Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k19_task3_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k19_task3_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k19_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k19_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k19_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k19_task3_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: 0.5572
- Qwk: 0.2941
- Mse: 0.5572
- Rmse: 0.7464
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: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|---|---|---|---|---|---|---|
| No log | 0.0182 | 2 | 3.1876 | -0.0014 | 3.1876 | 1.7854 |
| No log | 0.0364 | 4 | 2.3934 | 0.0275 | 2.3934 | 1.5471 |
| No log | 0.0545 | 6 | 1.7262 | 0.0438 | 1.7262 | 1.3138 |
| No log | 0.0727 | 8 | 1.2951 | 0.0376 | 1.2951 | 1.1380 |
| No log | 0.0909 | 10 | 1.5799 | 0.0675 | 1.5799 | 1.2569 |
| No log | 0.1091 | 12 | 1.1534 | 0.0694 | 1.1534 | 1.0740 |
| No log | 0.1273 | 14 | 0.9815 | 0.1405 | 0.9815 | 0.9907 |
| No log | 0.1455 | 16 | 1.0634 | 0.0977 | 1.0634 | 1.0312 |
| No log | 0.1636 | 18 | 0.9148 | 0.0745 | 0.9148 | 0.9564 |
| No log | 0.1818 | 20 | 0.7202 | 0.3237 | 0.7202 | 0.8486 |
| No log | 0.2 | 22 | 0.7178 | 0.2941 | 0.7178 | 0.8472 |
| No log | 0.2182 | 24 | 0.8177 | 0.1055 | 0.8177 | 0.9042 |
| No log | 0.2364 | 26 | 0.9706 | -0.0196 | 0.9706 | 0.9852 |
| No log | 0.2545 | 28 | 0.8846 | -0.0041 | 0.8846 | 0.9405 |
| No log | 0.2727 | 30 | 0.7412 | 0.0417 | 0.7412 | 0.8610 |
| No log | 0.2909 | 32 | 0.6767 | 0.1605 | 0.6767 | 0.8226 |
| No log | 0.3091 | 34 | 0.7518 | 0.0647 | 0.7518 | 0.8671 |
| No log | 0.3273 | 36 | 0.8710 | 0.0877 | 0.8710 | 0.9333 |
| No log | 0.3455 | 38 | 0.8976 | 0.1289 | 0.8976 | 0.9474 |
| No log | 0.3636 | 40 | 0.7286 | 0.2000 | 0.7286 | 0.8536 |
| No log | 0.3818 | 42 | 0.9632 | 0.0631 | 0.9632 | 0.9814 |
| No log | 0.4 | 44 | 1.6072 | 0.0567 | 1.6072 | 1.2677 |
| No log | 0.4182 | 46 | 1.1338 | 0.1554 | 1.1338 | 1.0648 |
| No log | 0.4364 | 48 | 0.6141 | 0.1467 | 0.6141 | 0.7837 |
| No log | 0.4545 | 50 | 0.6209 | 0.0071 | 0.6209 | 0.7880 |
| No log | 0.4727 | 52 | 0.6861 | -0.0256 | 0.6861 | 0.8283 |
| No log | 0.4909 | 54 | 0.8011 | 0.1414 | 0.8011 | 0.8950 |
| No log | 0.5091 | 56 | 0.7702 | 0.1556 | 0.7702 | 0.8776 |
| No log | 0.5273 | 58 | 0.6882 | 0.0877 | 0.6882 | 0.8296 |
| No log | 0.5455 | 60 | 0.6285 | 0.1515 | 0.6285 | 0.7928 |
| No log | 0.5636 | 62 | 0.5756 | 0.0071 | 0.5756 | 0.7587 |
| No log | 0.5818 | 64 | 0.8397 | 0.1133 | 0.8397 | 0.9164 |
| No log | 0.6 | 66 | 0.9268 | 0.0367 | 0.9268 | 0.9627 |
| No log | 0.6182 | 68 | 0.6015 | 0.2771 | 0.6015 | 0.7755 |
| No log | 0.6364 | 70 | 1.0049 | 0.1680 | 1.0049 | 1.0024 |
| No log | 0.6545 | 72 | 1.3467 | 0.1489 | 1.3467 | 1.1605 |
| No log | 0.6727 | 74 | 0.6764 | 0.1845 | 0.6764 | 0.8224 |
| No log | 0.6909 | 76 | 0.5318 | 0.2593 | 0.5318 | 0.7292 |
| No log | 0.7091 | 78 | 0.6867 | 0.2360 | 0.6867 | 0.8287 |
| No log | 0.7273 | 80 | 0.8975 | 0.0388 | 0.8975 | 0.9473 |
| No log | 0.7455 | 82 | 0.6715 | 0.2609 | 0.6715 | 0.8195 |
| No log | 0.7636 | 84 | 0.5544 | 0.2683 | 0.5544 | 0.7446 |
| No log | 0.7818 | 86 | 0.7617 | 0.2381 | 0.7617 | 0.8727 |
| No log | 0.8 | 88 | 0.6979 | 0.2464 | 0.6979 | 0.8354 |
| No log | 0.8182 | 90 | 0.5080 | 0.2911 | 0.5080 | 0.7127 |
| No log | 0.8364 | 92 | 0.5703 | 0.2298 | 0.5703 | 0.7552 |
| No log | 0.8545 | 94 | 0.5144 | 0.2516 | 0.5144 | 0.7172 |
| No log | 0.8727 | 96 | 0.6100 | 0.2787 | 0.6100 | 0.7811 |
| No log | 0.8909 | 98 | 1.1721 | 0.1128 | 1.1721 | 1.0826 |
| No log | 0.9091 | 100 | 1.3565 | 0.1027 | 1.3565 | 1.1647 |
| No log | 0.9273 | 102 | 0.8616 | 0.3043 | 0.8616 | 0.9282 |
| No log | 0.9455 | 104 | 0.5680 | 0.2883 | 0.5680 | 0.7537 |
| No log | 0.9636 | 106 | 0.9434 | 0.1077 | 0.9434 | 0.9713 |
| No log | 0.9818 | 108 | 0.8269 | 0.1660 | 0.8269 | 0.9093 |
| No log | 1.0 | 110 | 0.5665 | 0.2405 | 0.5665 | 0.7527 |
| No log | 1.0182 | 112 | 0.5181 | 0.3371 | 0.5181 | 0.7198 |
| No log | 1.0364 | 114 | 0.6307 | 0.2410 | 0.6307 | 0.7942 |
| No log | 1.0545 | 116 | 0.5792 | 0.2746 | 0.5792 | 0.7610 |
| No log | 1.0727 | 118 | 0.5774 | 0.1707 | 0.5774 | 0.7599 |
| No log | 1.0909 | 120 | 0.7471 | 0.25 | 0.7471 | 0.8644 |
| No log | 1.1091 | 122 | 0.6837 | 0.3427 | 0.6837 | 0.8269 |
