Instructions to use MayBashendy/ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run2_AugV5_k15_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_run2_AugV5_k15_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_run2_AugV5_k15_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run2_AugV5_k15_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run2_AugV5_k15_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run2_AugV5_k15_task1_organization
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.0379
- Qwk: 0.5545
- Mse: 1.0379
- Rmse: 1.0188
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 | 0.0270 | 2 | 5.1063 | -0.0171 | 5.1063 | 2.2597 |
| No log | 0.0541 | 4 | 2.9327 | 0.1025 | 2.9327 | 1.7125 |
| No log | 0.0811 | 6 | 1.8766 | 0.0764 | 1.8766 | 1.3699 |
| No log | 0.1081 | 8 | 1.3605 | 0.2185 | 1.3605 | 1.1664 |
| No log | 0.1351 | 10 | 1.1727 | 0.3798 | 1.1727 | 1.0829 |
| No log | 0.1622 | 12 | 1.1114 | 0.3047 | 1.1114 | 1.0543 |
| No log | 0.1892 | 14 | 1.1217 | 0.1948 | 1.1217 | 1.0591 |
| No log | 0.2162 | 16 | 1.1468 | 0.1776 | 1.1468 | 1.0709 |
| No log | 0.2432 | 18 | 1.1537 | 0.1106 | 1.1537 | 1.0741 |
| No log | 0.2703 | 20 | 1.1095 | 0.2217 | 1.1095 | 1.0533 |
| No log | 0.2973 | 22 | 1.1324 | 0.2681 | 1.1324 | 1.0641 |
| No log | 0.3243 | 24 | 1.1048 | 0.2977 | 1.1048 | 1.0511 |
| No log | 0.3514 | 26 | 1.0735 | 0.3242 | 1.0735 | 1.0361 |
| No log | 0.3784 | 28 | 1.0839 | 0.3590 | 1.0839 | 1.0411 |
| No log | 0.4054 | 30 | 1.1038 | 0.3720 | 1.1038 | 1.0506 |
| No log | 0.4324 | 32 | 1.0904 | 0.3973 | 1.0904 | 1.0442 |
| No log | 0.4595 | 34 | 1.0084 | 0.4287 | 1.0084 | 1.0042 |
| No log | 0.4865 | 36 | 1.0069 | 0.3975 | 1.0069 | 1.0035 |
| No log | 0.5135 | 38 | 1.2766 | 0.2290 | 1.2766 | 1.1299 |
| No log | 0.5405 | 40 | 1.1306 | 0.3698 | 1.1306 | 1.0633 |
| No log | 0.5676 | 42 | 0.9109 | 0.4345 | 0.9109 | 0.9544 |
| No log | 0.5946 | 44 | 0.8840 | 0.3938 | 0.8840 | 0.9402 |
| No log | 0.6216 | 46 | 0.9399 | 0.4116 | 0.9399 | 0.9695 |
| No log | 0.6486 | 48 | 0.9728 | 0.4243 | 0.9728 | 0.9863 |
| No log | 0.6757 | 50 | 0.9921 | 0.4608 | 0.9921 | 0.9960 |
| No log | 0.7027 | 52 | 1.0566 | 0.3539 | 1.0566 | 1.0279 |
| No log | 0.7297 | 54 | 1.0485 | 0.3100 | 1.0485 | 1.0240 |
| No log | 0.7568 | 56 | 0.9445 | 0.4363 | 0.9445 | 0.9719 |
| No log | 0.7838 | 58 | 0.9026 | 0.4507 | 0.9026 | 0.9500 |
| No log | 0.8108 | 60 | 0.8892 | 0.4331 | 0.8892 | 0.9430 |
| No log | 0.8378 | 62 | 0.8883 | 0.4385 | 0.8883 | 0.9425 |
| No log | 0.8649 | 64 | 0.8824 | 0.4529 | 0.8824 | 0.9394 |
| No log | 0.8919 | 66 | 0.9428 | 0.4724 | 0.9428 | 0.9710 |
| No log | 0.9189 | 68 | 0.9266 | 0.4842 | 0.9266 | 0.9626 |
| No log | 0.9459 | 70 | 0.8437 | 0.4503 | 0.8437 | 0.9185 |
| No log | 0.9730 | 72 | 0.8517 | 0.4543 | 0.8517 | 0.9229 |
| No log | 1.0 | 74 | 0.8647 | 0.4836 | 0.8647 | 0.9299 |
| No log | 1.0270 | 76 | 0.8642 | 0.4885 | 0.8642 | 0.9296 |
| No log | 1.0541 | 78 | 0.8496 | 0.4936 | 0.8496 | 0.9217 |
| No log | 1.0811 | 80 | 0.8649 | 0.4857 | 0.8649 | 0.9300 |
| No log | 1.1081 | 82 | 1.0494 | 0.3620 | 1.0494 | 1.0244 |
| No log | 1.1351 | 84 | 1.0439 | 0.4450 | 1.0439 | 1.0217 |
| No log | 1.1622 | 86 | 0.8916 | 0.4979 | 0.8916 | 0.9442 |
| No log | 1.1892 | 88 | 0.7703 | 0.5422 | 0.7703 | 0.8777 |
| No log | 1.2162 | 90 | 0.8622 | 0.4510 | 0.8622 | 0.9285 |
| No log | 1.2432 | 92 | 1.0376 | 0.3174 | 1.0376 | 1.0186 |
| No log | 1.2703 | 94 | 1.1263 | 0.2699 | 1.1263 | 1.0613 |
| No log | 1.2973 | 96 | 1.1489 | 0.3240 | 1.1489 | 1.0719 |
| No log | 1.3243 | 98 | 1.0518 | 0.4104 | 1.0518 | 1.0256 |
| No log | 1.3514 | 100 | 0.8970 | 0.5521 | 0.8970 | 0.9471 |
| No log | 1.3784 | 102 | 0.8695 | 0.5648 | 0.8695 | 0.9325 |
| No log | 1.4054 | 104 | 0.8978 | 0.5684 | 0.8978 | 0.9475 |
| No log | 1.4324 | 106 | 0.8076 | 0.6036 | 0.8076 | 0.8987 |
