Instructions to use MayBashendy/ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run3_AugV5_k3_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run3_AugV5_k3_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run3_AugV5_k3_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run3_AugV5_k3_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run3_AugV5_k3_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run3_AugV5_k3_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: 0.6803
- Qwk: 0.6891
- Mse: 0.6803
- Rmse: 0.8248
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 | 0.1333 | 2 | 5.4869 | -0.0074 | 5.4869 | 2.3424 |
| No log | 0.2667 | 4 | 3.4527 | 0.0649 | 3.4527 | 1.8582 |
| No log | 0.4 | 6 | 2.1430 | 0.0053 | 2.1430 | 1.4639 |
| No log | 0.5333 | 8 | 2.4982 | -0.1377 | 2.4982 | 1.5806 |
| No log | 0.6667 | 10 | 1.8445 | 0.0106 | 1.8445 | 1.3581 |
| No log | 0.8 | 12 | 1.2431 | 0.2918 | 1.2431 | 1.1149 |
| No log | 0.9333 | 14 | 1.4747 | 0.0205 | 1.4747 | 1.2144 |
| No log | 1.0667 | 16 | 1.3049 | 0.1690 | 1.3049 | 1.1423 |
| No log | 1.2 | 18 | 1.2241 | 0.2248 | 1.2241 | 1.1064 |
| No log | 1.3333 | 20 | 1.1820 | 0.2334 | 1.1820 | 1.0872 |
| No log | 1.4667 | 22 | 1.1465 | 0.2787 | 1.1465 | 1.0708 |
| No log | 1.6 | 24 | 1.0849 | 0.2419 | 1.0849 | 1.0416 |
| No log | 1.7333 | 26 | 1.0326 | 0.2716 | 1.0326 | 1.0162 |
| No log | 1.8667 | 28 | 0.9922 | 0.3104 | 0.9922 | 0.9961 |
| No log | 2.0 | 30 | 1.0903 | 0.3631 | 1.0903 | 1.0442 |
| No log | 2.1333 | 32 | 1.1504 | 0.3333 | 1.1504 | 1.0725 |
| No log | 2.2667 | 34 | 1.0541 | 0.4128 | 1.0541 | 1.0267 |
| No log | 2.4 | 36 | 0.8101 | 0.5194 | 0.8101 | 0.9000 |
| No log | 2.5333 | 38 | 0.7724 | 0.4773 | 0.7724 | 0.8789 |
| No log | 2.6667 | 40 | 0.9882 | 0.4738 | 0.9882 | 0.9941 |
| No log | 2.8 | 42 | 1.7028 | 0.2062 | 1.7028 | 1.3049 |
| No log | 2.9333 | 44 | 1.8701 | 0.1883 | 1.8701 | 1.3675 |
| No log | 3.0667 | 46 | 1.5224 | 0.2495 | 1.5224 | 1.2339 |
| No log | 3.2 | 48 | 0.8710 | 0.5478 | 0.8710 | 0.9332 |
| No log | 3.3333 | 50 | 0.9032 | 0.5704 | 0.9032 | 0.9504 |
| No log | 3.4667 | 52 | 0.9755 | 0.5544 | 0.9755 | 0.9877 |
| No log | 3.6 | 54 | 0.7782 | 0.6215 | 0.7782 | 0.8822 |
| No log | 3.7333 | 56 | 0.7482 | 0.5609 | 0.7482 | 0.8650 |
| No log | 3.8667 | 58 | 1.0046 | 0.5242 | 1.0046 | 1.0023 |
| No log | 4.0 | 60 | 1.0563 | 0.4824 | 1.0563 | 1.0278 |
| No log | 4.1333 | 62 | 0.9055 | 0.5238 | 0.9055 | 0.9516 |
| No log | 4.2667 | 64 | 0.7193 | 0.6171 | 0.7193 | 0.8481 |
| No log | 4.4 | 66 | 0.6632 | 0.6777 | 0.6632 | 0.8144 |
| No log | 4.5333 | 68 | 0.6696 | 0.6759 | 0.6696 | 0.8183 |
| No log | 4.6667 | 70 | 0.6782 | 0.6768 | 0.6782 | 0.8235 |
| No log | 4.8 | 72 | 0.6839 | 0.6859 | 0.6839 | 0.8270 |
| No log | 4.9333 | 74 | 0.6878 | 0.6660 | 0.6878 | 0.8294 |
| No log | 5.0667 | 76 | 0.7281 | 0.6575 | 0.7281 | 0.8533 |
| No log | 5.2 | 78 | 0.7754 | 0.6472 | 0.7754 | 0.8806 |
| No log | 5.3333 | 80 | 0.6804 | 0.6522 | 0.6804 | 0.8248 |
| No log | 5.4667 | 82 | 0.6987 | 0.6326 | 0.6987 | 0.8359 |
| No log | 5.6 | 84 | 0.7945 | 0.6279 | 0.7945 | 0.8914 |
| No log | 5.7333 | 86 | 0.6833 | 0.6484 | 0.6833 | 0.8266 |
| No log | 5.8667 | 88 | 0.7245 | 0.6604 | 0.7245 | 0.8512 |
| No log | 6.0 | 90 | 0.8294 | 0.5708 | 0.8294 | 0.9107 |
| No log | 6.1333 | 92 | 0.7029 | 0.6558 | 0.7029 | 0.8384 |
| No log | 6.2667 | 94 | 0.7443 | 0.6302 | 0.7443 | 0.8627 |
| No log | 6.4 | 96 | 0.8529 | 0.5397 | 0.8529 | 0.9235 |
| No log | 6.5333 | 98 | 0.7491 | 0.5498 | 0.7491 | 0.8655 |
| No log | 6.6667 | 100 | 0.7378 | 0.5960 | 0.7378 | 0.8590 |
| No log | 6.8 | 102 | 1.1237 | 0.5451 | 1.1237 | 1.0600 |
| No log | 6.9333 | 104 | 1.5564 | 0.3321 | 1.5564 | 1.2476 |
| No log | 7.0667 | 106 | 1.4633 | 0.4413 | 1.4633 | 1.2097 |
| No log | 7.2 | 108 | 0.8956 | 0.5525 | 0.8956 | 0.9464 |
| No log | 7.3333 | 110 | 0.6715 | 0.6763 | 0.6715 | 0.8194 |
| No log | 7.4667 | 112 | 0.7193 | 0.6476 | 0.7193 | 0.8481 |
| No log | 7.6 | 114 | 0.7114 | 0.6480 | 0.7114 | 0.8435 |
| No log | 7.7333 | 116 | 0.6745 | 0.7141 | 0.6745 | 0.8213 |
| No log | 7.8667 | 118 | 0.6469 | 0.7204 | 0.6469 | 0.8043 |
| No log | 8.0 | 120 | 0.6204 | 0.6980 | 0.6204 | 0.7876 |
| No log | 8.1333 | 122 | 0.6134 | 0.6619 | 0.6134 | 0.7832 |
| No log | 8.2667 | 124 | 0.6247 | 0.6554 | 0.6247 | 0.7904 |
| No log | 8.4 | 126 | 0.6854 | 0.6537 | 0.6854 | 0.8279 |