| No log | 1.1273 | 124 | 0.7969 | 0.2771 | 0.7969 | 0.8927 |
| No log | 1.1455 | 126 | 0.7479 | 0.2605 | 0.7479 | 0.8648 |
| No log | 1.1636 | 128 | 0.6224 | 0.3892 | 0.6224 | 0.7889 |
| No log | 1.1818 | 130 | 0.7646 | 0.3722 | 0.7646 | 0.8744 |
| No log | 1.2 | 132 | 0.5371 | 0.3520 | 0.5371 | 0.7329 |
| No log | 1.2182 | 134 | 0.5981 | 0.4059 | 0.5981 | 0.7733 |
| No log | 1.2364 | 136 | 0.5771 | 0.3990 | 0.5771 | 0.7597 |
| No log | 1.2545 | 138 | 0.4960 | 0.2189 | 0.4960 | 0.7043 |
| No log | 1.2727 | 140 | 0.5121 | 0.2289 | 0.5121 | 0.7156 |
| No log | 1.2909 | 142 | 0.5654 | 0.2707 | 0.5654 | 0.7519 |
| No log | 1.3091 | 144 | 0.9241 | 0.2275 | 0.9241 | 0.9613 |
| No log | 1.3273 | 146 | 0.7509 | 0.3180 | 0.7509 | 0.8666 |
| No log | 1.3455 | 148 | 0.6385 | 0.2727 | 0.6385 | 0.7991 |
| No log | 1.3636 | 150 | 0.7086 | 0.3433 | 0.7086 | 0.8418 |
| No log | 1.3818 | 152 | 0.9523 | 0.1440 | 0.9523 | 0.9758 |
| No log | 1.4 | 154 | 1.0199 | 0.1811 | 1.0199 | 1.0099 |
| No log | 1.4182 | 156 | 0.8140 | 0.3043 | 0.8140 | 0.9022 |
| No log | 1.4364 | 158 | 0.8426 | 0.3138 | 0.8426 | 0.9179 |
| No log | 1.4545 | 160 | 0.8924 | 0.2469 | 0.8924 | 0.9447 |
| No log | 1.4727 | 162 | 0.9090 | 0.1861 | 0.9090 | 0.9534 |
| No log | 1.4909 | 164 | 1.0490 | 0.1027 | 1.0490 | 1.0242 |
| No log | 1.5091 | 166 | 1.0404 | 0.1417 | 1.0404 | 1.0200 |
| No log | 1.5273 | 168 | 0.8035 | 0.1931 | 0.8035 | 0.8964 |
| No log | 1.5455 | 170 | 0.9366 | 0.1680 | 0.9366 | 0.9678 |
| No log | 1.5636 | 172 | 1.3913 | 0.1220 | 1.3913 | 1.1795 |
| No log | 1.5818 | 174 | 0.9993 | 0.1486 | 0.9993 | 0.9997 |
| No log | 1.6 | 176 | 0.7148 | 0.3077 | 0.7148 | 0.8455 |
| No log | 1.6182 | 178 | 0.6096 | 0.2542 | 0.6096 | 0.7808 |
| No log | 1.6364 | 180 | 0.5898 | 0.2258 | 0.5898 | 0.7680 |
| No log | 1.6545 | 182 | 0.6058 | 0.2670 | 0.6058 | 0.7784 |
| No log | 1.6727 | 184 | 0.7038 | 0.2965 | 0.7038 | 0.8389 |
| No log | 1.6909 | 186 | 0.6144 | 0.2917 | 0.6144 | 0.7838 |
| No log | 1.7091 | 188 | 0.7689 | 0.1765 | 0.7689 | 0.8769 |
| No log | 1.7273 | 190 | 0.6526 | 0.2842 | 0.6526 | 0.8078 |
| No log | 1.7455 | 192 | 0.6121 | 0.2842 | 0.6121 | 0.7824 |
| No log | 1.7636 | 194 | 0.7140 | 0.2577 | 0.7140 | 0.8450 |
| No log | 1.7818 | 196 | 0.7488 | 0.2161 | 0.7488 | 0.8653 |
| No log | 1.8 | 198 | 0.6189 | 0.3439 | 0.6189 | 0.7867 |
| No log | 1.8182 | 200 | 0.8308 | 0.2208 | 0.8308 | 0.9115 |
| No log | 1.8364 | 202 | 0.6867 | 0.2850 | 0.6867 | 0.8287 |
| No log | 1.8545 | 204 | 0.9543 | 0.1264 | 0.9543 | 0.9769 |
| No log | 1.8727 | 206 | 1.2233 | 0.0580 | 1.2233 | 1.1060 |
| No log | 1.8909 | 208 | 0.9334 | 0.1111 | 0.9334 | 0.9661 |
| No log | 1.9091 | 210 | 0.6993 | 0.3761 | 0.6993 | 0.8362 |
| No log | 1.9273 | 212 | 0.7144 | 0.2475 | 0.7144 | 0.8452 |
| No log | 1.9455 | 214 | 0.6142 | 0.4639 | 0.6142 | 0.7837 |
| No log | 1.9636 | 216 | 0.5870 | 0.4112 | 0.5870 | 0.7661 |
| No log | 1.9818 | 218 | 0.6820 | 0.3091 | 0.6820 | 0.8259 |
| No log | 2.0 | 220 | 0.6787 | 0.3394 | 0.6787 | 0.8238 |
| No log | 2.0182 | 222 | 0.5503 | 0.4573 | 0.5503 | 0.7418 |
| No log | 2.0364 | 224 | 0.5495 | 0.3862 | 0.5495 | 0.7413 |
| No log | 2.0545 | 226 | 0.5670 | 0.4175 | 0.5670 | 0.7530 |
| No log | 2.0727 | 228 | 0.5777 | 0.4178 | 0.5777 | 0.7600 |
| No log | 2.0909 | 230 | 0.5815 | 0.3663 | 0.5815 | 0.7626 |
| No log | 2.1091 | 232 | 0.5621 | 0.3469 | 0.5621 | 0.7497 |
| No log | 2.1273 | 234 | 0.5504 | 0.3831 | 0.5504 | 0.7419 |
| No log | 2.1455 | 236 | 0.5885 | 0.3814 | 0.5885 | 0.7672 |
| No log | 2.1636 | 238 | 0.5962 | 0.3862 | 0.5962 | 0.7721 |
| No log | 2.1818 | 240 | 0.6150 | 0.3200 | 0.6150 | 0.7842 |
| No log | 2.2 | 242 | 0.7017 | 0.2381 | 0.7017 | 0.8377 |
| No log | 2.2182 | 244 | 0.6204 | 0.2941 | 0.6204 | 0.7877 |
| No log | 2.2364 | 246 | 0.5503 | 0.3757 | 0.5503 | 0.7418 |
| No log | 2.2545 | 248 | 0.5567 | 0.2558 | 0.5567 | 0.7461 |
| No log | 2.2727 | 250 | 0.5634 | 0.2663 | 0.5634 | 0.7506 |
| No log | 2.2909 | 252 | 0.5795 | 0.3043 | 0.5795 | 0.7613 |
| No log | 2.3091 | 254 | 0.5970 | 0.3131 | 0.5970 | 0.7726 |
| No log | 2.3273 | 256 | 0.5890 | 0.2609 | 0.5890 | 0.7674 |
| No log | 2.3455 | 258 | 0.5673 | 0.2832 | 0.5673 | 0.7532 |
| No log | 2.3636 | 260 | 0.5258 | 0.2558 | 0.5258 | 0.7251 |
| No log | 2.3818 | 262 | 0.5654 | 0.375 | 0.5654 | 0.7519 |
| No log | 2.4 | 264 | 0.7720 | 0.3052 | 0.7720 | 0.8787 |