| No log | 1.4595 | 108 | 0.8182 | 0.5262 | 0.8182 | 0.9046 |
| No log | 1.4865 | 110 | 0.9094 | 0.4830 | 0.9094 | 0.9536 |
| No log | 1.5135 | 112 | 0.9352 | 0.4924 | 0.9352 | 0.9671 |
| No log | 1.5405 | 114 | 0.9159 | 0.5175 | 0.9159 | 0.9570 |
| No log | 1.5676 | 116 | 0.8472 | 0.5231 | 0.8472 | 0.9204 |
| No log | 1.5946 | 118 | 0.8398 | 0.5275 | 0.8398 | 0.9164 |
| No log | 1.6216 | 120 | 0.8457 | 0.5412 | 0.8457 | 0.9196 |
| No log | 1.6486 | 122 | 0.8566 | 0.5467 | 0.8566 | 0.9255 |
| No log | 1.6757 | 124 | 0.8603 | 0.5304 | 0.8603 | 0.9275 |
| No log | 1.7027 | 126 | 0.8708 | 0.5016 | 0.8708 | 0.9332 |
| No log | 1.7297 | 128 | 0.8654 | 0.5450 | 0.8654 | 0.9303 |
| No log | 1.7568 | 130 | 0.8672 | 0.5412 | 0.8672 | 0.9312 |
| No log | 1.7838 | 132 | 0.9299 | 0.4741 | 0.9299 | 0.9643 |
| No log | 1.8108 | 134 | 0.8533 | 0.5056 | 0.8533 | 0.9237 |
| No log | 1.8378 | 136 | 0.7718 | 0.5468 | 0.7718 | 0.8785 |
| No log | 1.8649 | 138 | 0.8288 | 0.5084 | 0.8288 | 0.9104 |
| No log | 1.8919 | 140 | 0.8195 | 0.5418 | 0.8195 | 0.9052 |
| No log | 1.9189 | 142 | 0.7503 | 0.5799 | 0.7503 | 0.8662 |
| No log | 1.9459 | 144 | 0.7345 | 0.6037 | 0.7345 | 0.8570 |
| No log | 1.9730 | 146 | 0.7474 | 0.5489 | 0.7474 | 0.8645 |
| No log | 2.0 | 148 | 0.7903 | 0.5769 | 0.7903 | 0.8890 |
| No log | 2.0270 | 150 | 0.8713 | 0.5598 | 0.8713 | 0.9335 |
| No log | 2.0541 | 152 | 0.8742 | 0.5372 | 0.8742 | 0.9350 |
| No log | 2.0811 | 154 | 0.8506 | 0.5601 | 0.8506 | 0.9223 |
| No log | 2.1081 | 156 | 0.8170 | 0.5413 | 0.8170 | 0.9039 |
| No log | 2.1351 | 158 | 0.8135 | 0.4719 | 0.8135 | 0.9019 |
| No log | 2.1622 | 160 | 0.8011 | 0.4815 | 0.8011 | 0.8951 |
| No log | 2.1892 | 162 | 0.8119 | 0.5636 | 0.8119 | 0.9010 |
| No log | 2.2162 | 164 | 0.8610 | 0.5032 | 0.8610 | 0.9279 |
| No log | 2.2432 | 166 | 0.8843 | 0.5262 | 0.8843 | 0.9404 |
| No log | 2.2703 | 168 | 0.9309 | 0.4754 | 0.9309 | 0.9648 |
| No log | 2.2973 | 170 | 0.8801 | 0.5058 | 0.8801 | 0.9381 |
| No log | 2.3243 | 172 | 0.8703 | 0.5173 | 0.8703 | 0.9329 |
| No log | 2.3514 | 174 | 0.8489 | 0.5407 | 0.8489 | 0.9214 |
| No log | 2.3784 | 176 | 0.8602 | 0.5700 | 0.8602 | 0.9275 |
| No log | 2.4054 | 178 | 0.9691 | 0.5427 | 0.9691 | 0.9844 |
| No log | 2.4324 | 180 | 1.0629 | 0.5273 | 1.0629 | 1.0310 |
| No log | 2.4595 | 182 | 1.0123 | 0.5414 | 1.0123 | 1.0062 |
| No log | 2.4865 | 184 | 0.8477 | 0.5878 | 0.8477 | 0.9207 |
| No log | 2.5135 | 186 | 0.8034 | 0.5997 | 0.8034 | 0.8963 |
| No log | 2.5405 | 188 | 0.8089 | 0.6023 | 0.8089 | 0.8994 |
| No log | 2.5676 | 190 | 0.9323 | 0.5519 | 0.9323 | 0.9655 |
| No log | 2.5946 | 192 | 1.0462 | 0.5510 | 1.0462 | 1.0228 |
| No log | 2.6216 | 194 | 1.0450 | 0.5361 | 1.0450 | 1.0223 |
| No log | 2.6486 | 196 | 1.0066 | 0.5669 | 1.0066 | 1.0033 |
| No log | 2.6757 | 198 | 0.8615 | 0.5741 | 0.8615 | 0.9281 |
| No log | 2.7027 | 200 | 0.7643 | 0.6054 | 0.7643 | 0.8742 |
| No log | 2.7297 | 202 | 0.7637 | 0.5922 | 0.7637 | 0.8739 |
| No log | 2.7568 | 204 | 0.7851 | 0.6233 | 0.7851 | 0.8861 |
| No log | 2.7838 | 206 | 0.8174 | 0.5807 | 0.8174 | 0.9041 |
| No log | 2.8108 | 208 | 0.9458 | 0.5704 | 0.9458 | 0.9725 |
| No log | 2.8378 | 210 | 0.9978 | 0.5450 | 0.9978 | 0.9989 |
| No log | 2.8649 | 212 | 0.9085 | 0.5451 | 0.9085 | 0.9531 |
| No log | 2.8919 | 214 | 0.8928 | 0.5512 | 0.8928 | 0.9449 |
| No log | 2.9189 | 216 | 0.9433 | 0.5522 | 0.9433 | 0.9712 |
| No log | 2.9459 | 218 | 1.0223 | 0.5272 | 1.0223 | 1.0111 |
| No log | 2.9730 | 220 | 1.0502 | 0.5334 | 1.0502 | 1.0248 |
| No log | 3.0 | 222 | 1.1404 | 0.4832 | 1.1404 | 1.0679 |
| No log | 3.0270 | 224 | 1.0727 | 0.5206 | 1.0727 | 1.0357 |
| No log | 3.0541 | 226 | 0.8748 | 0.5797 | 0.8748 | 0.9353 |
| No log | 3.0811 | 228 | 0.7798 | 0.5340 | 0.7798 | 0.8831 |
| No log | 3.1081 | 230 | 0.7748 | 0.5279 | 0.7748 | 0.8802 |