| No log | 8.5333 | 128 | 0.6931 | 0.6210 | 0.6931 | 0.8325 |
| No log | 8.6667 | 130 | 0.6421 | 0.6286 | 0.6421 | 0.8013 |
| No log | 8.8 | 132 | 0.6542 | 0.6599 | 0.6542 | 0.8088 |
| No log | 8.9333 | 134 | 0.7070 | 0.6265 | 0.7070 | 0.8408 |
| No log | 9.0667 | 136 | 0.8390 | 0.5799 | 0.8390 | 0.9160 |
| No log | 9.2 | 138 | 0.7001 | 0.6705 | 0.7001 | 0.8367 |
| No log | 9.3333 | 140 | 0.6220 | 0.6855 | 0.6220 | 0.7887 |
| No log | 9.4667 | 142 | 0.6713 | 0.6972 | 0.6713 | 0.8193 |
| No log | 9.6 | 144 | 0.6317 | 0.6915 | 0.6317 | 0.7948 |
| No log | 9.7333 | 146 | 0.6348 | 0.6926 | 0.6348 | 0.7967 |
| No log | 9.8667 | 148 | 0.6518 | 0.6834 | 0.6518 | 0.8074 |
| No log | 10.0 | 150 | 0.7132 | 0.6567 | 0.7132 | 0.8445 |
| No log | 10.1333 | 152 | 0.6699 | 0.6778 | 0.6699 | 0.8185 |
| No log | 10.2667 | 154 | 0.6583 | 0.6652 | 0.6583 | 0.8113 |
| No log | 10.4 | 156 | 0.7038 | 0.6349 | 0.7038 | 0.8389 |
| No log | 10.5333 | 158 | 0.6965 | 0.6349 | 0.6965 | 0.8345 |
| No log | 10.6667 | 160 | 0.6626 | 0.6374 | 0.6626 | 0.8140 |
| No log | 10.8 | 162 | 0.7086 | 0.6223 | 0.7086 | 0.8418 |
| No log | 10.9333 | 164 | 0.7326 | 0.5930 | 0.7326 | 0.8559 |
| No log | 11.0667 | 166 | 0.6647 | 0.6839 | 0.6647 | 0.8153 |
| No log | 11.2 | 168 | 0.6657 | 0.6735 | 0.6657 | 0.8159 |
| No log | 11.3333 | 170 | 0.6933 | 0.6804 | 0.6933 | 0.8326 |
| No log | 11.4667 | 172 | 0.6670 | 0.7158 | 0.6670 | 0.8167 |
| No log | 11.6 | 174 | 0.6540 | 0.6822 | 0.6540 | 0.8087 |
| No log | 11.7333 | 176 | 0.6584 | 0.7019 | 0.6584 | 0.8114 |
| No log | 11.8667 | 178 | 0.6483 | 0.6798 | 0.6483 | 0.8052 |
| No log | 12.0 | 180 | 0.6711 | 0.6942 | 0.6711 | 0.8192 |
| No log | 12.1333 | 182 | 0.6561 | 0.6799 | 0.6561 | 0.8100 |
| No log | 12.2667 | 184 | 0.6535 | 0.6642 | 0.6535 | 0.8084 |
| No log | 12.4 | 186 | 0.7031 | 0.6745 | 0.7031 | 0.8385 |
| No log | 12.5333 | 188 | 0.6974 | 0.6782 | 0.6974 | 0.8351 |
| No log | 12.6667 | 190 | 0.6907 | 0.6738 | 0.6907 | 0.8311 |
| No log | 12.8 | 192 | 0.7082 | 0.6628 | 0.7082 | 0.8415 |
| No log | 12.9333 | 194 | 0.6991 | 0.6510 | 0.6991 | 0.8361 |
| No log | 13.0667 | 196 | 0.7167 | 0.6735 | 0.7167 | 0.8466 |
| No log | 13.2 | 198 | 0.8425 | 0.6383 | 0.8425 | 0.9179 |
| No log | 13.3333 | 200 | 0.8474 | 0.6401 | 0.8474 | 0.9205 |
| No log | 13.4667 | 202 | 0.7511 | 0.6825 | 0.7511 | 0.8667 |
| No log | 13.6 | 204 | 0.7102 | 0.6169 | 0.7102 | 0.8427 |
| No log | 13.7333 | 206 | 0.9109 | 0.5872 | 0.9109 | 0.9544 |
| No log | 13.8667 | 208 | 0.9251 | 0.5872 | 0.9251 | 0.9618 |
| No log | 14.0 | 210 | 0.7626 | 0.6522 | 0.7626 | 0.8733 |
| No log | 14.1333 | 212 | 0.6709 | 0.6490 | 0.6709 | 0.8191 |
| No log | 14.2667 | 214 | 0.6888 | 0.6781 | 0.6888 | 0.8299 |
| No log | 14.4 | 216 | 0.6766 | 0.6740 | 0.6766 | 0.8225 |
| No log | 14.5333 | 218 | 0.6775 | 0.6497 | 0.6775 | 0.8231 |
| No log | 14.6667 | 220 | 0.6710 | 0.6751 | 0.6710 | 0.8191 |
| No log | 14.8 | 222 | 0.7298 | 0.6849 | 0.7298 | 0.8543 |
| No log | 14.9333 | 224 | 0.9015 | 0.5953 | 0.9015 | 0.9494 |
| No log | 15.0667 | 226 | 0.9081 | 0.5770 | 0.9081 | 0.9529 |
| No log | 15.2 | 228 | 0.7450 | 0.6747 | 0.7450 | 0.8632 |
| No log | 15.3333 | 230 | 0.6998 | 0.624 | 0.6998 | 0.8365 |
| No log | 15.4667 | 232 | 0.8831 | 0.6006 | 0.8831 | 0.9397 |
| No log | 15.6 | 234 | 0.9170 | 0.5900 | 0.9170 | 0.9576 |
| No log | 15.7333 | 236 | 0.7483 | 0.6990 | 0.7483 | 0.8651 |
| No log | 15.8667 | 238 | 0.6692 | 0.6942 | 0.6692 | 0.8181 |
| No log | 16.0 | 240 | 0.7811 | 0.6706 | 0.7811 | 0.8838 |
| No log | 16.1333 | 242 | 0.7984 | 0.6463 | 0.7984 | 0.8935 |
| No log | 16.2667 | 244 | 0.7015 | 0.6785 | 0.7015 | 0.8376 |
| No log | 16.4 | 246 | 0.6545 | 0.6660 | 0.6545 | 0.8090 |
| No log | 16.5333 | 248 | 0.6812 | 0.6988 | 0.6812 | 0.8253 |
| No log | 16.6667 | 250 | 0.6766 | 0.6947 | 0.6766 | 0.8226 |
| No log | 16.8 | 252 | 0.6647 | 0.6981 | 0.6647 | 0.8153 |
| No log | 16.9333 | 254 | 0.6876 | 0.7000 | 0.6876 | 0.8292 |
| No log | 17.0667 | 256 | 0.7403 | 0.7045 | 0.7403 | 0.8604 |
| No log | 17.2 | 258 | 0.7286 | 0.7049 | 0.7286 | 0.8536 |
| No log | 17.3333 | 260 | 0.6827 | 0.7057 | 0.6827 | 0.8262 |
| No log | 17.4667 | 262 | 0.6998 | 0.6970 | 0.6998 | 0.8365 |
| No log | 17.6 | 264 | 0.7017 | 0.6587 | 0.7017 | 0.8377 |
| No log | 17.7333 | 266 | 0.6777 | 0.7031 | 0.6777 | 0.8232 |