| No log | 2.4182 | 266 | 1.0201 | 0.2000 | 1.0201 | 1.0100 |
| No log | 2.4364 | 268 | 0.7383 | 0.3237 | 0.7383 | 0.8592 |
| No log | 2.4545 | 270 | 0.5099 | 0.3769 | 0.5099 | 0.7141 |
| No log | 2.4727 | 272 | 0.9491 | 0.2000 | 0.9491 | 0.9742 |
| No log | 2.4909 | 274 | 0.8785 | 0.2615 | 0.8785 | 0.9373 |
| No log | 2.5091 | 276 | 0.5222 | 0.4343 | 0.5222 | 0.7227 |
| No log | 2.5273 | 278 | 0.8041 | 0.2579 | 0.8041 | 0.8967 |
| No log | 2.5455 | 280 | 1.2390 | 0.2323 | 1.2390 | 1.1131 |
| No log | 2.5636 | 282 | 0.9746 | 0.2852 | 0.9746 | 0.9872 |
| No log | 2.5818 | 284 | 0.5240 | 0.3939 | 0.5240 | 0.7239 |
| No log | 2.6 | 286 | 0.6981 | 0.3000 | 0.6981 | 0.8355 |
| No log | 2.6182 | 288 | 0.7296 | 0.2903 | 0.7296 | 0.8541 |
| No log | 2.6364 | 290 | 0.5558 | 0.4343 | 0.5558 | 0.7455 |
| No log | 2.6545 | 292 | 0.7962 | 0.2941 | 0.7962 | 0.8923 |
| No log | 2.6727 | 294 | 0.9699 | 0.2741 | 0.9699 | 0.9848 |
| No log | 2.6909 | 296 | 0.7317 | 0.2566 | 0.7317 | 0.8554 |
| No log | 2.7091 | 298 | 0.6059 | 0.4123 | 0.6059 | 0.7784 |
| No log | 2.7273 | 300 | 0.7413 | 0.2696 | 0.7413 | 0.8610 |
| No log | 2.7455 | 302 | 0.7943 | 0.2653 | 0.7943 | 0.8912 |
| No log | 2.7636 | 304 | 0.6573 | 0.3365 | 0.6573 | 0.8108 |
| No log | 2.7818 | 306 | 0.7137 | 0.2963 | 0.7137 | 0.8448 |
| No log | 2.8 | 308 | 0.6566 | 0.2850 | 0.6566 | 0.8103 |
| No log | 2.8182 | 310 | 0.6727 | 0.2850 | 0.6727 | 0.8202 |
| No log | 2.8364 | 312 | 0.6747 | 0.2850 | 0.6747 | 0.8214 |
| No log | 2.8545 | 314 | 0.6082 | 0.3263 | 0.6082 | 0.7799 |
| No log | 2.8727 | 316 | 0.5703 | 0.3478 | 0.5703 | 0.7552 |
| No log | 2.8909 | 318 | 0.5823 | 0.3369 | 0.5823 | 0.7631 |
| No log | 2.9091 | 320 | 0.6506 | 0.3402 | 0.6506 | 0.8066 |
| No log | 2.9273 | 322 | 0.6116 | 0.2889 | 0.6116 | 0.7821 |
| No log | 2.9455 | 324 | 0.5805 | 0.1807 | 0.5805 | 0.7619 |
| No log | 2.9636 | 326 | 0.6306 | 0.2609 | 0.6306 | 0.7941 |
| No log | 2.9818 | 328 | 0.5910 | 0.2360 | 0.5910 | 0.7687 |
| No log | 3.0 | 330 | 0.6215 | 0.3089 | 0.6215 | 0.7884 |
| No log | 3.0182 | 332 | 0.7423 | 0.2217 | 0.7423 | 0.8616 |
| No log | 3.0364 | 334 | 0.7231 | 0.3091 | 0.7231 | 0.8504 |
| No log | 3.0545 | 336 | 0.6193 | 0.3131 | 0.6193 | 0.7870 |
| No log | 3.0727 | 338 | 0.6648 | 0.2986 | 0.6648 | 0.8154 |
| No log | 3.0909 | 340 | 0.6651 | 0.3905 | 0.6651 | 0.8155 |
| No log | 3.1091 | 342 | 0.6615 | 0.3905 | 0.6615 | 0.8133 |
| No log | 3.1273 | 344 | 0.7337 | 0.3628 | 0.7337 | 0.8565 |
| No log | 3.1455 | 346 | 0.7154 | 0.3704 | 0.7154 | 0.8458 |
| No log | 3.1636 | 348 | 0.6606 | 0.2919 | 0.6606 | 0.8128 |
| No log | 3.1818 | 350 | 0.6667 | 0.3180 | 0.6667 | 0.8165 |
| No log | 3.2 | 352 | 0.6755 | 0.3116 | 0.6755 | 0.8219 |
| No log | 3.2182 | 354 | 0.6374 | 0.3462 | 0.6374 | 0.7984 |
| No log | 3.2364 | 356 | 0.7415 | 0.3859 | 0.7415 | 0.8611 |
| No log | 3.2545 | 358 | 0.7828 | 0.2653 | 0.7828 | 0.8848 |
| No log | 3.2727 | 360 | 0.6146 | 0.3778 | 0.6146 | 0.7840 |
| No log | 3.2909 | 362 | 0.6073 | 0.4182 | 0.6073 | 0.7793 |
| No log | 3.3091 | 364 | 0.5849 | 0.3663 | 0.5849 | 0.7648 |
| No log | 3.3273 | 366 | 0.5969 | 0.3200 | 0.5969 | 0.7726 |
| No log | 3.3455 | 368 | 0.5784 | 0.3962 | 0.5784 | 0.7605 |
| No log | 3.3636 | 370 | 0.7309 | 0.2469 | 0.7309 | 0.8549 |
| No log | 3.3818 | 372 | 0.6451 | 0.2536 | 0.6451 | 0.8032 |
| No log | 3.4 | 374 | 0.5530 | 0.3263 | 0.5530 | 0.7437 |
| No log | 3.4182 | 376 | 0.5397 | 0.3913 | 0.5397 | 0.7347 |
| No log | 3.4364 | 378 | 0.6512 | 0.3480 | 0.6512 | 0.8070 |
| No log | 3.4545 | 380 | 0.9355 | 0.2320 | 0.9355 | 0.9672 |
| No log | 3.4727 | 382 | 0.8609 | 0.2320 | 0.8609 | 0.9279 |
| No log | 3.4909 | 384 | 0.5767 | 0.3561 | 0.5767 | 0.7594 |
| No log | 3.5091 | 386 | 0.5566 | 0.3369 | 0.5566 | 0.7461 |
| No log | 3.5273 | 388 | 1.0047 | 0.1562 | 1.0047 | 1.0024 |
| No log | 3.5455 | 390 | 1.1887 | 0.1498 | 1.1887 | 1.0903 |
| No log | 3.5636 | 392 | 0.9859 | 0.136 | 0.9859 | 0.9929 |
| No log | 3.5818 | 394 | 0.5969 | 0.3161 | 0.5969 | 0.7726 |
| No log | 3.6 | 396 | 0.5511 | 0.3263 | 0.5511 | 0.7424 |
| No log | 3.6182 | 398 | 0.6929 | 0.2554 | 0.6929 | 0.8324 |
| No log | 3.6364 | 400 | 0.6184 | 0.2811 | 0.6184 | 0.7864 |
| No log | 3.6545 | 402 | 0.5200 | 0.4413 | 0.5200 | 0.7211 |
| No log | 3.6727 | 404 | 0.6442 | 0.2830 | 0.6442 | 0.8026 |