| No log | 3.1351 | 232 | 0.8185 | 0.5991 | 0.8185 | 0.9047 |
| No log | 3.1622 | 234 | 0.8813 | 0.5783 | 0.8813 | 0.9388 |
| No log | 3.1892 | 236 | 0.8498 | 0.6244 | 0.8498 | 0.9219 |
| No log | 3.2162 | 238 | 0.7474 | 0.6695 | 0.7474 | 0.8645 |
| No log | 3.2432 | 240 | 0.7250 | 0.5716 | 0.7250 | 0.8515 |
| No log | 3.2703 | 242 | 0.7481 | 0.5655 | 0.7481 | 0.8649 |
| No log | 3.2973 | 244 | 0.6952 | 0.5894 | 0.6952 | 0.8338 |
| No log | 3.3243 | 246 | 0.6943 | 0.6039 | 0.6943 | 0.8332 |
| No log | 3.3514 | 248 | 0.7103 | 0.6508 | 0.7103 | 0.8428 |
| No log | 3.3784 | 250 | 0.7191 | 0.6662 | 0.7191 | 0.8480 |
| No log | 3.4054 | 252 | 0.7413 | 0.6567 | 0.7413 | 0.8610 |
| No log | 3.4324 | 254 | 0.7628 | 0.5995 | 0.7628 | 0.8734 |
| No log | 3.4595 | 256 | 0.8180 | 0.4987 | 0.8180 | 0.9044 |
| No log | 3.4865 | 258 | 0.8372 | 0.4926 | 0.8372 | 0.9150 |
| No log | 3.5135 | 260 | 0.8129 | 0.5236 | 0.8129 | 0.9016 |
| No log | 3.5405 | 262 | 0.7834 | 0.6157 | 0.7834 | 0.8851 |
| No log | 3.5676 | 264 | 0.7403 | 0.6641 | 0.7403 | 0.8604 |
| No log | 3.5946 | 266 | 0.7248 | 0.6312 | 0.7248 | 0.8513 |
| No log | 3.6216 | 268 | 0.7636 | 0.6002 | 0.7636 | 0.8738 |
| No log | 3.6486 | 270 | 0.7979 | 0.5959 | 0.7979 | 0.8932 |
| No log | 3.6757 | 272 | 0.7838 | 0.6414 | 0.7838 | 0.8853 |
| No log | 3.7027 | 274 | 0.7582 | 0.6598 | 0.7582 | 0.8707 |
| No log | 3.7297 | 276 | 0.6830 | 0.6660 | 0.6830 | 0.8265 |
| No log | 3.7568 | 278 | 0.7242 | 0.6673 | 0.7242 | 0.8510 |
| No log | 3.7838 | 280 | 0.8248 | 0.6003 | 0.8248 | 0.9082 |
| No log | 3.8108 | 282 | 0.9328 | 0.5805 | 0.9328 | 0.9658 |
| No log | 3.8378 | 284 | 1.1058 | 0.5124 | 1.1058 | 1.0516 |
| No log | 3.8649 | 286 | 1.1695 | 0.4668 | 1.1695 | 1.0814 |
| No log | 3.8919 | 288 | 1.0950 | 0.5200 | 1.0950 | 1.0464 |
| No log | 3.9189 | 290 | 0.9324 | 0.5770 | 0.9324 | 0.9656 |
| No log | 3.9459 | 292 | 0.7246 | 0.6397 | 0.7246 | 0.8512 |
| No log | 3.9730 | 294 | 0.6831 | 0.6627 | 0.6831 | 0.8265 |
| No log | 4.0 | 296 | 0.6930 | 0.6784 | 0.6930 | 0.8325 |
| No log | 4.0270 | 298 | 0.6564 | 0.6680 | 0.6564 | 0.8102 |
| No log | 4.0541 | 300 | 0.7138 | 0.6747 | 0.7138 | 0.8448 |
| No log | 4.0811 | 302 | 0.7230 | 0.6603 | 0.7230 | 0.8503 |
| No log | 4.1081 | 304 | 0.7096 | 0.6569 | 0.7096 | 0.8424 |
| No log | 4.1351 | 306 | 0.7253 | 0.6455 | 0.7253 | 0.8516 |
| No log | 4.1622 | 308 | 0.7788 | 0.6295 | 0.7788 | 0.8825 |
| No log | 4.1892 | 310 | 0.8612 | 0.6053 | 0.8612 | 0.9280 |
| No log | 4.2162 | 312 | 0.8396 | 0.5909 | 0.8396 | 0.9163 |
| No log | 4.2432 | 314 | 0.7790 | 0.6569 | 0.7790 | 0.8826 |
| No log | 4.2703 | 316 | 0.7722 | 0.5621 | 0.7722 | 0.8787 |
| No log | 4.2973 | 318 | 0.7783 | 0.5785 | 0.7783 | 0.8822 |
| No log | 4.3243 | 320 | 0.7715 | 0.6280 | 0.7715 | 0.8783 |
| No log | 4.3514 | 322 | 0.8299 | 0.5615 | 0.8299 | 0.9110 |
| No log | 4.3784 | 324 | 0.9309 | 0.5623 | 0.9309 | 0.9648 |
| No log | 4.4054 | 326 | 0.9488 | 0.5691 | 0.9488 | 0.9741 |
| No log | 4.4324 | 328 | 0.8473 | 0.5921 | 0.8473 | 0.9205 |
| No log | 4.4595 | 330 | 0.7740 | 0.5990 | 0.7740 | 0.8797 |
| No log | 4.4865 | 332 | 0.7327 | 0.6328 | 0.7327 | 0.8560 |
| No log | 4.5135 | 334 | 0.6903 | 0.6673 | 0.6903 | 0.8308 |
| No log | 4.5405 | 336 | 0.6846 | 0.6731 | 0.6846 | 0.8274 |
| No log | 4.5676 | 338 | 0.7463 | 0.6635 | 0.7463 | 0.8639 |
| No log | 4.5946 | 340 | 0.8225 | 0.6591 | 0.8225 | 0.9069 |
| No log | 4.6216 | 342 | 0.9268 | 0.5933 | 0.9268 | 0.9627 |
| No log | 4.6486 | 344 | 0.9396 | 0.5900 | 0.9396 | 0.9693 |
| No log | 4.6757 | 346 | 0.8569 | 0.6 | 0.8569 | 0.9257 |
| No log | 4.7027 | 348 | 0.8956 | 0.5767 | 0.8956 | 0.9464 |
| No log | 4.7297 | 350 | 0.9203 | 0.5880 | 0.9203 | 0.9593 |
| No log | 4.7568 | 352 | 0.8992 | 0.6208 | 0.8992 | 0.9482 |
| No log | 4.7838 | 354 | 0.8295 | 0.6289 | 0.8295 | 0.9108 |
| No log | 4.8108 | 356 | 0.8321 | 0.6350 | 0.8321 | 0.9122 |