| No log | 17.8667 | 268 | 0.7524 | 0.6786 | 0.7524 | 0.8674 |
| No log | 18.0 | 270 | 0.8465 | 0.6073 | 0.8465 | 0.9200 |
| No log | 18.1333 | 272 | 0.8489 | 0.6338 | 0.8489 | 0.9213 |
| No log | 18.2667 | 274 | 0.7482 | 0.6888 | 0.7482 | 0.8650 |
| No log | 18.4 | 276 | 0.6652 | 0.7149 | 0.6652 | 0.8156 |
| No log | 18.5333 | 278 | 0.6481 | 0.6783 | 0.6481 | 0.8050 |
| No log | 18.6667 | 280 | 0.6482 | 0.6783 | 0.6482 | 0.8051 |
| No log | 18.8 | 282 | 0.6852 | 0.6392 | 0.6852 | 0.8278 |
| No log | 18.9333 | 284 | 0.7623 | 0.6555 | 0.7623 | 0.8731 |
| No log | 19.0667 | 286 | 0.7759 | 0.6473 | 0.7759 | 0.8808 |
| No log | 19.2 | 288 | 0.7044 | 0.6554 | 0.7044 | 0.8393 |
| No log | 19.3333 | 290 | 0.6739 | 0.6671 | 0.6739 | 0.8209 |
| No log | 19.4667 | 292 | 0.6837 | 0.6567 | 0.6837 | 0.8269 |
| No log | 19.6 | 294 | 0.6987 | 0.6514 | 0.6987 | 0.8359 |
| No log | 19.7333 | 296 | 0.7023 | 0.6383 | 0.7023 | 0.8380 |
| No log | 19.8667 | 298 | 0.7277 | 0.6065 | 0.7277 | 0.8531 |
| No log | 20.0 | 300 | 0.7727 | 0.6321 | 0.7727 | 0.8790 |
| No log | 20.1333 | 302 | 0.7646 | 0.6080 | 0.7646 | 0.8744 |
| No log | 20.2667 | 304 | 0.7299 | 0.6477 | 0.7299 | 0.8543 |
| No log | 20.4 | 306 | 0.7158 | 0.6576 | 0.7158 | 0.8460 |
| No log | 20.5333 | 308 | 0.7153 | 0.6576 | 0.7153 | 0.8457 |
| No log | 20.6667 | 310 | 0.7378 | 0.6428 | 0.7378 | 0.8590 |
| No log | 20.8 | 312 | 0.7480 | 0.6584 | 0.7480 | 0.8649 |
| No log | 20.9333 | 314 | 0.7675 | 0.6674 | 0.7674 | 0.8760 |
| No log | 21.0667 | 316 | 0.7539 | 0.6626 | 0.7539 | 0.8683 |
| No log | 21.2 | 318 | 0.6945 | 0.6610 | 0.6945 | 0.8334 |
| No log | 21.3333 | 320 | 0.6873 | 0.6585 | 0.6873 | 0.8290 |
| No log | 21.4667 | 322 | 0.7275 | 0.6051 | 0.7275 | 0.8529 |
| No log | 21.6 | 324 | 0.7197 | 0.5952 | 0.7197 | 0.8484 |
| No log | 21.7333 | 326 | 0.6919 | 0.6354 | 0.6919 | 0.8318 |
| No log | 21.8667 | 328 | 0.6974 | 0.6363 | 0.6974 | 0.8351 |
| No log | 22.0 | 330 | 0.6940 | 0.6585 | 0.6940 | 0.8331 |
| No log | 22.1333 | 332 | 0.6739 | 0.6650 | 0.6739 | 0.8209 |
| No log | 22.2667 | 334 | 0.6678 | 0.6927 | 0.6678 | 0.8172 |
| No log | 22.4 | 336 | 0.6742 | 0.6545 | 0.6742 | 0.8211 |
| No log | 22.5333 | 338 | 0.6785 | 0.6857 | 0.6785 | 0.8237 |
| No log | 22.6667 | 340 | 0.6706 | 0.7017 | 0.6706 | 0.8189 |
| No log | 22.8 | 342 | 0.6803 | 0.7042 | 0.6803 | 0.8248 |
| No log | 22.9333 | 344 | 0.6750 | 0.6969 | 0.6750 | 0.8216 |
| No log | 23.0667 | 346 | 0.6645 | 0.6915 | 0.6645 | 0.8152 |
| No log | 23.2 | 348 | 0.6609 | 0.6872 | 0.6609 | 0.8129 |
| No log | 23.3333 | 350 | 0.6810 | 0.6692 | 0.6810 | 0.8252 |
| No log | 23.4667 | 352 | 0.7608 | 0.6534 | 0.7608 | 0.8722 |
| No log | 23.6 | 354 | 0.8260 | 0.6360 | 0.8260 | 0.9089 |
| No log | 23.7333 | 356 | 0.7872 | 0.6188 | 0.7872 | 0.8872 |
| No log | 23.8667 | 358 | 0.6994 | 0.6260 | 0.6994 | 0.8363 |
| No log | 24.0 | 360 | 0.6808 | 0.6295 | 0.6808 | 0.8251 |
| No log | 24.1333 | 362 | 0.6693 | 0.6445 | 0.6693 | 0.8181 |
| No log | 24.2667 | 364 | 0.6636 | 0.6546 | 0.6636 | 0.8146 |
| No log | 24.4 | 366 | 0.6794 | 0.6538 | 0.6794 | 0.8243 |
| No log | 24.5333 | 368 | 0.7032 | 0.6460 | 0.7032 | 0.8385 |
| No log | 24.6667 | 370 | 0.7326 | 0.6665 | 0.7326 | 0.8559 |
| No log | 24.8 | 372 | 0.7531 | 0.6584 | 0.7531 | 0.8678 |
| No log | 24.9333 | 374 | 0.7583 | 0.6140 | 0.7583 | 0.8708 |
| No log | 25.0667 | 376 | 0.7092 | 0.6177 | 0.7092 | 0.8422 |
| No log | 25.2 | 378 | 0.6808 | 0.6356 | 0.6808 | 0.8251 |
| No log | 25.3333 | 380 | 0.6632 | 0.6589 | 0.6632 | 0.8144 |
| No log | 25.4667 | 382 | 0.6478 | 0.6674 | 0.6478 | 0.8049 |
| No log | 25.6 | 384 | 0.6275 | 0.6842 | 0.6275 | 0.7922 |
| No log | 25.7333 | 386 | 0.6254 | 0.6964 | 0.6254 | 0.7908 |
| No log | 25.8667 | 388 | 0.6347 | 0.6932 | 0.6347 | 0.7967 |
| No log | 26.0 | 390 | 0.6300 | 0.6789 | 0.6300 | 0.7937 |
| No log | 26.1333 | 392 | 0.6210 | 0.6969 | 0.6210 | 0.7880 |
| No log | 26.2667 | 394 | 0.6109 | 0.6808 | 0.6109 | 0.7816 |
| No log | 26.4 | 396 | 0.6158 | 0.6845 | 0.6158 | 0.7847 |
| No log | 26.5333 | 398 | 0.6401 | 0.6925 | 0.6401 | 0.8001 |
| No log | 26.6667 | 400 | 0.6691 | 0.6706 | 0.6691 | 0.8180 |
| No log | 26.8 | 402 | 0.7109 | 0.6582 | 0.7109 | 0.8432 |
| No log | 26.9333 | 404 | 0.6883 | 0.6449 | 0.6883 | 0.8296 |
| No log | 27.0667 | 406 | 0.6628 | 0.6283 | 0.6628 | 0.8141 |