| No log | 3.6909 | 406 | 0.8893 | 0.3147 | 0.8893 | 0.9430 |
| No log | 3.7091 | 408 | 0.8642 | 0.3202 | 0.8642 | 0.9296 |
| No log | 3.7273 | 410 | 0.6596 | 0.2364 | 0.6596 | 0.8121 |
| No log | 3.7455 | 412 | 0.6127 | 0.4188 | 0.6127 | 0.7828 |
| No log | 3.7636 | 414 | 0.6426 | 0.4338 | 0.6426 | 0.8016 |
| No log | 3.7818 | 416 | 0.6074 | 0.3480 | 0.6074 | 0.7794 |
| No log | 3.8 | 418 | 0.6558 | 0.2780 | 0.6558 | 0.8098 |
| No log | 3.8182 | 420 | 0.7537 | 0.2676 | 0.7537 | 0.8681 |
| No log | 3.8364 | 422 | 0.6369 | 0.2780 | 0.6369 | 0.7981 |
| No log | 3.8545 | 424 | 0.5527 | 0.3224 | 0.5527 | 0.7434 |
| No log | 3.8727 | 426 | 0.5439 | 0.3636 | 0.5439 | 0.7375 |
| No log | 3.8909 | 428 | 0.5763 | 0.3118 | 0.5763 | 0.7592 |
| No log | 3.9091 | 430 | 0.7584 | 0.2000 | 0.7584 | 0.8708 |
| No log | 3.9273 | 432 | 0.8110 | 0.2287 | 0.8110 | 0.9006 |
| No log | 3.9455 | 434 | 0.6251 | 0.2390 | 0.6251 | 0.7906 |
| No log | 3.9636 | 436 | 0.5103 | 0.3953 | 0.5103 | 0.7143 |
| No log | 3.9818 | 438 | 0.5587 | 0.36 | 0.5587 | 0.7474 |
| No log | 4.0 | 440 | 0.5345 | 0.4343 | 0.5345 | 0.7311 |
| No log | 4.0182 | 442 | 0.5186 | 0.4350 | 0.5186 | 0.7201 |
| No log | 4.0364 | 444 | 0.7817 | 0.2489 | 0.7817 | 0.8841 |
| No log | 4.0545 | 446 | 0.9728 | 0.2314 | 0.9728 | 0.9863 |
| No log | 4.0727 | 448 | 0.8436 | 0.2381 | 0.8436 | 0.9185 |
| No log | 4.0909 | 450 | 0.5798 | 0.3299 | 0.5798 | 0.7614 |
| No log | 4.1091 | 452 | 0.5827 | 0.3161 | 0.5827 | 0.7633 |
| No log | 4.1273 | 454 | 0.6925 | 0.2222 | 0.6925 | 0.8322 |
| No log | 4.1455 | 456 | 0.6309 | 0.36 | 0.6309 | 0.7943 |
| No log | 4.1636 | 458 | 0.5455 | 0.4468 | 0.5455 | 0.7386 |
| No log | 4.1818 | 460 | 0.7200 | 0.2281 | 0.7200 | 0.8485 |
| No log | 4.2 | 462 | 0.8141 | 0.2479 | 0.8141 | 0.9023 |
| No log | 4.2182 | 464 | 0.7105 | 0.2618 | 0.7105 | 0.8429 |
| No log | 4.2364 | 466 | 0.5638 | 0.3810 | 0.5638 | 0.7508 |
| No log | 4.2545 | 468 | 0.5501 | 0.2644 | 0.5501 | 0.7417 |
| No log | 4.2727 | 470 | 0.5562 | 0.2994 | 0.5562 | 0.7458 |
| No log | 4.2909 | 472 | 0.5800 | 0.2727 | 0.5800 | 0.7616 |
| No log | 4.3091 | 474 | 0.7300 | 0.2432 | 0.7300 | 0.8544 |
| No log | 4.3273 | 476 | 0.7689 | 0.2348 | 0.7689 | 0.8769 |
| No log | 4.3455 | 478 | 0.7484 | 0.3247 | 0.7484 | 0.8651 |
| No log | 4.3636 | 480 | 0.6650 | 0.3394 | 0.6650 | 0.8155 |
| No log | 4.3818 | 482 | 0.6336 | 0.4234 | 0.6336 | 0.7960 |
| No log | 4.4 | 484 | 0.6121 | 0.4615 | 0.6121 | 0.7824 |
| No log | 4.4182 | 486 | 0.5887 | 0.4286 | 0.5887 | 0.7672 |
| No log | 4.4364 | 488 | 0.5948 | 0.4341 | 0.5948 | 0.7712 |
| No log | 4.4545 | 490 | 0.5723 | 0.4468 | 0.5723 | 0.7565 |
| No log | 4.4727 | 492 | 0.5752 | 0.4033 | 0.5752 | 0.7584 |
| No log | 4.4909 | 494 | 0.6036 | 0.4536 | 0.6036 | 0.7769 |
| No log | 4.5091 | 496 | 0.5785 | 0.4667 | 0.5785 | 0.7606 |
| No log | 4.5273 | 498 | 0.5504 | 0.4413 | 0.5504 | 0.7419 |
| 0.4113 | 4.5455 | 500 | 0.5297 | 0.3778 | 0.5297 | 0.7278 |
| 0.4113 | 4.5636 | 502 | 0.5375 | 0.3829 | 0.5375 | 0.7331 |
| 0.4113 | 4.5818 | 504 | 0.5529 | 0.3708 | 0.5529 | 0.7435 |
| 0.4113 | 4.6 | 506 | 0.5735 | 0.3708 | 0.5735 | 0.7573 |
| 0.4113 | 4.6182 | 508 | 0.5805 | 0.3446 | 0.5805 | 0.7619 |
| 0.4113 | 4.6364 | 510 | 0.5980 | 0.1823 | 0.5980 | 0.7733 |
| 0.4113 | 4.6545 | 512 | 0.5857 | 0.2967 | 0.5857 | 0.7653 |
| 0.4113 | 4.6727 | 514 | 0.5897 | 0.3333 | 0.5897 | 0.7679 |
| 0.4113 | 4.6909 | 516 | 0.5864 | 0.3641 | 0.5864 | 0.7658 |
| 0.4113 | 4.7091 | 518 | 0.5689 | 0.3829 | 0.5689 | 0.7542 |
| 0.4113 | 4.7273 | 520 | 0.5685 | 0.3043 | 0.5685 | 0.7540 |
| 0.4113 | 4.7455 | 522 | 0.5611 | 0.3563 | 0.5611 | 0.7491 |
| 0.4113 | 4.7636 | 524 | 0.5535 | 0.4220 | 0.5535 | 0.7440 |
| 0.4113 | 4.7818 | 526 | 0.5685 | 0.3253 | 0.5685 | 0.7540 |
| 0.4113 | 4.8 | 528 | 0.5717 | 0.3966 | 0.5717 | 0.7561 |
| 0.4113 | 4.8182 | 530 | 0.5690 | 0.3966 | 0.5690 | 0.7543 |
| 0.4113 | 4.8364 | 532 | 0.5550 | 0.3103 | 0.5550 | 0.7450 |
| 0.4113 | 4.8545 | 534 | 0.6059 | 0.2609 | 0.6059 | 0.7784 |
| 0.4113 | 4.8727 | 536 | 0.7572 | 0.2269 | 0.7572 | 0.8702 |
| 0.4113 | 4.8909 | 538 | 0.7766 | 0.2520 | 0.7766 | 0.8813 |
| 0.4113 | 4.9091 | 540 | 0.6670 | 0.2150 | 0.6670 | 0.8167 |
| 0.4113 | 4.9273 | 542 | 0.5701 | 0.375 | 0.5701 | 0.7550 |
| 0.4113 | 4.9455 | 544 | 0.6103 | 0.3061 | 0.6103 | 0.7812 |