| No log | 4.8378 | 358 | 0.8359 | 0.6449 | 0.8359 | 0.9143 |
| No log | 4.8649 | 360 | 0.8950 | 0.6417 | 0.8950 | 0.9460 |
| No log | 4.8919 | 362 | 1.0404 | 0.5697 | 1.0404 | 1.0200 |
| No log | 4.9189 | 364 | 1.0133 | 0.5638 | 1.0133 | 1.0066 |
| No log | 4.9459 | 366 | 0.8315 | 0.5869 | 0.8315 | 0.9119 |
| No log | 4.9730 | 368 | 0.7274 | 0.5964 | 0.7274 | 0.8529 |
| No log | 5.0 | 370 | 0.7343 | 0.5736 | 0.7343 | 0.8569 |
| No log | 5.0270 | 372 | 0.7428 | 0.6320 | 0.7428 | 0.8619 |
| No log | 5.0541 | 374 | 0.8644 | 0.5743 | 0.8644 | 0.9297 |
| No log | 5.0811 | 376 | 0.9728 | 0.5381 | 0.9728 | 0.9863 |
| No log | 5.1081 | 378 | 0.9828 | 0.5548 | 0.9828 | 0.9914 |
| No log | 5.1351 | 380 | 0.7896 | 0.6098 | 0.7896 | 0.8886 |
| No log | 5.1622 | 382 | 0.6695 | 0.6523 | 0.6695 | 0.8182 |
| No log | 5.1892 | 384 | 0.6623 | 0.6513 | 0.6623 | 0.8138 |
| No log | 5.2162 | 386 | 0.6762 | 0.6619 | 0.6762 | 0.8223 |
| No log | 5.2432 | 388 | 0.7301 | 0.6601 | 0.7301 | 0.8544 |
| No log | 5.2703 | 390 | 0.8317 | 0.5816 | 0.8317 | 0.9120 |
| No log | 5.2973 | 392 | 0.9706 | 0.5475 | 0.9706 | 0.9852 |
| No log | 5.3243 | 394 | 0.9584 | 0.5508 | 0.9584 | 0.9790 |
| No log | 5.3514 | 396 | 0.9131 | 0.5803 | 0.9131 | 0.9556 |
| No log | 5.3784 | 398 | 0.9116 | 0.5979 | 0.9116 | 0.9548 |
| No log | 5.4054 | 400 | 0.9694 | 0.5406 | 0.9694 | 0.9846 |
| No log | 5.4324 | 402 | 0.9792 | 0.5406 | 0.9792 | 0.9895 |
| No log | 5.4595 | 404 | 0.9833 | 0.5436 | 0.9833 | 0.9916 |
| No log | 5.4865 | 406 | 0.9211 | 0.6043 | 0.9211 | 0.9597 |
| No log | 5.5135 | 408 | 0.8946 | 0.5780 | 0.8946 | 0.9458 |
| No log | 5.5405 | 410 | 0.9280 | 0.5730 | 0.9280 | 0.9633 |
| No log | 5.5676 | 412 | 1.0512 | 0.5414 | 1.0512 | 1.0253 |
| No log | 5.5946 | 414 | 1.0262 | 0.5559 | 1.0262 | 1.0130 |
| No log | 5.6216 | 416 | 0.9237 | 0.6126 | 0.9237 | 0.9611 |
| No log | 5.6486 | 418 | 0.8542 | 0.5943 | 0.8542 | 0.9242 |
| No log | 5.6757 | 420 | 0.8860 | 0.6278 | 0.8860 | 0.9413 |
| No log | 5.7027 | 422 | 0.9277 | 0.6137 | 0.9277 | 0.9632 |
| No log | 5.7297 | 424 | 0.9404 | 0.5926 | 0.9404 | 0.9697 |
| No log | 5.7568 | 426 | 0.8234 | 0.6274 | 0.8234 | 0.9074 |
| No log | 5.7838 | 428 | 0.7080 | 0.6460 | 0.7080 | 0.8414 |
| No log | 5.8108 | 430 | 0.6983 | 0.6412 | 0.6983 | 0.8356 |
| No log | 5.8378 | 432 | 0.7630 | 0.6464 | 0.7630 | 0.8735 |
| No log | 5.8649 | 434 | 0.8665 | 0.6049 | 0.8665 | 0.9309 |
| No log | 5.8919 | 436 | 0.8647 | 0.5959 | 0.8647 | 0.9299 |
| No log | 5.9189 | 438 | 0.8124 | 0.6215 | 0.8124 | 0.9013 |
| No log | 5.9459 | 440 | 0.7591 | 0.6345 | 0.7591 | 0.8713 |
| No log | 5.9730 | 442 | 0.7166 | 0.6215 | 0.7166 | 0.8465 |
| No log | 6.0 | 444 | 0.7423 | 0.6224 | 0.7423 | 0.8616 |
| No log | 6.0270 | 446 | 0.8011 | 0.6412 | 0.8011 | 0.8950 |
| No log | 6.0541 | 448 | 0.8690 | 0.6198 | 0.8690 | 0.9322 |
| No log | 6.0811 | 450 | 0.8813 | 0.6012 | 0.8813 | 0.9388 |
| No log | 6.1081 | 452 | 0.8248 | 0.6196 | 0.8248 | 0.9082 |
| No log | 6.1351 | 454 | 0.7654 | 0.6714 | 0.7654 | 0.8749 |
| No log | 6.1622 | 456 | 0.6775 | 0.6877 | 0.6775 | 0.8231 |
| No log | 6.1892 | 458 | 0.6618 | 0.6951 | 0.6618 | 0.8135 |
| No log | 6.2162 | 460 | 0.6941 | 0.6910 | 0.6941 | 0.8332 |
| No log | 6.2432 | 462 | 0.8210 | 0.6271 | 0.8210 | 0.9061 |
| No log | 6.2703 | 464 | 0.9463 | 0.5937 | 0.9463 | 0.9728 |
| No log | 6.2973 | 466 | 0.9709 | 0.5765 | 0.9709 | 0.9853 |
| No log | 6.3243 | 468 | 0.8662 | 0.6074 | 0.8662 | 0.9307 |
| No log | 6.3514 | 470 | 0.8322 | 0.6234 | 0.8322 | 0.9123 |
| No log | 6.3784 | 472 | 0.8630 | 0.5926 | 0.8630 | 0.9290 |
| No log | 6.4054 | 474 | 0.8770 | 0.5879 | 0.8770 | 0.9365 |
| No log | 6.4324 | 476 | 0.8475 | 0.5965 | 0.8475 | 0.9206 |
| No log | 6.4595 | 478 | 0.8884 | 0.5864 | 0.8884 | 0.9425 |
| No log | 6.4865 | 480 | 1.0107 | 0.5446 | 1.0107 | 1.0053 |