| No log | 27.2 | 408 | 0.6463 | 0.6491 | 0.6463 | 0.8039 |
| No log | 27.3333 | 410 | 0.6409 | 0.6663 | 0.6409 | 0.8006 |
| No log | 27.4667 | 412 | 0.6216 | 0.7107 | 0.6216 | 0.7884 |
| No log | 27.6 | 414 | 0.6231 | 0.7300 | 0.6231 | 0.7894 |
| No log | 27.7333 | 416 | 0.6199 | 0.7213 | 0.6199 | 0.7874 |
| No log | 27.8667 | 418 | 0.6322 | 0.6877 | 0.6322 | 0.7951 |
| No log | 28.0 | 420 | 0.6320 | 0.6831 | 0.6320 | 0.7950 |
| No log | 28.1333 | 422 | 0.6208 | 0.6974 | 0.6208 | 0.7879 |
| No log | 28.2667 | 424 | 0.6121 | 0.7183 | 0.6121 | 0.7824 |
| No log | 28.4 | 426 | 0.6126 | 0.6977 | 0.6126 | 0.7827 |
| No log | 28.5333 | 428 | 0.6624 | 0.6786 | 0.6624 | 0.8139 |
| No log | 28.6667 | 430 | 0.6953 | 0.6749 | 0.6953 | 0.8338 |
| No log | 28.8 | 432 | 0.6673 | 0.6790 | 0.6673 | 0.8169 |
| No log | 28.9333 | 434 | 0.6303 | 0.6724 | 0.6303 | 0.7939 |
| No log | 29.0667 | 436 | 0.6308 | 0.6870 | 0.6308 | 0.7942 |
| No log | 29.2 | 438 | 0.6349 | 0.6731 | 0.6349 | 0.7968 |
| No log | 29.3333 | 440 | 0.6288 | 0.6830 | 0.6288 | 0.7930 |
| No log | 29.4667 | 442 | 0.6344 | 0.7181 | 0.6344 | 0.7965 |
| No log | 29.6 | 444 | 0.6900 | 0.7083 | 0.6900 | 0.8307 |
| No log | 29.7333 | 446 | 0.7181 | 0.7117 | 0.7181 | 0.8474 |
| No log | 29.8667 | 448 | 0.6772 | 0.7040 | 0.6772 | 0.8229 |
| No log | 30.0 | 450 | 0.6348 | 0.6768 | 0.6348 | 0.7968 |
| No log | 30.1333 | 452 | 0.6416 | 0.6699 | 0.6416 | 0.8010 |
| No log | 30.2667 | 454 | 0.6406 | 0.6740 | 0.6406 | 0.8004 |
| No log | 30.4 | 456 | 0.6344 | 0.6639 | 0.6344 | 0.7965 |
| No log | 30.5333 | 458 | 0.6384 | 0.6883 | 0.6384 | 0.7990 |
| No log | 30.6667 | 460 | 0.6991 | 0.6745 | 0.6991 | 0.8361 |
| No log | 30.8 | 462 | 0.7640 | 0.6549 | 0.7640 | 0.8741 |
| No log | 30.9333 | 464 | 0.7709 | 0.6346 | 0.7709 | 0.8780 |
| No log | 31.0667 | 466 | 0.7352 | 0.6760 | 0.7352 | 0.8575 |
| No log | 31.2 | 468 | 0.6844 | 0.6593 | 0.6844 | 0.8273 |
| No log | 31.3333 | 470 | 0.6361 | 0.6682 | 0.6361 | 0.7975 |
| No log | 31.4667 | 472 | 0.6327 | 0.6919 | 0.6327 | 0.7954 |
| No log | 31.6 | 474 | 0.6364 | 0.6928 | 0.6364 | 0.7977 |
| No log | 31.7333 | 476 | 0.6328 | 0.6910 | 0.6328 | 0.7955 |
| No log | 31.8667 | 478 | 0.6596 | 0.6723 | 0.6596 | 0.8122 |
| No log | 32.0 | 480 | 0.6796 | 0.6653 | 0.6796 | 0.8244 |
| No log | 32.1333 | 482 | 0.6747 | 0.6762 | 0.6747 | 0.8214 |
| No log | 32.2667 | 484 | 0.6708 | 0.6951 | 0.6708 | 0.8190 |
| No log | 32.4 | 486 | 0.6702 | 0.6931 | 0.6702 | 0.8187 |
| No log | 32.5333 | 488 | 0.6667 | 0.6921 | 0.6667 | 0.8165 |
| No log | 32.6667 | 490 | 0.6675 | 0.7055 | 0.6675 | 0.8170 |
| No log | 32.8 | 492 | 0.6718 | 0.7120 | 0.6718 | 0.8197 |
| No log | 32.9333 | 494 | 0.6887 | 0.6883 | 0.6887 | 0.8299 |
| No log | 33.0667 | 496 | 0.6801 | 0.6760 | 0.6801 | 0.8247 |
| No log | 33.2 | 498 | 0.6633 | 0.6497 | 0.6633 | 0.8144 |
| 0.3359 | 33.3333 | 500 | 0.6636 | 0.6394 | 0.6636 | 0.8146 |
| 0.3359 | 33.4667 | 502 | 0.6650 | 0.6255 | 0.6650 | 0.8155 |
| 0.3359 | 33.6 | 504 | 0.6700 | 0.6326 | 0.6700 | 0.8185 |
| 0.3359 | 33.7333 | 506 | 0.6637 | 0.6275 | 0.6637 | 0.8147 |
| 0.3359 | 33.8667 | 508 | 0.6595 | 0.6394 | 0.6595 | 0.8121 |
| 0.3359 | 34.0 | 510 | 0.6622 | 0.6431 | 0.6622 | 0.8138 |
| 0.3359 | 34.1333 | 512 | 0.6556 | 0.6770 | 0.6556 | 0.8097 |
| 0.3359 | 34.2667 | 514 | 0.6465 | 0.7054 | 0.6465 | 0.8041 |
| 0.3359 | 34.4 | 516 | 0.6727 | 0.7195 | 0.6727 | 0.8202 |
| 0.3359 | 34.5333 | 518 | 0.7132 | 0.7028 | 0.7132 | 0.8445 |
| 0.3359 | 34.6667 | 520 | 0.6975 | 0.7007 | 0.6975 | 0.8351 |
| 0.3359 | 34.8 | 522 | 0.6464 | 0.7234 | 0.6464 | 0.8040 |
| 0.3359 | 34.9333 | 524 | 0.6503 | 0.6934 | 0.6503 | 0.8064 |
| 0.3359 | 35.0667 | 526 | 0.7144 | 0.6715 | 0.7144 | 0.8452 |
| 0.3359 | 35.2 | 528 | 0.7177 | 0.6706 | 0.7177 | 0.8472 |
| 0.3359 | 35.3333 | 530 | 0.6803 | 0.6777 | 0.6803 | 0.8248 |
| 0.3359 | 35.4667 | 532 | 0.6466 | 0.6576 | 0.6466 | 0.8041 |
| 0.3359 | 35.6 | 534 | 0.6388 | 0.6714 | 0.6388 | 0.7992 |
| 0.3359 | 35.7333 | 536 | 0.6374 | 0.6899 | 0.6374 | 0.7984 |
| 0.3359 | 35.8667 | 538 | 0.6334 | 0.6868 | 0.6334 | 0.7958 |
| 0.3359 | 36.0 | 540 | 0.6659 | 0.6948 | 0.6659 | 0.8160 |
| 0.3359 | 36.1333 | 542 | 0.7136 | 0.7117 | 0.7136 | 0.8447 |
| 0.3359 | 36.2667 | 544 | 0.7274 | 0.7140 | 0.7274 | 0.8529 |
| 0.3359 | 36.4 | 546 | 0.6914 | 0.7060 | 0.6914 | 0.8315 |
| 0.3359 | 36.5333 | 548 | 0.6474 | 0.6792 | 0.6474 | 0.8046 |