| 0.4113 | 4.9636 | 546 | 0.5904 | 0.3131 | 0.5904 | 0.7684 |
| 0.4113 | 4.9818 | 548 | 0.5905 | 0.3402 | 0.5905 | 0.7684 |
| 0.4113 | 5.0 | 550 | 0.6483 | 0.3744 | 0.6483 | 0.8052 |
| 0.4113 | 5.0182 | 552 | 0.6887 | 0.1786 | 0.6887 | 0.8299 |
| 0.4113 | 5.0364 | 554 | 0.6592 | 0.3803 | 0.6592 | 0.8119 |
| 0.4113 | 5.0545 | 556 | 0.5951 | 0.3402 | 0.5951 | 0.7714 |
| 0.4113 | 5.0727 | 558 | 0.5853 | 0.3118 | 0.5853 | 0.7651 |
| 0.4113 | 5.0909 | 560 | 0.5819 | 0.3508 | 0.5819 | 0.7628 |
| 0.4113 | 5.1091 | 562 | 0.5875 | 0.3118 | 0.5875 | 0.7665 |
| 0.4113 | 5.1273 | 564 | 0.5916 | 0.3191 | 0.5916 | 0.7692 |
| 0.4113 | 5.1455 | 566 | 0.5885 | 0.3407 | 0.5885 | 0.7671 |
| 0.4113 | 5.1636 | 568 | 0.5778 | 0.3297 | 0.5778 | 0.7602 |
| 0.4113 | 5.1818 | 570 | 0.6221 | 0.1913 | 0.6221 | 0.7887 |
| 0.4113 | 5.2 | 572 | 0.6533 | 0.2513 | 0.6533 | 0.8083 |
| 0.4113 | 5.2182 | 574 | 0.5987 | 0.3295 | 0.5987 | 0.7738 |
| 0.4113 | 5.2364 | 576 | 0.5892 | 0.3073 | 0.5892 | 0.7676 |
| 0.4113 | 5.2545 | 578 | 0.6127 | 0.2457 | 0.6127 | 0.7827 |
| 0.4113 | 5.2727 | 580 | 0.5937 | 0.3297 | 0.5937 | 0.7705 |
| 0.4113 | 5.2909 | 582 | 0.6052 | 0.2941 | 0.6052 | 0.7779 |
| 0.4113 | 5.3091 | 584 | 0.5906 | 0.2914 | 0.5906 | 0.7685 |
| 0.4113 | 5.3273 | 586 | 0.5801 | 0.2727 | 0.5801 | 0.7617 |
| 0.4113 | 5.3455 | 588 | 0.5709 | 0.3520 | 0.5709 | 0.7556 |
| 0.4113 | 5.3636 | 590 | 0.5619 | 0.2914 | 0.5619 | 0.7496 |
| 0.4113 | 5.3818 | 592 | 0.5603 | 0.3258 | 0.5603 | 0.7485 |
| 0.4113 | 5.4 | 594 | 0.5481 | 0.3149 | 0.5481 | 0.7403 |
| 0.4113 | 5.4182 | 596 | 0.5450 | 0.3149 | 0.5450 | 0.7382 |
| 0.4113 | 5.4364 | 598 | 0.5548 | 0.3043 | 0.5548 | 0.7448 |
| 0.4113 | 5.4545 | 600 | 0.5891 | 0.2653 | 0.5891 | 0.7675 |
| 0.4113 | 5.4727 | 602 | 0.5694 | 0.2332 | 0.5694 | 0.7546 |
| 0.4113 | 5.4909 | 604 | 0.5675 | 0.4346 | 0.5675 | 0.7533 |
| 0.4113 | 5.5091 | 606 | 0.6106 | 0.3663 | 0.6106 | 0.7814 |
| 0.4113 | 5.5273 | 608 | 0.6843 | 0.25 | 0.6843 | 0.8272 |
| 0.4113 | 5.5455 | 610 | 0.6201 | 0.3663 | 0.6201 | 0.7875 |
| 0.4113 | 5.5636 | 612 | 0.5713 | 0.4098 | 0.5713 | 0.7558 |
| 0.4113 | 5.5818 | 614 | 0.5663 | 0.3118 | 0.5663 | 0.7525 |
| 0.4113 | 5.6 | 616 | 0.6101 | 0.3299 | 0.6101 | 0.7811 |
| 0.4113 | 5.6182 | 618 | 0.5905 | 0.2653 | 0.5905 | 0.7684 |
| 0.4113 | 5.6364 | 620 | 0.5595 | 0.3797 | 0.5595 | 0.7480 |
| 0.4113 | 5.6545 | 622 | 0.5744 | 0.4162 | 0.5744 | 0.7579 |
| 0.4113 | 5.6727 | 624 | 0.5786 | 0.4162 | 0.5786 | 0.7606 |
| 0.4113 | 5.6909 | 626 | 0.5924 | 0.4346 | 0.5924 | 0.7697 |
| 0.4113 | 5.7091 | 628 | 0.5896 | 0.3200 | 0.5896 | 0.7679 |
| 0.4113 | 5.7273 | 630 | 0.6087 | 0.2986 | 0.6087 | 0.7802 |
| 0.4113 | 5.7455 | 632 | 0.6013 | 0.3684 | 0.6013 | 0.7754 |
| 0.4113 | 5.7636 | 634 | 0.6312 | 0.4455 | 0.6312 | 0.7945 |
| 0.4113 | 5.7818 | 636 | 0.6619 | 0.3860 | 0.6619 | 0.8136 |
| 0.4113 | 5.8 | 638 | 0.6288 | 0.4343 | 0.6288 | 0.7930 |
| 0.4113 | 5.8182 | 640 | 0.5725 | 0.3161 | 0.5725 | 0.7567 |
| 0.4113 | 5.8364 | 642 | 0.5708 | 0.3684 | 0.5708 | 0.7555 |
| 0.4113 | 5.8545 | 644 | 0.5849 | 0.4286 | 0.5849 | 0.7648 |
| 0.4113 | 5.8727 | 646 | 0.5703 | 0.3684 | 0.5703 | 0.7552 |
| 0.4113 | 5.8909 | 648 | 0.5729 | 0.3297 | 0.5729 | 0.7569 |
| 0.4113 | 5.9091 | 650 | 0.5758 | 0.3297 | 0.5758 | 0.7588 |
| 0.4113 | 5.9273 | 652 | 0.5773 | 0.3297 | 0.5773 | 0.7598 |
| 0.4113 | 5.9455 | 654 | 0.5722 | 0.3297 | 0.5722 | 0.7564 |
| 0.4113 | 5.9636 | 656 | 0.5720 | 0.2527 | 0.5720 | 0.7563 |
| 0.4113 | 5.9818 | 658 | 0.5649 | 0.2273 | 0.5649 | 0.7516 |
| 0.4113 | 6.0 | 660 | 0.5462 | 0.2527 | 0.5462 | 0.7391 |
| 0.4113 | 6.0182 | 662 | 0.5433 | 0.2527 | 0.5433 | 0.7371 |
| 0.4113 | 6.0364 | 664 | 0.5468 | 0.2093 | 0.5468 | 0.7395 |
| 0.4113 | 6.0545 | 666 | 0.5614 | 0.25 | 0.5614 | 0.7493 |
| 0.4113 | 6.0727 | 668 | 0.5652 | 0.2527 | 0.5652 | 0.7518 |
| 0.4113 | 6.0909 | 670 | 0.5915 | 0.3149 | 0.5915 | 0.7691 |
| 0.4113 | 6.1091 | 672 | 0.6025 | 0.25 | 0.6025 | 0.7762 |
| 0.4113 | 6.1273 | 674 | 0.6090 | 0.2577 | 0.6090 | 0.7804 |
| 0.4113 | 6.1455 | 676 | 0.6248 | 0.2893 | 0.6248 | 0.7904 |
| 0.4113 | 6.1636 | 678 | 0.6183 | 0.2893 | 0.6183 | 0.7863 |
| 0.4113 | 6.1818 | 680 | 0.6109 | 0.3535 | 0.6109 | 0.7816 |
| 0.4113 | 6.2 | 682 | 0.6460 | 0.3333 | 0.6460 | 0.8038 |
| 0.4113 | 6.2182 | 684 | 0.6607 | 0.2871 | 0.6607 | 0.8128 |
| 0.4113 | 6.2364 | 686 | 0.6106 | 0.3333 | 0.6106 | 0.7814 |