| No log | 6.5135 | 482 | 1.1364 | 0.4957 | 1.1364 | 1.0660 |
| No log | 6.5405 | 484 | 1.1060 | 0.5087 | 1.1060 | 1.0517 |
| No log | 6.5676 | 486 | 0.9650 | 0.5315 | 0.9650 | 0.9823 |
| No log | 6.5946 | 488 | 0.8187 | 0.6100 | 0.8187 | 0.9048 |
| No log | 6.6216 | 490 | 0.7620 | 0.5940 | 0.7620 | 0.8729 |
| No log | 6.6486 | 492 | 0.7722 | 0.6024 | 0.7722 | 0.8787 |
| No log | 6.6757 | 494 | 0.8094 | 0.6112 | 0.8094 | 0.8996 |
| No log | 6.7027 | 496 | 0.8751 | 0.5742 | 0.8751 | 0.9355 |
| No log | 6.7297 | 498 | 0.9256 | 0.5705 | 0.9256 | 0.9621 |
| 0.4133 | 6.7568 | 500 | 0.9481 | 0.5828 | 0.9481 | 0.9737 |
| 0.4133 | 6.7838 | 502 | 0.8724 | 0.5729 | 0.8724 | 0.9340 |
| 0.4133 | 6.8108 | 504 | 0.7522 | 0.6603 | 0.7522 | 0.8673 |
| 0.4133 | 6.8378 | 506 | 0.6876 | 0.6968 | 0.6876 | 0.8292 |
| 0.4133 | 6.8649 | 508 | 0.6846 | 0.6816 | 0.6846 | 0.8274 |
| 0.4133 | 6.8919 | 510 | 0.6905 | 0.6895 | 0.6905 | 0.8309 |
| 0.4133 | 6.9189 | 512 | 0.7417 | 0.6529 | 0.7417 | 0.8612 |
| 0.4133 | 6.9459 | 514 | 0.7955 | 0.5978 | 0.7955 | 0.8919 |
| 0.4133 | 6.9730 | 516 | 0.8259 | 0.6028 | 0.8259 | 0.9088 |
| 0.4133 | 7.0 | 518 | 0.8240 | 0.6104 | 0.8240 | 0.9077 |
| 0.4133 | 7.0270 | 520 | 0.8858 | 0.5913 | 0.8858 | 0.9412 |
| 0.4133 | 7.0541 | 522 | 0.9156 | 0.5869 | 0.9156 | 0.9569 |
| 0.4133 | 7.0811 | 524 | 0.8818 | 0.5847 | 0.8818 | 0.9391 |
| 0.4133 | 7.1081 | 526 | 0.7686 | 0.5893 | 0.7686 | 0.8767 |
| 0.4133 | 7.1351 | 528 | 0.7296 | 0.6061 | 0.7296 | 0.8542 |
| 0.4133 | 7.1622 | 530 | 0.7562 | 0.5612 | 0.7562 | 0.8696 |
| 0.4133 | 7.1892 | 532 | 0.8218 | 0.5729 | 0.8218 | 0.9065 |
| 0.4133 | 7.2162 | 534 | 0.8435 | 0.6160 | 0.8435 | 0.9184 |
| 0.4133 | 7.2432 | 536 | 0.8681 | 0.6359 | 0.8681 | 0.9317 |
| 0.4133 | 7.2703 | 538 | 0.8050 | 0.6360 | 0.8050 | 0.8972 |
| 0.4133 | 7.2973 | 540 | 0.8065 | 0.6360 | 0.8065 | 0.8981 |
| 0.4133 | 7.3243 | 542 | 0.8156 | 0.6234 | 0.8156 | 0.9031 |
| 0.4133 | 7.3514 | 544 | 0.8426 | 0.6336 | 0.8426 | 0.9179 |
| 0.4133 | 7.3784 | 546 | 0.8244 | 0.5863 | 0.8244 | 0.9080 |
| 0.4133 | 7.4054 | 548 | 0.7567 | 0.5827 | 0.7567 | 0.8699 |
| 0.4133 | 7.4324 | 550 | 0.6995 | 0.6672 | 0.6995 | 0.8364 |
| 0.4133 | 7.4595 | 552 | 0.6766 | 0.6376 | 0.6766 | 0.8226 |
| 0.4133 | 7.4865 | 554 | 0.6698 | 0.6694 | 0.6698 | 0.8184 |
| 0.4133 | 7.5135 | 556 | 0.6838 | 0.6857 | 0.6838 | 0.8269 |
| 0.4133 | 7.5405 | 558 | 0.7895 | 0.6561 | 0.7895 | 0.8886 |
| 0.4133 | 7.5676 | 560 | 0.8840 | 0.6461 | 0.8840 | 0.9402 |
| 0.4133 | 7.5946 | 562 | 0.9420 | 0.6029 | 0.9420 | 0.9705 |
| 0.4133 | 7.6216 | 564 | 0.8562 | 0.6360 | 0.8562 | 0.9253 |
| 0.4133 | 7.6486 | 566 | 0.8294 | 0.6512 | 0.8294 | 0.9107 |
| 0.4133 | 7.6757 | 568 | 0.8296 | 0.6245 | 0.8296 | 0.9108 |
| 0.4133 | 7.7027 | 570 | 0.7992 | 0.6404 | 0.7992 | 0.8940 |
| 0.4133 | 7.7297 | 572 | 0.8460 | 0.6245 | 0.8460 | 0.9198 |
| 0.4133 | 7.7568 | 574 | 0.8427 | 0.6442 | 0.8427 | 0.9180 |
| 0.4133 | 7.7838 | 576 | 0.7554 | 0.6773 | 0.7554 | 0.8691 |
| 0.4133 | 7.8108 | 578 | 0.7308 | 0.6900 | 0.7308 | 0.8549 |
| 0.4133 | 7.8378 | 580 | 0.7832 | 0.6598 | 0.7832 | 0.8850 |
| 0.4133 | 7.8649 | 582 | 0.9313 | 0.6182 | 0.9313 | 0.9650 |
| 0.4133 | 7.8919 | 584 | 0.9890 | 0.5681 | 0.9890 | 0.9945 |
| 0.4133 | 7.9189 | 586 | 0.9141 | 0.6149 | 0.9141 | 0.9561 |
| 0.4133 | 7.9459 | 588 | 0.7817 | 0.6812 | 0.7817 | 0.8841 |
| 0.4133 | 7.9730 | 590 | 0.6874 | 0.6930 | 0.6874 | 0.8291 |
| 0.4133 | 8.0 | 592 | 0.6607 | 0.7198 | 0.6607 | 0.8128 |
| 0.4133 | 8.0270 | 594 | 0.6653 | 0.7140 | 0.6653 | 0.8157 |
| 0.4133 | 8.0541 | 596 | 0.7104 | 0.6866 | 0.7104 | 0.8429 |
| 0.4133 | 8.0811 | 598 | 0.7754 | 0.6773 | 0.7754 | 0.8806 |
| 0.4133 | 8.1081 | 600 | 0.7477 | 0.6774 | 0.7477 | 0.8647 |
| 0.4133 | 8.1351 | 602 | 0.7146 | 0.6842 | 0.7146 | 0.8454 |
| 0.4133 | 8.1622 | 604 | 0.7371 | 0.6686 | 0.7371 | 0.8586 |