| 0.3359 | 36.6667 | 550 | 0.6316 | 0.6865 | 0.6316 | 0.7947 |
| 0.3359 | 36.8 | 552 | 0.6315 | 0.6844 | 0.6315 | 0.7947 |
| 0.3359 | 36.9333 | 554 | 0.6416 | 0.6904 | 0.6416 | 0.8010 |
| 0.3359 | 37.0667 | 556 | 0.6671 | 0.6580 | 0.6671 | 0.8168 |
| 0.3359 | 37.2 | 558 | 0.6799 | 0.6653 | 0.6799 | 0.8245 |
| 0.3359 | 37.3333 | 560 | 0.6687 | 0.6785 | 0.6687 | 0.8177 |
| 0.3359 | 37.4667 | 562 | 0.6528 | 0.6733 | 0.6528 | 0.8080 |
| 0.3359 | 37.6 | 564 | 0.6217 | 0.7013 | 0.6217 | 0.7884 |
| 0.3359 | 37.7333 | 566 | 0.6168 | 0.7013 | 0.6168 | 0.7854 |
| 0.3359 | 37.8667 | 568 | 0.6191 | 0.6865 | 0.6191 | 0.7868 |
| 0.3359 | 38.0 | 570 | 0.6238 | 0.6994 | 0.6238 | 0.7898 |
| 0.3359 | 38.1333 | 572 | 0.6240 | 0.6994 | 0.6240 | 0.7899 |
| 0.3359 | 38.2667 | 574 | 0.6211 | 0.7050 | 0.6211 | 0.7881 |
| 0.3359 | 38.4 | 576 | 0.6229 | 0.7284 | 0.6229 | 0.7893 |
| 0.3359 | 38.5333 | 578 | 0.6313 | 0.7284 | 0.6313 | 0.7946 |
| 0.3359 | 38.6667 | 580 | 0.6315 | 0.7284 | 0.6315 | 0.7946 |
| 0.3359 | 38.8 | 582 | 0.6303 | 0.7159 | 0.6303 | 0.7939 |
| 0.3359 | 38.9333 | 584 | 0.6322 | 0.7159 | 0.6322 | 0.7951 |
| 0.3359 | 39.0667 | 586 | 0.6320 | 0.7194 | 0.6320 | 0.7950 |
| 0.3359 | 39.2 | 588 | 0.6344 | 0.7356 | 0.6344 | 0.7965 |
| 0.3359 | 39.3333 | 590 | 0.6443 | 0.7244 | 0.6443 | 0.8027 |
| 0.3359 | 39.4667 | 592 | 0.6522 | 0.7276 | 0.6522 | 0.8076 |
| 0.3359 | 39.6 | 594 | 0.6459 | 0.7113 | 0.6459 | 0.8037 |
| 0.3359 | 39.7333 | 596 | 0.6407 | 0.7184 | 0.6407 | 0.8004 |
| 0.3359 | 39.8667 | 598 | 0.6471 | 0.6916 | 0.6471 | 0.8044 |
| 0.3359 | 40.0 | 600 | 0.6671 | 0.6783 | 0.6671 | 0.8168 |
| 0.3359 | 40.1333 | 602 | 0.6652 | 0.6629 | 0.6652 | 0.8156 |
| 0.3359 | 40.2667 | 604 | 0.6585 | 0.7086 | 0.6585 | 0.8115 |
| 0.3359 | 40.4 | 606 | 0.6791 | 0.6991 | 0.6791 | 0.8241 |
| 0.3359 | 40.5333 | 608 | 0.6894 | 0.7074 | 0.6894 | 0.8303 |
| 0.3359 | 40.6667 | 610 | 0.6804 | 0.6868 | 0.6804 | 0.8248 |
| 0.3359 | 40.8 | 612 | 0.6712 | 0.6917 | 0.6712 | 0.8193 |
| 0.3359 | 40.9333 | 614 | 0.6586 | 0.6925 | 0.6586 | 0.8115 |
| 0.3359 | 41.0667 | 616 | 0.6670 | 0.6991 | 0.6670 | 0.8167 |
| 0.3359 | 41.2 | 618 | 0.6832 | 0.6814 | 0.6832 | 0.8266 |
| 0.3359 | 41.3333 | 620 | 0.6974 | 0.6714 | 0.6974 | 0.8351 |
| 0.3359 | 41.4667 | 622 | 0.7088 | 0.6714 | 0.7088 | 0.8419 |
| 0.3359 | 41.6 | 624 | 0.7029 | 0.6884 | 0.7029 | 0.8384 |
| 0.3359 | 41.7333 | 626 | 0.6877 | 0.6765 | 0.6877 | 0.8292 |
| 0.3359 | 41.8667 | 628 | 0.6782 | 0.6735 | 0.6782 | 0.8235 |
| 0.3359 | 42.0 | 630 | 0.6772 | 0.6703 | 0.6772 | 0.8229 |
| 0.3359 | 42.1333 | 632 | 0.6812 | 0.6672 | 0.6812 | 0.8254 |
| 0.3359 | 42.2667 | 634 | 0.7178 | 0.6925 | 0.7178 | 0.8472 |
| 0.3359 | 42.4 | 636 | 0.7593 | 0.6795 | 0.7593 | 0.8714 |
| 0.3359 | 42.5333 | 638 | 0.7552 | 0.6795 | 0.7552 | 0.8690 |
| 0.3359 | 42.6667 | 640 | 0.7222 | 0.6887 | 0.7222 | 0.8498 |
| 0.3359 | 42.8 | 642 | 0.7078 | 0.6887 | 0.7078 | 0.8413 |
| 0.3359 | 42.9333 | 644 | 0.6988 | 0.6868 | 0.6988 | 0.8360 |
| 0.3359 | 43.0667 | 646 | 0.6837 | 0.6516 | 0.6837 | 0.8268 |
| 0.3359 | 43.2 | 648 | 0.6759 | 0.6568 | 0.6759 | 0.8222 |
| 0.3359 | 43.3333 | 650 | 0.6683 | 0.6567 | 0.6683 | 0.8175 |
| 0.3359 | 43.4667 | 652 | 0.6668 | 0.6567 | 0.6668 | 0.8166 |
| 0.3359 | 43.6 | 654 | 0.6673 | 0.6569 | 0.6673 | 0.8169 |
| 0.3359 | 43.7333 | 656 | 0.6652 | 0.6671 | 0.6652 | 0.8156 |
| 0.3359 | 43.8667 | 658 | 0.6768 | 0.6942 | 0.6768 | 0.8227 |
| 0.3359 | 44.0 | 660 | 0.7106 | 0.7076 | 0.7106 | 0.8430 |
| 0.3359 | 44.1333 | 662 | 0.7018 | 0.7076 | 0.7018 | 0.8378 |
| 0.3359 | 44.2667 | 664 | 0.6804 | 0.7125 | 0.6804 | 0.8249 |
| 0.3359 | 44.4 | 666 | 0.6613 | 0.6661 | 0.6613 | 0.8132 |
| 0.3359 | 44.5333 | 668 | 0.6589 | 0.6661 | 0.6589 | 0.8118 |
| 0.3359 | 44.6667 | 670 | 0.6636 | 0.6661 | 0.6636 | 0.8146 |
| 0.3359 | 44.8 | 672 | 0.6853 | 0.6996 | 0.6853 | 0.8278 |
| 0.3359 | 44.9333 | 674 | 0.7294 | 0.6936 | 0.7294 | 0.8540 |
| 0.3359 | 45.0667 | 676 | 0.7878 | 0.6824 | 0.7878 | 0.8876 |
| 0.3359 | 45.2 | 678 | 0.8313 | 0.6745 | 0.8313 | 0.9118 |
| 0.3359 | 45.3333 | 680 | 0.8495 | 0.6818 | 0.8495 | 0.9217 |
| 0.3359 | 45.4667 | 682 | 0.8311 | 0.6846 | 0.8311 | 0.9117 |
| 0.3359 | 45.6 | 684 | 0.8380 | 0.6728 | 0.8380 | 0.9154 |
| 0.3359 | 45.7333 | 686 | 0.8186 | 0.6730 | 0.8186 | 0.9048 |
| 0.3359 | 45.8667 | 688 | 0.7580 | 0.6990 | 0.7580 | 0.8706 |