| 0.4113 | 6.2545 | 688 | 0.5690 | 0.3297 | 0.5690 | 0.7543 |
| 0.4113 | 6.2727 | 690 | 0.5804 | 0.2727 | 0.5804 | 0.7618 |
| 0.4113 | 6.2909 | 692 | 0.5562 | 0.2809 | 0.5562 | 0.7458 |
| 0.4113 | 6.3091 | 694 | 0.5424 | 0.2707 | 0.5424 | 0.7365 |
| 0.4113 | 6.3273 | 696 | 0.5443 | 0.2749 | 0.5443 | 0.7378 |
| 0.4113 | 6.3455 | 698 | 0.5373 | 0.2809 | 0.5373 | 0.7330 |
| 0.4113 | 6.3636 | 700 | 0.5400 | 0.2809 | 0.5400 | 0.7348 |
| 0.4113 | 6.3818 | 702 | 0.5349 | 0.3797 | 0.5349 | 0.7313 |
| 0.4113 | 6.4 | 704 | 0.5538 | 0.4286 | 0.5538 | 0.7442 |
| 0.4113 | 6.4182 | 706 | 0.5393 | 0.4639 | 0.5393 | 0.7344 |
| 0.4113 | 6.4364 | 708 | 0.5398 | 0.4167 | 0.5398 | 0.7347 |
| 0.4113 | 6.4545 | 710 | 0.5468 | 0.4400 | 0.5468 | 0.7394 |
| 0.4113 | 6.4727 | 712 | 0.5626 | 0.4171 | 0.5626 | 0.7501 |
| 0.4113 | 6.4909 | 714 | 0.5728 | 0.4171 | 0.5728 | 0.7568 |
| 0.4113 | 6.5091 | 716 | 0.5863 | 0.4171 | 0.5863 | 0.7657 |
| 0.4113 | 6.5273 | 718 | 0.6589 | 0.3143 | 0.6589 | 0.8117 |
| 0.4113 | 6.5455 | 720 | 0.6905 | 0.2711 | 0.6905 | 0.8310 |
| 0.4113 | 6.5636 | 722 | 0.6894 | 0.4019 | 0.6894 | 0.8303 |
| 0.4113 | 6.5818 | 724 | 0.7136 | 0.2759 | 0.7136 | 0.8447 |
| 0.4113 | 6.6 | 726 | 0.7020 | 0.3860 | 0.7020 | 0.8379 |
| 0.4113 | 6.6182 | 728 | 0.7184 | 0.3833 | 0.7184 | 0.8476 |
| 0.4113 | 6.6364 | 730 | 0.7580 | 0.3188 | 0.7580 | 0.8706 |
| 0.4113 | 6.6545 | 732 | 0.7500 | 0.3103 | 0.7500 | 0.8660 |
| 0.4113 | 6.6727 | 734 | 0.7339 | 0.3303 | 0.7339 | 0.8567 |
| 0.4113 | 6.6909 | 736 | 0.7480 | 0.3043 | 0.7480 | 0.8649 |
| 0.4113 | 6.7091 | 738 | 0.7146 | 0.3391 | 0.7146 | 0.8454 |
| 0.4113 | 6.7273 | 740 | 0.6424 | 0.3103 | 0.6424 | 0.8015 |
| 0.4113 | 6.7455 | 742 | 0.5732 | 0.3706 | 0.5732 | 0.7571 |
| 0.4113 | 6.7636 | 744 | 0.5465 | 0.2421 | 0.5465 | 0.7392 |
| 0.4113 | 6.7818 | 746 | 0.5567 | 0.3118 | 0.5567 | 0.7461 |
| 0.4113 | 6.8 | 748 | 0.5465 | 0.3149 | 0.5465 | 0.7393 |
| 0.4113 | 6.8182 | 750 | 0.5199 | 0.2513 | 0.5199 | 0.7211 |
| 0.4113 | 6.8364 | 752 | 0.5147 | 0.2889 | 0.5147 | 0.7174 |
| 0.4113 | 6.8545 | 754 | 0.5435 | 0.3575 | 0.5435 | 0.7373 |
| 0.4113 | 6.8727 | 756 | 0.5524 | 0.3575 | 0.5524 | 0.7433 |
| 0.4113 | 6.8909 | 758 | 0.5737 | 0.3939 | 0.5737 | 0.7574 |
| 0.4113 | 6.9091 | 760 | 0.5689 | 0.3575 | 0.5689 | 0.7542 |
| 0.4113 | 6.9273 | 762 | 0.5680 | 0.3575 | 0.5680 | 0.7536 |
| 0.4113 | 6.9455 | 764 | 0.5652 | 0.4059 | 0.5652 | 0.7518 |
| 0.4113 | 6.9636 | 766 | 0.5728 | 0.3367 | 0.5728 | 0.7568 |
| 0.4113 | 6.9818 | 768 | 0.5687 | 0.36 | 0.5687 | 0.7541 |
| 0.4113 | 7.0 | 770 | 0.5656 | 0.1915 | 0.5656 | 0.7521 |
| 0.4113 | 7.0182 | 772 | 0.5758 | 0.2165 | 0.5758 | 0.7588 |
| 0.4113 | 7.0364 | 774 | 0.5751 | 0.1915 | 0.5751 | 0.7583 |
| 0.4113 | 7.0545 | 776 | 0.5731 | 0.2432 | 0.5731 | 0.7571 |
| 0.4113 | 7.0727 | 778 | 0.5749 | 0.1732 | 0.5749 | 0.7582 |
| 0.4113 | 7.0909 | 780 | 0.5982 | 0.3161 | 0.5982 | 0.7734 |
| 0.4113 | 7.1091 | 782 | 0.6149 | 0.3263 | 0.6149 | 0.7842 |
| 0.4113 | 7.1273 | 784 | 0.6003 | 0.3263 | 0.6003 | 0.7748 |
| 0.4113 | 7.1455 | 786 | 0.5688 | 0.2688 | 0.5688 | 0.7542 |
| 0.4113 | 7.1636 | 788 | 0.5572 | 0.2626 | 0.5572 | 0.7464 |
| 0.4113 | 7.1818 | 790 | 0.5565 | 0.2626 | 0.5565 | 0.7460 |
| 0.4113 | 7.2 | 792 | 0.5579 | 0.2432 | 0.5579 | 0.7469 |
| 0.4113 | 7.2182 | 794 | 0.5589 | 0.3333 | 0.5589 | 0.7476 |
| 0.4113 | 7.2364 | 796 | 0.5556 | 0.2432 | 0.5556 | 0.7454 |
| 0.4113 | 7.2545 | 798 | 0.5566 | 0.2766 | 0.5566 | 0.7460 |
| 0.4113 | 7.2727 | 800 | 0.5651 | 0.2527 | 0.5651 | 0.7517 |
| 0.4113 | 7.2909 | 802 | 0.5737 | 0.2432 | 0.5737 | 0.7574 |
| 0.4113 | 7.3091 | 804 | 0.5671 | 0.3016 | 0.5671 | 0.7531 |
| 0.4113 | 7.3273 | 806 | 0.5659 | 0.3161 | 0.5659 | 0.7523 |
| 0.4113 | 7.3455 | 808 | 0.5877 | 0.2593 | 0.5877 | 0.7666 |
| 0.4113 | 7.3636 | 810 | 0.6271 | 0.2821 | 0.6271 | 0.7919 |
| 0.4113 | 7.3818 | 812 | 0.6915 | 0.2857 | 0.6915 | 0.8316 |
| 0.4113 | 7.4 | 814 | 0.6965 | 0.2857 | 0.6965 | 0.8345 |
| 0.4113 | 7.4182 | 816 | 0.6380 | 0.3103 | 0.6380 | 0.7987 |
| 0.4113 | 7.4364 | 818 | 0.5977 | 0.25 | 0.5977 | 0.7731 |
| 0.4113 | 7.4545 | 820 | 0.5990 | 0.2842 | 0.5990 | 0.7740 |
| 0.4113 | 7.4727 | 822 | 0.5970 | 0.2842 | 0.5970 | 0.7726 |
| 0.4113 | 7.4909 | 824 | 0.5948 | 0.3231 | 0.5948 | 0.7712 |
| 0.4113 | 7.5091 | 826 | 0.6022 | 0.2990 | 0.6022 | 0.7760 |