| 0.4133 | 8.1892 | 606 | 0.7951 | 0.6386 | 0.7951 | 0.8917 |
| 0.4133 | 8.2162 | 608 | 0.8270 | 0.6390 | 0.8270 | 0.9094 |
| 0.4133 | 8.2432 | 610 | 0.8278 | 0.6334 | 0.8278 | 0.9098 |
| 0.4133 | 8.2703 | 612 | 0.8040 | 0.6422 | 0.8040 | 0.8966 |
| 0.4133 | 8.2973 | 614 | 0.7928 | 0.6760 | 0.7928 | 0.8904 |
| 0.4133 | 8.3243 | 616 | 0.7512 | 0.6601 | 0.7512 | 0.8667 |
| 0.4133 | 8.3514 | 618 | 0.6908 | 0.6960 | 0.6908 | 0.8311 |
| 0.4133 | 8.3784 | 620 | 0.6712 | 0.7086 | 0.6712 | 0.8193 |
| 0.4133 | 8.4054 | 622 | 0.7051 | 0.6507 | 0.7051 | 0.8397 |
| 0.4133 | 8.4324 | 624 | 0.7554 | 0.6255 | 0.7554 | 0.8691 |
| 0.4133 | 8.4595 | 626 | 0.7414 | 0.6489 | 0.7414 | 0.8610 |
| 0.4133 | 8.4865 | 628 | 0.7305 | 0.6553 | 0.7305 | 0.8547 |
| 0.4133 | 8.5135 | 630 | 0.7111 | 0.6589 | 0.7111 | 0.8433 |
| 0.4133 | 8.5405 | 632 | 0.6818 | 0.6892 | 0.6818 | 0.8257 |
| 0.4133 | 8.5676 | 634 | 0.6922 | 0.6949 | 0.6922 | 0.8320 |
| 0.4133 | 8.5946 | 636 | 0.7541 | 0.6463 | 0.7541 | 0.8684 |
| 0.4133 | 8.6216 | 638 | 0.9054 | 0.5755 | 0.9054 | 0.9515 |
| 0.4133 | 8.6486 | 640 | 0.9994 | 0.5620 | 0.9994 | 0.9997 |
| 0.4133 | 8.6757 | 642 | 1.0279 | 0.5620 | 1.0279 | 1.0139 |
| 0.4133 | 8.7027 | 644 | 0.9777 | 0.5878 | 0.9777 | 0.9888 |
| 0.4133 | 8.7297 | 646 | 0.9135 | 0.6058 | 0.9135 | 0.9558 |
| 0.4133 | 8.7568 | 648 | 0.9363 | 0.6058 | 0.9363 | 0.9676 |
| 0.4133 | 8.7838 | 650 | 1.0836 | 0.5515 | 1.0836 | 1.0410 |
| 0.4133 | 8.8108 | 652 | 1.2407 | 0.4878 | 1.2407 | 1.1139 |
| 0.4133 | 8.8378 | 654 | 1.1726 | 0.4916 | 1.1726 | 1.0829 |
| 0.4133 | 8.8649 | 656 | 1.0664 | 0.5331 | 1.0664 | 1.0327 |
| 0.4133 | 8.8919 | 658 | 0.9414 | 0.6000 | 0.9414 | 0.9702 |
| 0.4133 | 8.9189 | 660 | 0.8582 | 0.6297 | 0.8582 | 0.9264 |
| 0.4133 | 8.9459 | 662 | 0.7616 | 0.6586 | 0.7616 | 0.8727 |
| 0.4133 | 8.9730 | 664 | 0.7109 | 0.6910 | 0.7109 | 0.8431 |
| 0.4133 | 9.0 | 666 | 0.7366 | 0.6803 | 0.7366 | 0.8582 |
| 0.4133 | 9.0270 | 668 | 0.7123 | 0.7067 | 0.7123 | 0.8440 |
| 0.4133 | 9.0541 | 670 | 0.7384 | 0.6777 | 0.7384 | 0.8593 |
| 0.4133 | 9.0811 | 672 | 0.8022 | 0.6348 | 0.8022 | 0.8957 |
| 0.4133 | 9.1081 | 674 | 0.8109 | 0.6000 | 0.8109 | 0.9005 |
| 0.4133 | 9.1351 | 676 | 0.8416 | 0.6191 | 0.8416 | 0.9174 |
| 0.4133 | 9.1622 | 678 | 0.7740 | 0.6454 | 0.7740 | 0.8798 |
| 0.4133 | 9.1892 | 680 | 0.6735 | 0.7295 | 0.6735 | 0.8207 |
| 0.4133 | 9.2162 | 682 | 0.6285 | 0.7057 | 0.6285 | 0.7928 |
| 0.4133 | 9.2432 | 684 | 0.6253 | 0.7080 | 0.6253 | 0.7908 |
| 0.4133 | 9.2703 | 686 | 0.6426 | 0.7365 | 0.6426 | 0.8016 |
| 0.4133 | 9.2973 | 688 | 0.6925 | 0.6874 | 0.6925 | 0.8321 |
| 0.4133 | 9.3243 | 690 | 0.7239 | 0.6499 | 0.7239 | 0.8509 |
| 0.4133 | 9.3514 | 692 | 0.7344 | 0.6499 | 0.7344 | 0.8570 |
| 0.4133 | 9.3784 | 694 | 0.6820 | 0.7040 | 0.6820 | 0.8258 |
| 0.4133 | 9.4054 | 696 | 0.6744 | 0.6875 | 0.6744 | 0.8212 |
| 0.4133 | 9.4324 | 698 | 0.6755 | 0.6966 | 0.6755 | 0.8219 |
| 0.4133 | 9.4595 | 700 | 0.6905 | 0.6737 | 0.6905 | 0.8310 |
| 0.4133 | 9.4865 | 702 | 0.6781 | 0.6914 | 0.6781 | 0.8235 |
| 0.4133 | 9.5135 | 704 | 0.6632 | 0.7061 | 0.6632 | 0.8144 |
| 0.4133 | 9.5405 | 706 | 0.6730 | 0.6980 | 0.6730 | 0.8204 |
| 0.4133 | 9.5676 | 708 | 0.7152 | 0.6837 | 0.7152 | 0.8457 |
| 0.4133 | 9.5946 | 710 | 0.8125 | 0.6112 | 0.8125 | 0.9014 |
| 0.4133 | 9.6216 | 712 | 0.8654 | 0.6120 | 0.8654 | 0.9303 |
| 0.4133 | 9.6486 | 714 | 0.8505 | 0.6185 | 0.8505 | 0.9222 |
| 0.4133 | 9.6757 | 716 | 0.7599 | 0.6440 | 0.7599 | 0.8717 |
| 0.4133 | 9.7027 | 718 | 0.7452 | 0.6480 | 0.7452 | 0.8632 |
| 0.4133 | 9.7297 | 720 | 0.7687 | 0.6379 | 0.7687 | 0.8767 |
| 0.4133 | 9.7568 | 722 | 0.7517 | 0.6382 | 0.7517 | 0.8670 |
| 0.4133 | 9.7838 | 724 | 0.7553 | 0.6835 | 0.7553 | 0.8691 |
| 0.4133 | 9.8108 | 726 | 0.7928 | 0.6731 | 0.7928 | 0.8904 |
| 0.4133 | 9.8378 | 728 | 0.8445 | 0.6731 | 0.8445 | 0.9190 |
