 0.9446 |
| 0.3411 | 11.8519 | 960 | 0.8946 | 0.3293 | 0.8946 | 0.9458 |
| 0.3411 | 11.8765 | 962 | 0.9188 | 0.3603 | 0.9188 | 0.9585 |
| 0.3411 | 11.9012 | 964 | 0.9397 | 0.3762 | 0.9397 | 0.9694 |
| 0.3411 | 11.9259 | 966 | 0.9511 | 0.4141 | 0.9511 | 0.9752 |
| 0.3411 | 11.9506 | 968 | 0.9564 | 0.3502 | 0.9564 | 0.9780 |
| 0.3411 | 11.9753 | 970 | 0.9959 | 0.3879 | 0.9959 | 0.9979 |
| 0.3411 | 12.0 | 972 | 1.0314 | 0.4004 | 1.0314 | 1.0156 |
| 0.3411 | 12.0247 | 974 | 1.0020 | 0.3732 | 1.0020 | 1.0010 |
| 0.3411 | 12.0494 | 976 | 0.9462 | 0.3424 | 0.9462 | 0.9727 |
| 0.3411 | 12.0741 | 978 | 0.9166 | 0.2842 | 0.9166 | 0.9574 |
| 0.3411 | 12.0988 | 980 | 0.9193 | 0.3403 | 0.9193 | 0.9588 |
| 0.3411 | 12.1235 | 982 | 0.9227 | 0.3548 | 0.9227 | 0.9606 |
| 0.3411 | 12.1481 | 984 | 0.9302 | 0.3258 | 0.9302 | 0.9645 |
| 0.3411 | 12.1728 | 986 | 0.9469 | 0.2695 | 0.9469 | 0.9731 |
| 0.3411 | 12.1975 | 988 | 0.9823 | 0.2577 | 0.9823 | 0.9911 |
| 0.3411 | 12.2222 | 990 | 0.9898 | 0.2577 | 0.9898 | 0.9949 |
| 0.3411 | 12.2469 | 992 | 0.9876 | 0.2251 | 0.9876 | 0.9938 |
| 0.3411 | 12.2716 | 994 | 0.9822 | 0.2251 | 0.9822 | 0.9911 |
| 0.3411 | 12.2963 | 996 | 0.9685 | 0.2276 | 0.9685 | 0.9841 |
| 0.3411 | 12.3210 | 998 | 0.9687 | 0.2400 | 0.9687 | 0.9842 |
| 0.0667 | 12.3457 | 1000 | 0.9809 | 0.2400 | 0.9809 | 0.9904 |
| 0.0667 | 12.3704 | 1002 | 0.9987 | 0.2251 | 0.9987 | 0.9993 |
| 0.0667 | 12.3951 | 1004 | 1.0368 | 0.2061 | 1.0368 | 1.0182 |
| 0.0667 | 12.4198 | 1006 | 1.0506 | 0.2061 | 1.0506 | 1.0250 |
| 0.0667 | 12.4444 | 1008 | 1.0387 | 0.2582 | 1.0387 | 1.0191 |
| 0.0667 | 12.4691 | 1010 | 1.0188 | 0.2384 | 1.0188 | 1.0093 |
| 0.0667 | 12.4938 | 1012 | 1.0067 | 0.2529 | 1.0067 | 1.0033 |
| 0.0667 | 12.5185 | 1014 | 0.9816 | 0.2499 | 0.9816 | 0.9907 |
| 0.0667 | 12.5432 | 1016 | 0.9767 | 0.2499 | 0.9767 | 0.9883 |
| 0.0667 | 12.5679 | 1018 | 0.9879 | 0.2499 | 0.9879 | 0.9940 |
| 0.0667 | 12.5926 | 1020 | 1.0234 | 0.2474 | 1.0234 | 1.0116 |
| 0.0667 | 12.6173 | 1022 | 1.0755 | 0.2050 | 1.0755 | 1.0371 |
| 0.0667 | 12.6420 | 1024 | 1.1121 | 0.2050 | 1.1121 | 1.0546 |
| 0.0667 | 12.6667 | 1026 | 1.1249 | 0.2050 | 1.1249 | 1.0606 |
| 0.0667 | 12.6914 | 1028 | 1.1432 | 0.1625 | 1.1432 | 1.0692 |
| 0.0667 | 12.7160 | 1030 | 1.1351 | 0.1625 | 1.1351 | 1.0654 |
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_run1_AugV5_k17_task5_organization
Base model
aubmindlab/bert-base-arabertv02