| 0.4113 | 7.5273 | 828 | 0.6026 | 0.2990 | 0.6026 | 0.7762 |
| 0.4113 | 7.5455 | 830 | 0.6030 | 0.3035 | 0.6030 | 0.7765 |
| 0.4113 | 7.5636 | 832 | 0.5854 | 0.3439 | 0.5854 | 0.7651 |
| 0.4113 | 7.5818 | 834 | 0.5663 | 0.3297 | 0.5663 | 0.7525 |
| 0.4113 | 7.6 | 836 | 0.5628 | 0.2889 | 0.5628 | 0.7502 |
| 0.4113 | 7.6182 | 838 | 0.5601 | 0.2527 | 0.5601 | 0.7484 |
| 0.4113 | 7.6364 | 840 | 0.5677 | 0.2941 | 0.5677 | 0.7534 |
| 0.4113 | 7.6545 | 842 | 0.5821 | 0.3089 | 0.5821 | 0.7630 |
| 0.4113 | 7.6727 | 844 | 0.6000 | 0.3263 | 0.6000 | 0.7746 |
| 0.4113 | 7.6909 | 846 | 0.6028 | 0.2821 | 0.6028 | 0.7764 |
| 0.4113 | 7.7091 | 848 | 0.5795 | 0.3191 | 0.5795 | 0.7612 |
| 0.4113 | 7.7273 | 850 | 0.5578 | 0.3149 | 0.5578 | 0.7469 |
| 0.4113 | 7.7455 | 852 | 0.5534 | 0.2626 | 0.5534 | 0.7439 |
| 0.4113 | 7.7636 | 854 | 0.5535 | 0.2626 | 0.5535 | 0.7440 |
| 0.4113 | 7.7818 | 856 | 0.5554 | 0.2727 | 0.5554 | 0.7452 |
| 0.4113 | 7.8 | 858 | 0.5681 | 0.2865 | 0.5681 | 0.7537 |
| 0.4113 | 7.8182 | 860 | 0.6120 | 0.2593 | 0.6120 | 0.7823 |
| 0.4113 | 7.8364 | 862 | 0.6301 | 0.2941 | 0.6301 | 0.7938 |
| 0.4113 | 7.8545 | 864 | 0.6219 | 0.2941 | 0.6219 | 0.7886 |
| 0.4113 | 7.8727 | 866 | 0.5732 | 0.3369 | 0.5732 | 0.7571 |
| 0.4113 | 7.8909 | 868 | 0.5389 | 0.3661 | 0.5389 | 0.7341 |
| 0.4113 | 7.9091 | 870 | 0.5189 | 0.2527 | 0.5189 | 0.7204 |
| 0.4113 | 7.9273 | 872 | 0.5144 | 0.2090 | 0.5144 | 0.7172 |
| 0.4113 | 7.9455 | 874 | 0.5141 | 0.2914 | 0.5141 | 0.7170 |
| 0.4113 | 7.9636 | 876 | 0.5150 | 0.2889 | 0.5150 | 0.7177 |
| 0.4113 | 7.9818 | 878 | 0.5177 | 0.2527 | 0.5177 | 0.7195 |
| 0.4113 | 8.0 | 880 | 0.5274 | 0.2941 | 0.5274 | 0.7262 |
| 0.4113 | 8.0182 | 882 | 0.5343 | 0.3439 | 0.5343 | 0.7309 |
| 0.4113 | 8.0364 | 884 | 0.5430 | 0.3548 | 0.5430 | 0.7369 |
| 0.4113 | 8.0545 | 886 | 0.5425 | 0.3439 | 0.5425 | 0.7365 |
| 0.4113 | 8.0727 | 888 | 0.5287 | 0.2527 | 0.5287 | 0.7271 |
| 0.4113 | 8.0909 | 890 | 0.5258 | 0.3297 | 0.5258 | 0.7251 |
| 0.4113 | 8.1091 | 892 | 0.5294 | 0.2889 | 0.5294 | 0.7276 |
| 0.4113 | 8.1273 | 894 | 0.5297 | 0.2889 | 0.5297 | 0.7278 |
| 0.4113 | 8.1455 | 896 | 0.5297 | 0.2889 | 0.5297 | 0.7278 |
| 0.4113 | 8.1636 | 898 | 0.5275 | 0.2527 | 0.5275 | 0.7263 |
| 0.4113 | 8.1818 | 900 | 0.5342 | 0.2527 | 0.5342 | 0.7309 |
| 0.4113 | 8.2 | 902 | 0.5602 | 0.3333 | 0.5602 | 0.7485 |
| 0.4113 | 8.2182 | 904 | 0.5841 | 0.375 | 0.5841 | 0.7643 |
| 0.4113 | 8.2364 | 906 | 0.5794 | 0.3641 | 0.5794 | 0.7612 |
| 0.4113 | 8.2545 | 908 | 0.5643 | 0.2766 | 0.5643 | 0.7512 |
| 0.4113 | 8.2727 | 910 | 0.5458 | 0.2527 | 0.5458 | 0.7388 |
| 0.4113 | 8.2909 | 912 | 0.5474 | 0.3297 | 0.5474 | 0.7399 |
| 0.4113 | 8.3091 | 914 | 0.5538 | 0.3297 | 0.5538 | 0.7442 |
| 0.4113 | 8.3273 | 916 | 0.5575 | 0.3191 | 0.5575 | 0.7467 |
| 0.4113 | 8.3455 | 918 | 0.5537 | 0.3297 | 0.5537 | 0.7441 |
| 0.4113 | 8.3636 | 920 | 0.5544 | 0.3297 | 0.5544 | 0.7446 |
| 0.4113 | 8.3818 | 922 | 0.5639 | 0.25 | 0.5639 | 0.7510 |
| 0.4113 | 8.4 | 924 | 0.5796 | 0.3367 | 0.5796 | 0.7613 |
| 0.4113 | 8.4182 | 926 | 0.5788 | 0.3367 | 0.5788 | 0.7608 |
| 0.4113 | 8.4364 | 928 | 0.5695 | 0.25 | 0.5695 | 0.7547 |
| 0.4113 | 8.4545 | 930 | 0.5665 | 0.2842 | 0.5665 | 0.7526 |
| 0.4113 | 8.4727 | 932 | 0.5675 | 0.2842 | 0.5675 | 0.7533 |
| 0.4113 | 8.4909 | 934 | 0.5688 | 0.2842 | 0.5688 | 0.7542 |
| 0.4113 | 8.5091 | 936 | 0.5735 | 0.3191 | 0.5735 | 0.7573 |
| 0.4113 | 8.5273 | 938 | 0.5754 | 0.3191 | 0.5754 | 0.7586 |
| 0.4113 | 8.5455 | 940 | 0.5714 | 0.3191 | 0.5714 | 0.7559 |
| 0.4113 | 8.5636 | 942 | 0.5711 | 0.3231 | 0.5711 | 0.7557 |
| 0.4113 | 8.5818 | 944 | 0.5736 | 0.25 | 0.5736 | 0.7574 |
| 0.4113 | 8.6 | 946 | 0.5747 | 0.3231 | 0.5747 | 0.7581 |
| 0.4113 | 8.6182 | 948 | 0.5735 | 0.2746 | 0.5735 | 0.7573 |
| 0.4113 | 8.6364 | 950 | 0.5754 | 0.3061 | 0.5754 | 0.7586 |
| 0.4113 | 8.6545 | 952 | 0.5845 | 0.3508 | 0.5845 | 0.7645 |
| 0.4113 | 8.6727 | 954 | 0.6032 | 0.2746 | 0.6032 | 0.7766 |
| 0.4113 | 8.6909 | 956 | 0.6088 | 0.2766 | 0.6088 | 0.7802 |
| 0.4113 | 8.7091 | 958 | 0.6024 | 0.2766 | 0.6024 | 0.7761 |
| 0.4113 | 8.7273 | 960 | 0.5856 | 0.3814 | 0.5856 | 0.7652 |
| 0.4113 | 8.7455 | 962 | 0.5767 | 0.3508 | 0.5767 | 0.7594 |
| 0.4113 | 8.7636 | 964 | 0.5742 | 0.3231 | 0.5742 | 0.7578 |
| 0.4113 | 8.7818 | 966 | 0.5771 | 0.25 | 0.5771 | 0.7597 |