| 0.4133 | 9.8649 | 730 | 0.8715 | 0.6511 | 0.8715 | 0.9335 |
| 0.4133 | 9.8919 | 732 | 0.8819 | 0.6183 | 0.8819 | 0.9391 |
| 0.4133 | 9.9189 | 734 | 0.8970 | 0.6177 | 0.8970 | 0.9471 |
| 0.4133 | 9.9459 | 736 | 0.8448 | 0.6432 | 0.8448 | 0.9192 |
| 0.4133 | 9.9730 | 738 | 0.8130 | 0.6129 | 0.8130 | 0.9017 |
| 0.4133 | 10.0 | 740 | 0.7664 | 0.5727 | 0.7664 | 0.8754 |
| 0.4133 | 10.0270 | 742 | 0.7641 | 0.5883 | 0.7641 | 0.8741 |
| 0.4133 | 10.0541 | 744 | 0.8027 | 0.6393 | 0.8027 | 0.8959 |
| 0.4133 | 10.0811 | 746 | 0.8570 | 0.6383 | 0.8570 | 0.9257 |
| 0.4133 | 10.1081 | 748 | 0.8949 | 0.6203 | 0.8949 | 0.9460 |
| 0.4133 | 10.1351 | 750 | 0.8836 | 0.6410 | 0.8836 | 0.9400 |
| 0.4133 | 10.1622 | 752 | 0.9122 | 0.6087 | 0.9122 | 0.9551 |
| 0.4133 | 10.1892 | 754 | 0.9877 | 0.6000 | 0.9877 | 0.9938 |
| 0.4133 | 10.2162 | 756 | 0.9883 | 0.5953 | 0.9883 | 0.9941 |
| 0.4133 | 10.2432 | 758 | 0.9087 | 0.6208 | 0.9087 | 0.9533 |
| 0.4133 | 10.2703 | 760 | 0.8297 | 0.6598 | 0.8297 | 0.9109 |
| 0.4133 | 10.2973 | 762 | 0.7918 | 0.6665 | 0.7918 | 0.8898 |
| 0.4133 | 10.3243 | 764 | 0.8250 | 0.6803 | 0.8250 | 0.9083 |
| 0.4133 | 10.3514 | 766 | 0.8673 | 0.6429 | 0.8673 | 0.9313 |
| 0.4133 | 10.3784 | 768 | 0.8466 | 0.6639 | 0.8466 | 0.9201 |
| 0.4133 | 10.4054 | 770 | 0.7611 | 0.6981 | 0.7611 | 0.8724 |
| 0.4133 | 10.4324 | 772 | 0.6976 | 0.6966 | 0.6976 | 0.8352 |
| 0.4133 | 10.4595 | 774 | 0.6979 | 0.6971 | 0.6979 | 0.8354 |
| 0.4133 | 10.4865 | 776 | 0.7186 | 0.6785 | 0.7186 | 0.8477 |
| 0.4133 | 10.5135 | 778 | 0.7152 | 0.6573 | 0.7152 | 0.8457 |
| 0.4133 | 10.5405 | 780 | 0.7190 | 0.6573 | 0.7190 | 0.8479 |
| 0.4133 | 10.5676 | 782 | 0.7173 | 0.6726 | 0.7173 | 0.8469 |
| 0.4133 | 10.5946 | 784 | 0.7373 | 0.6596 | 0.7373 | 0.8586 |
| 0.4133 | 10.6216 | 786 | 0.7364 | 0.6765 | 0.7364 | 0.8581 |
| 0.4133 | 10.6486 | 788 | 0.8149 | 0.6530 | 0.8149 | 0.9027 |
| 0.4133 | 10.6757 | 790 | 0.8265 | 0.6637 | 0.8265 | 0.9091 |
| 0.4133 | 10.7027 | 792 | 0.8314 | 0.6422 | 0.8314 | 0.9118 |
| 0.4133 | 10.7297 | 794 | 0.8401 | 0.6471 | 0.8401 | 0.9166 |
| 0.4133 | 10.7568 | 796 | 0.8687 | 0.6367 | 0.8687 | 0.9320 |
| 0.4133 | 10.7838 | 798 | 0.9160 | 0.5964 | 0.9160 | 0.9571 |
| 0.4133 | 10.8108 | 800 | 0.9719 | 0.5593 | 0.9719 | 0.9859 |
| 0.4133 | 10.8378 | 802 | 0.9428 | 0.5916 | 0.9428 | 0.9710 |
| 0.4133 | 10.8649 | 804 | 0.9044 | 0.6219 | 0.9044 | 0.9510 |
| 0.4133 | 10.8919 | 806 | 0.8476 | 0.6551 | 0.8476 | 0.9206 |
| 0.4133 | 10.9189 | 808 | 0.8507 | 0.6298 | 0.8507 | 0.9223 |
| 0.4133 | 10.9459 | 810 | 0.8938 | 0.5938 | 0.8938 | 0.9454 |
| 0.4133 | 10.9730 | 812 | 0.9819 | 0.5654 | 0.9819 | 0.9909 |
| 0.4133 | 11.0 | 814 | 0.9682 | 0.5654 | 0.9682 | 0.9840 |
| 0.4133 | 11.0270 | 816 | 0.8809 | 0.6033 | 0.8809 | 0.9386 |
| 0.4133 | 11.0541 | 818 | 0.8262 | 0.6228 | 0.8262 | 0.9090 |
| 0.4133 | 11.0811 | 820 | 0.8354 | 0.6228 | 0.8354 | 0.9140 |
| 0.4133 | 11.1081 | 822 | 0.9407 | 0.5889 | 0.9407 | 0.9699 |
| 0.4133 | 11.1351 | 824 | 0.9903 | 0.5731 | 0.9903 | 0.9952 |
| 0.4133 | 11.1622 | 826 | 0.9438 | 0.5703 | 0.9438 | 0.9715 |
| 0.4133 | 11.1892 | 828 | 0.9162 | 0.6008 | 0.9162 | 0.9572 |
| 0.4133 | 11.2162 | 830 | 0.9427 | 0.5873 | 0.9427 | 0.9709 |
| 0.4133 | 11.2432 | 832 | 0.9298 | 0.5873 | 0.9298 | 0.9643 |
| 0.4133 | 11.2703 | 834 | 0.8379 | 0.6137 | 0.8379 | 0.9154 |
| 0.4133 | 11.2973 | 836 | 0.8369 | 0.6257 | 0.8369 | 0.9148 |
| 0.4133 | 11.3243 | 838 | 0.8043 | 0.6525 | 0.8043 | 0.8969 |
| 0.4133 | 11.3514 | 840 | 0.7938 | 0.6544 | 0.7938 | 0.8910 |
| 0.4133 | 11.3784 | 842 | 0.8147 | 0.6525 | 0.8147 | 0.9026 |
| 0.4133 | 11.4054 | 844 | 0.8895 | 0.6011 | 0.8895 | 0.9431 |
| 0.4133 | 11.4324 | 846 | 0.9604 | 0.5857 | 0.9604 | 0.9800 |
| 0.4133 | 11.4595 | 848 | 0.9671 | 0.5968 | 0.9671 | 0.9834 |
| 0.4133 | 11.4865 | 850 | 0.9736 | 0.5951 | 0.9736 | 0.9867 |
| 0.4133 | 11.5135 | 852 | 0.9583 | 0.5955 | 0.9583 | 0.9790 |