| 0.3359 | 46.0 | 690 | 0.6974 | 0.6979 | 0.6974 | 0.8351 |
| 0.3359 | 46.1333 | 692 | 0.6711 | 0.6824 | 0.6711 | 0.8192 |
| 0.3359 | 46.2667 | 694 | 0.6666 | 0.6824 | 0.6666 | 0.8165 |
| 0.3359 | 46.4 | 696 | 0.6830 | 0.6992 | 0.6830 | 0.8264 |
| 0.3359 | 46.5333 | 698 | 0.6942 | 0.7033 | 0.6942 | 0.8332 |
| 0.3359 | 46.6667 | 700 | 0.6812 | 0.7233 | 0.6812 | 0.8254 |
| 0.3359 | 46.8 | 702 | 0.6755 | 0.7064 | 0.6755 | 0.8219 |
| 0.3359 | 46.9333 | 704 | 0.6674 | 0.7202 | 0.6674 | 0.8170 |
| 0.3359 | 47.0667 | 706 | 0.6548 | 0.7198 | 0.6548 | 0.8092 |
| 0.3359 | 47.2 | 708 | 0.6484 | 0.7198 | 0.6484 | 0.8053 |
| 0.3359 | 47.3333 | 710 | 0.6448 | 0.7015 | 0.6448 | 0.8030 |
| 0.3359 | 47.4667 | 712 | 0.6466 | 0.7309 | 0.6466 | 0.8041 |
| 0.3359 | 47.6 | 714 | 0.6584 | 0.7024 | 0.6584 | 0.8114 |
| 0.3359 | 47.7333 | 716 | 0.6809 | 0.6828 | 0.6809 | 0.8251 |
| 0.3359 | 47.8667 | 718 | 0.6969 | 0.6777 | 0.6969 | 0.8348 |
| 0.3359 | 48.0 | 720 | 0.6736 | 0.6825 | 0.6736 | 0.8207 |
| 0.3359 | 48.1333 | 722 | 0.6447 | 0.6806 | 0.6448 | 0.8030 |
| 0.3359 | 48.2667 | 724 | 0.6419 | 0.6806 | 0.6419 | 0.8012 |
| 0.3359 | 48.4 | 726 | 0.6477 | 0.7024 | 0.6477 | 0.8048 |
| 0.3359 | 48.5333 | 728 | 0.6552 | 0.6947 | 0.6552 | 0.8094 |
| 0.3359 | 48.6667 | 730 | 0.6577 | 0.6884 | 0.6577 | 0.8110 |
| 0.3359 | 48.8 | 732 | 0.6843 | 0.6804 | 0.6843 | 0.8272 |
| 0.3359 | 48.9333 | 734 | 0.6955 | 0.6935 | 0.6955 | 0.8340 |
| 0.3359 | 49.0667 | 736 | 0.6907 | 0.7058 | 0.6907 | 0.8311 |
| 0.3359 | 49.2 | 738 | 0.6703 | 0.7214 | 0.6703 | 0.8187 |
| 0.3359 | 49.3333 | 740 | 0.6590 | 0.7199 | 0.6590 | 0.8118 |
| 0.3359 | 49.4667 | 742 | 0.6648 | 0.7199 | 0.6648 | 0.8154 |
| 0.3359 | 49.6 | 744 | 0.6721 | 0.7199 | 0.6721 | 0.8198 |
| 0.3359 | 49.7333 | 746 | 0.6782 | 0.7231 | 0.6782 | 0.8235 |
| 0.3359 | 49.8667 | 748 | 0.6790 | 0.7082 | 0.6790 | 0.8240 |
| 0.3359 | 50.0 | 750 | 0.6871 | 0.6907 | 0.6871 | 0.8289 |
| 0.3359 | 50.1333 | 752 | 0.7097 | 0.6756 | 0.7097 | 0.8424 |
| 0.3359 | 50.2667 | 754 | 0.7322 | 0.6685 | 0.7322 | 0.8557 |
| 0.3359 | 50.4 | 756 | 0.7343 | 0.6940 | 0.7343 | 0.8569 |
| 0.3359 | 50.5333 | 758 | 0.7167 | 0.7024 | 0.7167 | 0.8466 |
| 0.3359 | 50.6667 | 760 | 0.7147 | 0.7105 | 0.7147 | 0.8454 |
| 0.3359 | 50.8 | 762 | 0.7306 | 0.7170 | 0.7306 | 0.8548 |
| 0.3359 | 50.9333 | 764 | 0.7260 | 0.7132 | 0.7260 | 0.8521 |
| 0.3359 | 51.0667 | 766 | 0.7088 | 0.7056 | 0.7088 | 0.8419 |
| 0.3359 | 51.2 | 768 | 0.7008 | 0.7154 | 0.7008 | 0.8371 |
| 0.3359 | 51.3333 | 770 | 0.6942 | 0.7176 | 0.6942 | 0.8332 |
| 0.3359 | 51.4667 | 772 | 0.6956 | 0.7142 | 0.6956 | 0.8341 |
| 0.3359 | 51.6 | 774 | 0.6771 | 0.7153 | 0.6771 | 0.8229 |
| 0.3359 | 51.7333 | 776 | 0.6666 | 0.7177 | 0.6666 | 0.8165 |
| 0.3359 | 51.8667 | 778 | 0.6532 | 0.6995 | 0.6532 | 0.8082 |
| 0.3359 | 52.0 | 780 | 0.6525 | 0.7063 | 0.6525 | 0.8078 |
| 0.3359 | 52.1333 | 782 | 0.6556 | 0.7018 | 0.6556 | 0.8097 |
| 0.3359 | 52.2667 | 784 | 0.6596 | 0.7018 | 0.6596 | 0.8121 |
| 0.3359 | 52.4 | 786 | 0.6644 | 0.6983 | 0.6644 | 0.8151 |
| 0.3359 | 52.5333 | 788 | 0.6528 | 0.6904 | 0.6528 | 0.8080 |
| 0.3359 | 52.6667 | 790 | 0.6571 | 0.6904 | 0.6571 | 0.8106 |
| 0.3359 | 52.8 | 792 | 0.6676 | 0.6836 | 0.6676 | 0.8171 |
| 0.3359 | 52.9333 | 794 | 0.6860 | 0.6976 | 0.6860 | 0.8282 |
| 0.3359 | 53.0667 | 796 | 0.6793 | 0.6869 | 0.6793 | 0.8242 |
| 0.3359 | 53.2 | 798 | 0.6607 | 0.6836 | 0.6607 | 0.8128 |
| 0.3359 | 53.3333 | 800 | 0.6511 | 0.7104 | 0.6511 | 0.8069 |
| 0.3359 | 53.4667 | 802 | 0.6479 | 0.7245 | 0.6479 | 0.8049 |
| 0.3359 | 53.6 | 804 | 0.6499 | 0.7245 | 0.6499 | 0.8062 |
| 0.3359 | 53.7333 | 806 | 0.6563 | 0.7307 | 0.6563 | 0.8101 |
| 0.3359 | 53.8667 | 808 | 0.6530 | 0.7330 | 0.6530 | 0.8081 |
| 0.3359 | 54.0 | 810 | 0.6412 | 0.7236 | 0.6412 | 0.8008 |
| 0.3359 | 54.1333 | 812 | 0.6378 | 0.7347 | 0.6378 | 0.7986 |
| 0.3359 | 54.2667 | 814 | 0.6356 | 0.7283 | 0.6356 | 0.7973 |
| 0.3359 | 54.4 | 816 | 0.6376 | 0.7276 | 0.6376 | 0.7985 |
| 0.3359 | 54.5333 | 818 | 0.6418 | 0.7165 | 0.6418 | 0.8011 |
| 0.3359 | 54.6667 | 820 | 0.6465 | 0.7109 | 0.6465 | 0.8040 |
| 0.3359 | 54.8 | 822 | 0.6486 | 0.7157 | 0.6486 | 0.8054 |
| 0.3359 | 54.9333 | 824 | 0.6501 | 0.7276 | 0.6501 | 0.8063 |
| 0.3359 | 55.0667 | 826 | 0.6525 | 0.7276 | 0.6525 | 0.8078 |
| 0.3359 | 55.2 | 828 | 0.6493 | 0.7229 | 0.6493 | 0.8058 |