| 0.4113 | 8.8 | 968 | 0.5842 | 0.3367 | 0.5842 | 0.7643 |
| 0.4113 | 8.8182 | 970 | 0.5865 | 0.3367 | 0.5865 | 0.7659 |
| 0.4113 | 8.8364 | 972 | 0.5900 | 0.3367 | 0.5900 | 0.7681 |
| 0.4113 | 8.8545 | 974 | 0.5990 | 0.3367 | 0.5990 | 0.7739 |
| 0.4113 | 8.8727 | 976 | 0.5936 | 0.3367 | 0.5936 | 0.7705 |
| 0.4113 | 8.8909 | 978 | 0.5795 | 0.2893 | 0.5795 | 0.7612 |
| 0.4113 | 8.9091 | 980 | 0.5750 | 0.3231 | 0.5750 | 0.7583 |
| 0.4113 | 8.9273 | 982 | 0.5757 | 0.2842 | 0.5757 | 0.7588 |
| 0.4113 | 8.9455 | 984 | 0.5774 | 0.3297 | 0.5774 | 0.7599 |
| 0.4113 | 8.9636 | 986 | 0.5775 | 0.3297 | 0.5775 | 0.7600 |
| 0.4113 | 8.9818 | 988 | 0.5800 | 0.3297 | 0.5800 | 0.7616 |
| 0.4113 | 9.0 | 990 | 0.5822 | 0.3297 | 0.5822 | 0.7630 |
| 0.4113 | 9.0182 | 992 | 0.5835 | 0.3297 | 0.5835 | 0.7639 |
| 0.4113 | 9.0364 | 994 | 0.5829 | 0.3684 | 0.5829 | 0.7635 |
| 0.4113 | 9.0545 | 996 | 0.5834 | 0.3684 | 0.5834 | 0.7638 |
| 0.4113 | 9.0727 | 998 | 0.5848 | 0.25 | 0.5848 | 0.7647 |
| 0.0826 | 9.0909 | 1000 | 0.5869 | 0.2990 | 0.5869 | 0.7661 |
| 0.0826 | 9.1091 | 1002 | 0.5874 | 0.3367 | 0.5874 | 0.7664 |
| 0.0826 | 9.1273 | 1004 | 0.5806 | 0.2990 | 0.5806 | 0.7620 |
| 0.0826 | 9.1455 | 1006 | 0.5788 | 0.2990 | 0.5788 | 0.7608 |
| 0.0826 | 9.1636 | 1008 | 0.5745 | 0.2990 | 0.5745 | 0.7580 |
| 0.0826 | 9.1818 | 1010 | 0.5667 | 0.2593 | 0.5667 | 0.7528 |
| 0.0826 | 9.2 | 1012 | 0.5626 | 0.2593 | 0.5626 | 0.7501 |
| 0.0826 | 9.2182 | 1014 | 0.5602 | 0.3684 | 0.5602 | 0.7485 |
| 0.0826 | 9.2364 | 1016 | 0.5578 | 0.3684 | 0.5578 | 0.7469 |
| 0.0826 | 9.2545 | 1018 | 0.5558 | 0.3684 | 0.5558 | 0.7455 |
| 0.0826 | 9.2727 | 1020 | 0.5551 | 0.3684 | 0.5551 | 0.7451 |
| 0.0826 | 9.2909 | 1022 | 0.5574 | 0.2941 | 0.5574 | 0.7466 |
| 0.0826 | 9.3091 | 1024 | 0.5628 | 0.2593 | 0.5628 | 0.7502 |
| 0.0826 | 9.3273 | 1026 | 0.5698 | 0.3367 | 0.5698 | 0.7549 |
| 0.0826 | 9.3455 | 1028 | 0.5709 | 0.3367 | 0.5709 | 0.7556 |
| 0.0826 | 9.3636 | 1030 | 0.5684 | 0.2990 | 0.5684 | 0.7539 |
| 0.0826 | 9.3818 | 1032 | 0.5667 | 0.25 | 0.5667 | 0.7528 |
| 0.0826 | 9.4 | 1034 | 0.5662 | 0.3684 | 0.5662 | 0.7525 |
| 0.0826 | 9.4182 | 1036 | 0.5672 | 0.3684 | 0.5672 | 0.7531 |
| 0.0826 | 9.4364 | 1038 | 0.5687 | 0.3684 | 0.5687 | 0.7541 |
| 0.0826 | 9.4545 | 1040 | 0.5710 | 0.3684 | 0.5710 | 0.7556 |
| 0.0826 | 9.4727 | 1042 | 0.5735 | 0.3684 | 0.5735 | 0.7573 |
| 0.0826 | 9.4909 | 1044 | 0.5776 | 0.2893 | 0.5776 | 0.7600 |
| 0.0826 | 9.5091 | 1046 | 0.5795 | 0.2893 | 0.5795 | 0.7613 |
| 0.0826 | 9.5273 | 1048 | 0.5812 | 0.2893 | 0.5812 | 0.7624 |
| 0.0826 | 9.5455 | 1050 | 0.5817 | 0.2893 | 0.5817 | 0.7627 |
| 0.0826 | 9.5636 | 1052 | 0.5821 | 0.2893 | 0.5821 | 0.7629 |
| 0.0826 | 9.5818 | 1054 | 0.5840 | 0.2893 | 0.5840 | 0.7642 |
| 0.0826 | 9.6 | 1056 | 0.5862 | 0.3267 | 0.5862 | 0.7656 |
| 0.0826 | 9.6182 | 1058 | 0.5893 | 0.3367 | 0.5893 | 0.7676 |
| 0.0826 | 9.6364 | 1060 | 0.5933 | 0.2941 | 0.5933 | 0.7702 |
| 0.0826 | 9.6545 | 1062 | 0.5953 | 0.2941 | 0.5953 | 0.7716 |
| 0.0826 | 9.6727 | 1064 | 0.5959 | 0.2941 | 0.5959 | 0.7719 |
| 0.0826 | 9.6909 | 1066 | 0.5937 | 0.2941 | 0.5937 | 0.7705 |
| 0.0826 | 9.7091 | 1068 | 0.5909 | 0.2941 | 0.5909 | 0.7687 |
| 0.0826 | 9.7273 | 1070 | 0.5855 | 0.2941 | 0.5855 | 0.7652 |
| 0.0826 | 9.7455 | 1072 | 0.5781 | 0.3367 | 0.5781 | 0.7603 |
| 0.0826 | 9.7636 | 1074 | 0.5709 | 0.3367 | 0.5709 | 0.7555 |
| 0.0826 | 9.7818 | 1076 | 0.5668 | 0.2893 | 0.5668 | 0.7528 |
| 0.0826 | 9.8 | 1078 | 0.5633 | 0.2941 | 0.5633 | 0.7505 |
| 0.0826 | 9.8182 | 1080 | 0.5607 | 0.2941 | 0.5607 | 0.7488 |
| 0.0826 | 9.8364 | 1082 | 0.5589 | 0.2941 | 0.5589 | 0.7476 |
| 0.0826 | 9.8545 | 1084 | 0.5581 | 0.2941 | 0.5581 | 0.7470 |
| 0.0826 | 9.8727 | 1086 | 0.5580 | 0.2941 | 0.5580 | 0.7470 |
| 0.0826 | 9.8909 | 1088 | 0.5577 | 0.2941 | 0.5577 | 0.7468 |
| 0.0826 | 9.9091 | 1090 | 0.5577 | 0.2941 | 0.5577 | 0.7468 |
| 0.0826 | 9.9273 | 1092 | 0.5576 | 0.2941 | 0.5576 | 0.7467 |
| 0.0826 | 9.9455 | 1094 | 0.5574 | 0.2941 | 0.5574 | 0.7466 |
| 0.0826 | 9.9636 | 1096 | 0.5572 | 0.2941 | 0.5572 | 0.7465 |
| 0.0826 | 9.9818 | 1098 | 0.5572 | 0.2941 | 0.5572 | 0.7464 |
| 0.0826 | 10.0 | 1100 | 0.5572 | 0.2941 | 0.5572 | 0.7464 |
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/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k19_task3_organization
Base model
aubmindlab/bert-base-arabertv02