| 0.4133 | 11.5405 | 854 | 0.9586 | 0.5944 | 0.9586 | 0.9791 |
| 0.4133 | 11.5676 | 856 | 0.9001 | 0.6143 | 0.9001 | 0.9487 |
| 0.4133 | 11.5946 | 858 | 0.8647 | 0.6285 | 0.8647 | 0.9299 |
| 0.4133 | 11.6216 | 860 | 0.8519 | 0.6173 | 0.8519 | 0.9230 |
| 0.4133 | 11.6486 | 862 | 0.8254 | 0.5977 | 0.8254 | 0.9085 |
| 0.4133 | 11.6757 | 864 | 0.8110 | 0.6268 | 0.8110 | 0.9006 |
| 0.4133 | 11.7027 | 866 | 0.8551 | 0.6205 | 0.8551 | 0.9247 |
| 0.4133 | 11.7297 | 868 | 0.8647 | 0.6032 | 0.8647 | 0.9299 |
| 0.4133 | 11.7568 | 870 | 0.8305 | 0.6311 | 0.8305 | 0.9113 |
| 0.4133 | 11.7838 | 872 | 0.7925 | 0.6561 | 0.7925 | 0.8902 |
| 0.4133 | 11.8108 | 874 | 0.7322 | 0.6646 | 0.7322 | 0.8557 |
| 0.4133 | 11.8378 | 876 | 0.7343 | 0.6779 | 0.7343 | 0.8569 |
| 0.4133 | 11.8649 | 878 | 0.7564 | 0.6843 | 0.7564 | 0.8697 |
| 0.4133 | 11.8919 | 880 | 0.7678 | 0.6675 | 0.7678 | 0.8762 |
| 0.4133 | 11.9189 | 882 | 0.8265 | 0.6092 | 0.8265 | 0.9091 |
| 0.4133 | 11.9459 | 884 | 0.8177 | 0.6151 | 0.8177 | 0.9043 |
| 0.4133 | 11.9730 | 886 | 0.8132 | 0.6401 | 0.8132 | 0.9018 |
| 0.4133 | 12.0 | 888 | 0.7828 | 0.6657 | 0.7828 | 0.8848 |
| 0.4133 | 12.0270 | 890 | 0.7900 | 0.6420 | 0.7900 | 0.8888 |
| 0.4133 | 12.0541 | 892 | 0.7890 | 0.6474 | 0.7890 | 0.8882 |
| 0.4133 | 12.0811 | 894 | 0.8662 | 0.5887 | 0.8662 | 0.9307 |
| 0.4133 | 12.1081 | 896 | 0.9416 | 0.5869 | 0.9416 | 0.9704 |
| 0.4133 | 12.1351 | 898 | 0.9128 | 0.5806 | 0.9128 | 0.9554 |
| 0.4133 | 12.1622 | 900 | 0.9154 | 0.5793 | 0.9154 | 0.9568 |
| 0.4133 | 12.1892 | 902 | 0.9110 | 0.5793 | 0.9110 | 0.9545 |
| 0.4133 | 12.2162 | 904 | 0.8931 | 0.5997 | 0.8931 | 0.9451 |
| 0.4133 | 12.2432 | 906 | 0.8874 | 0.5993 | 0.8874 | 0.9420 |
| 0.4133 | 12.2703 | 908 | 0.9459 | 0.5854 | 0.9459 | 0.9726 |
| 0.4133 | 12.2973 | 910 | 0.9759 | 0.5619 | 0.9759 | 0.9879 |
| 0.4133 | 12.3243 | 912 | 0.9230 | 0.5795 | 0.9230 | 0.9607 |
| 0.4133 | 12.3514 | 914 | 0.8497 | 0.5838 | 0.8497 | 0.9218 |
| 0.4133 | 12.3784 | 916 | 0.8637 | 0.5824 | 0.8637 | 0.9293 |
| 0.4133 | 12.4054 | 918 | 0.9081 | 0.5731 | 0.9081 | 0.9529 |
| 0.4133 | 12.4324 | 920 | 0.9054 | 0.5731 | 0.9054 | 0.9515 |
| 0.4133 | 12.4595 | 922 | 0.8386 | 0.6081 | 0.8386 | 0.9157 |
| 0.4133 | 12.4865 | 924 | 0.7608 | 0.6634 | 0.7608 | 0.8723 |
| 0.4133 | 12.5135 | 926 | 0.7855 | 0.6222 | 0.7855 | 0.8863 |
| 0.4133 | 12.5405 | 928 | 0.8555 | 0.6032 | 0.8555 | 0.9250 |
| 0.4133 | 12.5676 | 930 | 0.9429 | 0.5907 | 0.9429 | 0.9710 |
| 0.4133 | 12.5946 | 932 | 0.8893 | 0.5949 | 0.8893 | 0.9430 |
| 0.4133 | 12.6216 | 934 | 0.7459 | 0.6198 | 0.7459 | 0.8637 |
| 0.4133 | 12.6486 | 936 | 0.6766 | 0.6654 | 0.6766 | 0.8225 |
| 0.4133 | 12.6757 | 938 | 0.6812 | 0.6675 | 0.6812 | 0.8254 |
| 0.4133 | 12.7027 | 940 | 0.6863 | 0.6926 | 0.6863 | 0.8284 |
| 0.4133 | 12.7297 | 942 | 0.7400 | 0.6470 | 0.7400 | 0.8603 |
| 0.4133 | 12.7568 | 944 | 0.7545 | 0.6389 | 0.7545 | 0.8686 |
| 0.4133 | 12.7838 | 946 | 0.7916 | 0.6279 | 0.7916 | 0.8897 |
| 0.4133 | 12.8108 | 948 | 0.8391 | 0.6251 | 0.8391 | 0.9160 |
| 0.4133 | 12.8378 | 950 | 0.9046 | 0.6116 | 0.9046 | 0.9511 |
| 0.4133 | 12.8649 | 952 | 0.8951 | 0.5979 | 0.8951 | 0.9461 |
| 0.4133 | 12.8919 | 954 | 0.8183 | 0.6496 | 0.8183 | 0.9046 |
| 0.4133 | 12.9189 | 956 | 0.7718 | 0.6609 | 0.7718 | 0.8785 |
| 0.4133 | 12.9459 | 958 | 0.8300 | 0.6155 | 0.8300 | 0.9110 |
| 0.4133 | 12.9730 | 960 | 0.8980 | 0.5844 | 0.8980 | 0.9476 |
| 0.4133 | 13.0 | 962 | 0.9741 | 0.5681 | 0.9741 | 0.9869 |
| 0.4133 | 13.0270 | 964 | 1.0384 | 0.5438 | 1.0384 | 1.0190 |
| 0.4133 | 13.0541 | 966 | 1.1170 | 0.5503 | 1.1170 | 1.0569 |
| 0.4133 | 13.0811 | 968 | 1.1068 | 0.5339 | 1.1068 | 1.0520 |
| 0.4133 | 13.1081 | 970 | 1.0379 | 0.5545 | 1.0379 | 1.0188 |
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_run2_AugV5_k15_task1_organization
Base model
aubmindlab/bert-base-arabertv02