| 0.3359 | 55.3333 | 830 | 0.6436 | 0.7147 | 0.6436 | 0.8022 |
| 0.3359 | 55.4667 | 832 | 0.6436 | 0.7147 | 0.6436 | 0.8022 |
| 0.3359 | 55.6 | 834 | 0.6451 | 0.7107 | 0.6451 | 0.8032 |
| 0.3359 | 55.7333 | 836 | 0.6458 | 0.7107 | 0.6458 | 0.8036 |
| 0.3359 | 55.8667 | 838 | 0.6466 | 0.7235 | 0.6466 | 0.8041 |
| 0.3359 | 56.0 | 840 | 0.6460 | 0.7252 | 0.6460 | 0.8037 |
| 0.3359 | 56.1333 | 842 | 0.6425 | 0.7111 | 0.6425 | 0.8015 |
| 0.3359 | 56.2667 | 844 | 0.6475 | 0.7229 | 0.6475 | 0.8047 |
| 0.3359 | 56.4 | 846 | 0.6520 | 0.7245 | 0.6520 | 0.8075 |
| 0.3359 | 56.5333 | 848 | 0.6637 | 0.7333 | 0.6637 | 0.8147 |
| 0.3359 | 56.6667 | 850 | 0.6848 | 0.7262 | 0.6848 | 0.8275 |
| 0.3359 | 56.8 | 852 | 0.6815 | 0.7285 | 0.6815 | 0.8256 |
| 0.3359 | 56.9333 | 854 | 0.6662 | 0.7008 | 0.6662 | 0.8162 |
| 0.3359 | 57.0667 | 856 | 0.6514 | 0.7163 | 0.6514 | 0.8071 |
| 0.3359 | 57.2 | 858 | 0.6459 | 0.7163 | 0.6459 | 0.8037 |
| 0.3359 | 57.3333 | 860 | 0.6440 | 0.7259 | 0.6440 | 0.8025 |
| 0.3359 | 57.4667 | 862 | 0.6465 | 0.7091 | 0.6465 | 0.8040 |
| 0.3359 | 57.6 | 864 | 0.6551 | 0.7133 | 0.6551 | 0.8094 |
| 0.3359 | 57.7333 | 866 | 0.6662 | 0.7160 | 0.6662 | 0.8162 |
| 0.3359 | 57.8667 | 868 | 0.6658 | 0.7160 | 0.6658 | 0.8160 |
| 0.3359 | 58.0 | 870 | 0.6625 | 0.7145 | 0.6625 | 0.8140 |
| 0.3359 | 58.1333 | 872 | 0.6567 | 0.7157 | 0.6567 | 0.8104 |
| 0.3359 | 58.2667 | 874 | 0.6573 | 0.6901 | 0.6573 | 0.8107 |
| 0.3359 | 58.4 | 876 | 0.6592 | 0.6901 | 0.6592 | 0.8119 |
| 0.3359 | 58.5333 | 878 | 0.6541 | 0.6901 | 0.6541 | 0.8088 |
| 0.3359 | 58.6667 | 880 | 0.6534 | 0.7091 | 0.6534 | 0.8084 |
| 0.3359 | 58.8 | 882 | 0.6613 | 0.6888 | 0.6613 | 0.8132 |
| 0.3359 | 58.9333 | 884 | 0.6679 | 0.6846 | 0.6679 | 0.8172 |
| 0.3359 | 59.0667 | 886 | 0.6663 | 0.6750 | 0.6663 | 0.8163 |
| 0.3359 | 59.2 | 888 | 0.6579 | 0.6869 | 0.6579 | 0.8111 |
| 0.3359 | 59.3333 | 890 | 0.6569 | 0.6981 | 0.6569 | 0.8105 |
| 0.3359 | 59.4667 | 892 | 0.6575 | 0.6981 | 0.6575 | 0.8109 |
| 0.3359 | 59.6 | 894 | 0.6602 | 0.6836 | 0.6602 | 0.8125 |
| 0.3359 | 59.7333 | 896 | 0.6697 | 0.7022 | 0.6697 | 0.8184 |
| 0.3359 | 59.8667 | 898 | 0.6899 | 0.7005 | 0.6899 | 0.8306 |
| 0.3359 | 60.0 | 900 | 0.7134 | 0.7223 | 0.7134 | 0.8447 |
| 0.3359 | 60.1333 | 902 | 0.7068 | 0.7223 | 0.7068 | 0.8407 |
| 0.3359 | 60.2667 | 904 | 0.6855 | 0.7054 | 0.6855 | 0.8280 |
| 0.3359 | 60.4 | 906 | 0.6668 | 0.6973 | 0.6668 | 0.8165 |
| 0.3359 | 60.5333 | 908 | 0.6600 | 0.7089 | 0.6600 | 0.8124 |
| 0.3359 | 60.6667 | 910 | 0.6605 | 0.7194 | 0.6605 | 0.8127 |
| 0.3359 | 60.8 | 912 | 0.6663 | 0.7252 | 0.6663 | 0.8163 |
| 0.3359 | 60.9333 | 914 | 0.6807 | 0.7085 | 0.6807 | 0.8250 |
| 0.3359 | 61.0667 | 916 | 0.6907 | 0.7076 | 0.6907 | 0.8311 |
| 0.3359 | 61.2 | 918 | 0.6814 | 0.7010 | 0.6814 | 0.8255 |
| 0.3359 | 61.3333 | 920 | 0.6719 | 0.7128 | 0.6719 | 0.8197 |
| 0.3359 | 61.4667 | 922 | 0.6717 | 0.7203 | 0.6717 | 0.8196 |
| 0.3359 | 61.6 | 924 | 0.6723 | 0.7203 | 0.6723 | 0.8200 |
| 0.3359 | 61.7333 | 926 | 0.6725 | 0.7128 | 0.6725 | 0.8200 |
| 0.3359 | 61.8667 | 928 | 0.6780 | 0.7078 | 0.6780 | 0.8234 |
| 0.3359 | 62.0 | 930 | 0.6935 | 0.6865 | 0.6935 | 0.8327 |
| 0.3359 | 62.1333 | 932 | 0.7039 | 0.7082 | 0.7039 | 0.8390 |
| 0.3359 | 62.2667 | 934 | 0.6987 | 0.6943 | 0.6987 | 0.8359 |
| 0.3359 | 62.4 | 936 | 0.6761 | 0.6908 | 0.6761 | 0.8223 |
| 0.3359 | 62.5333 | 938 | 0.6685 | 0.7024 | 0.6685 | 0.8176 |
| 0.3359 | 62.6667 | 940 | 0.6619 | 0.6976 | 0.6619 | 0.8136 |
| 0.3359 | 62.8 | 942 | 0.6660 | 0.6836 | 0.6660 | 0.8161 |
| 0.3359 | 62.9333 | 944 | 0.6790 | 0.7042 | 0.6790 | 0.8240 |
| 0.3359 | 63.0667 | 946 | 0.6889 | 0.7019 | 0.6889 | 0.8300 |
| 0.3359 | 63.2 | 948 | 0.6812 | 0.7094 | 0.6812 | 0.8253 |
| 0.3359 | 63.3333 | 950 | 0.6630 | 0.7214 | 0.6630 | 0.8143 |
| 0.3359 | 63.4667 | 952 | 0.6445 | 0.7134 | 0.6445 | 0.8028 |
| 0.3359 | 63.6 | 954 | 0.6398 | 0.6985 | 0.6398 | 0.7999 |
| 0.3359 | 63.7333 | 956 | 0.6405 | 0.6985 | 0.6405 | 0.8003 |
| 0.3359 | 63.8667 | 958 | 0.6457 | 0.6985 | 0.6457 | 0.8036 |
| 0.3359 | 64.0 | 960 | 0.6545 | 0.7125 | 0.6545 | 0.8090 |
| 0.3359 | 64.1333 | 962 | 0.6709 | 0.7165 | 0.6709 | 0.8191 |
| 0.3359 | 64.2667 | 964 | 0.6928 | 0.7019 | 0.6928 | 0.8324 |
| 0.3359 | 64.4 | 966 | 0.7174 | 0.7029 | 0.7174 | 0.8470 |
| 0.3359 | 64.5333 | 968 | 0.7099 | 0.7072 | 0.7099 | 0.8426 |
| 0.3359 | 64.6667 | 970 | 0.6937 | 0.7144 | 0.6937 | 0.8329 |
| 0.3359 | 64.8 | 972 | 0.6777 | 0.7262 | 0.6777 | 0.8232 |
| 0.3359 | 64.9333 | 974 | 0.6756 | 0.7245 | 0.6756 | 0.8220 |
| 0.3359 | 65.0667 | 976 | 0.6750 | 0.7207 | 0.6750 | 0.8216 |
| 0.3359 | 65.2 | 978 | 0.6820 | 0.7269 | 0.6820 | 0.8258 |
| 0.3359 | 65.3333 | 980 | 0.6936 | 0.7139 | 0.6936 | 0.8328 |
| 0.3359 | 65.4667 | 982 | 0.7015 | 0.7017 | 0.7015 | 0.8376 |
| 0.3359 | 65.6 | 984 | 0.6955 | 0.7146 | 0.6955 | 0.8340 |
| 0.3359 | 65.7333 | 986 | 0.6828 | 0.7084 | 0.6828 | 0.8263 |
| 0.3359 | 65.8667 | 988 | 0.6738 | 0.6977 | 0.6738 | 0.8209 |
| 0.3359 | 66.0 | 990 | 0.6719 | 0.6955 | 0.6719 | 0.8197 |
| 0.3359 | 66.1333 | 992 | 0.6730 | 0.7139 | 0.6730 | 0.8204 |
| 0.3359 | 66.2667 | 994 | 0.6804 | 0.6942 | 0.6804 | 0.8249 |
| 0.3359 | 66.4 | 996 | 0.6878 | 0.6673 | 0.6878 | 0.8294 |
| 0.3359 | 66.5333 | 998 | 0.6947 | 0.6825 | 0.6947 | 0.8335 |
| 0.0566 | 66.6667 | 1000 | 0.6970 | 0.6894 | 0.6970 | 0.8349 |
| 0.0566 | 66.8 | 1002 | 0.7026 | 0.6894 | 0.7026 | 0.8382 |
| 0.0566 | 66.9333 | 1004 | 0.7051 | 0.6894 | 0.7051 | 0.8397 |
| 0.0566 | 67.0667 | 1006 | 0.7174 | 0.6940 | 0.7174 | 0.8470 |
| 0.0566 | 67.2 | 1008 | 0.7240 | 0.6940 | 0.7240 | 0.8509 |
| 0.0566 | 67.3333 | 1010 | 0.7201 | 0.6873 | 0.7201 | 0.8486 |
| 0.0566 | 67.4667 | 1012 | 0.7146 | 0.6825 | 0.7146 | 0.8453 |
| 0.0566 | 67.6 | 1014 | 0.7034 | 0.6805 | 0.7034 | 0.8387 |
| 0.0566 | 67.7333 | 1016 | 0.6903 | 0.7028 | 0.6903 | 0.8309 |
| 0.0566 | 67.8667 | 1018 | 0.6834 | 0.7032 | 0.6834 | 0.8267 |
| 0.0566 | 68.0 | 1020 | 0.6828 | 0.7078 | 0.6828 | 0.8263 |
| 0.0566 | 68.1333 | 1022 | 0.6917 | 0.6964 | 0.6917 | 0.8317 |
| 0.0566 | 68.2667 | 1024 | 0.7126 | 0.6940 | 0.7126 | 0.8441 |
| 0.0566 | 68.4 | 1026 | 0.7234 | 0.6919 | 0.7234 | 0.8505 |
| 0.0566 | 68.5333 | 1028 | 0.7283 | 0.6870 | 0.7283 | 0.8534 |
| 0.0566 | 68.6667 | 1030 | 0.7308 | 0.6870 | 0.7308 | 0.8549 |
| 0.0566 | 68.8 | 1032 | 0.7201 | 0.7055 | 0.7201 | 0.8486 |
| 0.0566 | 68.9333 | 1034 | 0.7108 | 0.7119 | 0.7108 | 0.8431 |
| 0.0566 | 69.0667 | 1036 | 0.7109 | 0.7214 | 0.7109 | 0.8432 |
| 0.0566 | 69.2 | 1038 | 0.7077 | 0.7262 | 0.7077 | 0.8413 |
| 0.0566 | 69.3333 | 1040 | 0.6969 | 0.7245 | 0.6969 | 0.8348 |
| 0.0566 | 69.4667 | 1042 | 0.6857 | 0.7277 | 0.6857 | 0.8281 |
| 0.0566 | 69.6 | 1044 | 0.6787 | 0.7058 | 0.6787 | 0.8238 |
| 0.0566 | 69.7333 | 1046 | 0.6771 | 0.7143 | 0.6771 | 0.8229 |
| 0.0566 | 69.8667 | 1048 | 0.6788 | 0.6896 | 0.6788 | 0.8239 |
| 0.0566 | 70.0 | 1050 | 0.6833 | 0.6989 | 0.6833 | 0.8266 |
| 0.0566 | 70.1333 | 1052 | 0.6925 | 0.6869 | 0.6925 | 0.8322 |
| 0.0566 | 70.2667 | 1054 | 0.7021 | 0.7040 | 0.7021 | 0.8379 |
| 0.0566 | 70.4 | 1056 | 0.7075 | 0.7032 | 0.7075 | 0.8411 |
| 0.0566 | 70.5333 | 1058 | 0.7087 | 0.7215 | 0.7087 | 0.8419 |
| 0.0566 | 70.6667 | 1060 | 0.6989 | 0.7253 | 0.6989 | 0.8360 |
| 0.0566 | 70.8 | 1062 | 0.6885 | 0.7206 | 0.6885 | 0.8298 |
| 0.0566 | 70.9333 | 1064 | 0.6801 | 0.7188 | 0.6801 | 0.8247 |
| 0.0566 | 71.0667 | 1066 | 0.6756 | 0.7176 | 0.6756 | 0.8219 |
| 0.0566 | 71.2 | 1068 | 0.6779 | 0.7218 | 0.6779 | 0.8233 |
| 0.0566 | 71.3333 | 1070 | 0.6823 | 0.7041 | 0.6823 | 0.8260 |
| 0.0566 | 71.4667 | 1072 | 0.6867 | 0.6990 | 0.6867 | 0.8287 |
| 0.0566 | 71.6 | 1074 | 0.6944 | 0.7028 | 0.6944 | 0.8333 |
| 0.0566 | 71.7333 | 1076 | 0.7038 | 0.6905 | 0.7038 | 0.8389 |
| 0.0566 | 71.8667 | 1078 | 0.7181 | 0.6723 | 0.7181 | 0.8474 |
| 0.0566 | 72.0 | 1080 | 0.7428 | 0.6898 | 0.7428 | 0.8618 |
| 0.0566 | 72.1333 | 1082 | 0.7608 | 0.6850 | 0.7608 | 0.8722 |
| 0.0566 | 72.2667 | 1084 | 0.7661 | 0.6770 | 0.7661 | 0.8753 |
| 0.0566 | 72.4 | 1086 | 0.7541 | 0.6850 | 0.7541 | 0.8684 |
| 0.0566 | 72.5333 | 1088 | 0.7300 | 0.6989 | 0.7300 | 0.8544 |
| 0.0566 | 72.6667 | 1090 | 0.7116 | 0.6961 | 0.7116 | 0.8435 |
| 0.0566 | 72.8 | 1092 | 0.6949 | 0.6923 | 0.6949 | 0.8336 |
| 0.0566 | 72.9333 | 1094 | 0.6834 | 0.6847 | 0.6834 | 0.8267 |
| 0.0566 | 73.0667 | 1096 | 0.6773 | 0.6869 | 0.6773 | 0.8230 |
| 0.0566 | 73.2 | 1098 | 0.6740 | 0.6891 | 0.6740 | 0.8210 |
| 0.0566 | 73.3333 | 1100 | 0.6745 | 0.6891 | 0.6745 | 0.8213 |
| 0.0566 | 73.4667 | 1102 | 0.6803 | 0.6891 | 0.6803 | 0.8248 |
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/ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run3_AugV5_k3_task1_organization
Base model
aubmindlab/bert-base-arabertv02