Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_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: 0.6052
- Qwk: 0.7105
- Mse: 0.6052
- Rmse: 0.7779
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 | 0.0161 | 2 | 5.5448 | -0.0255 | 5.5448 | 2.3547 |
| No log | 0.0323 | 4 | 3.6587 | 0.0533 | 3.6587 | 1.9128 |
| No log | 0.0484 | 6 | 2.8516 | -0.0683 | 2.8516 | 1.6887 |
| No log | 0.0645 | 8 | 1.9757 | -0.0073 | 1.9757 | 1.4056 |
| No log | 0.0806 | 10 | 1.4545 | 0.2014 | 1.4545 | 1.2060 |
| No log | 0.0968 | 12 | 1.5050 | 0.2474 | 1.5050 | 1.2268 |
| No log | 0.1129 | 14 | 2.5436 | 0.0838 | 2.5436 | 1.5949 |
| No log | 0.1290 | 16 | 2.3366 | 0.1267 | 2.3366 | 1.5286 |
| No log | 0.1452 | 18 | 1.7650 | 0.1651 | 1.7650 | 1.3285 |
| No log | 0.1613 | 20 | 1.4685 | 0.2327 | 1.4685 | 1.2118 |
| No log | 0.1774 | 22 | 1.3868 | 0.2738 | 1.3868 | 1.1776 |
| No log | 0.1935 | 24 | 2.0349 | 0.2570 | 2.0349 | 1.4265 |
| No log | 0.2097 | 26 | 2.0821 | 0.2572 | 2.0821 | 1.4430 |
| No log | 0.2258 | 28 | 1.8417 | 0.3109 | 1.8417 | 1.3571 |
| No log | 0.2419 | 30 | 1.6553 | 0.3597 | 1.6553 | 1.2866 |
| No log | 0.2581 | 32 | 1.1070 | 0.4660 | 1.1070 | 1.0521 |
| No log | 0.2742 | 34 | 0.9537 | 0.4827 | 0.9537 | 0.9766 |
| No log | 0.2903 | 36 | 0.9743 | 0.4933 | 0.9743 | 0.9871 |
| No log | 0.3065 | 38 | 1.0350 | 0.4700 | 1.0350 | 1.0174 |
| No log | 0.3226 | 40 | 1.2902 | 0.4421 | 1.2902 | 1.1359 |
| No log | 0.3387 | 42 | 1.5417 | 0.3866 | 1.5417 | 1.2417 |
| No log | 0.3548 | 44 | 1.9998 | 0.2992 | 1.9998 | 1.4142 |
| No log | 0.3710 | 46 | 2.2881 | 0.2353 | 2.2881 | 1.5126 |
| No log | 0.3871 | 48 | 2.1215 | 0.2523 | 2.1215 | 1.4566 |
| No log | 0.4032 | 50 | 1.5860 | 0.4025 | 1.5860 | 1.2594 |
| No log | 0.4194 | 52 | 1.1132 | 0.5045 | 1.1132 | 1.0551 |
| No log | 0.4355 | 54 | 0.8422 | 0.5387 | 0.8422 | 0.9177 |
| No log | 0.4516 | 56 | 0.8643 | 0.5264 | 0.8643 | 0.9297 |
| No log | 0.4677 | 58 | 1.2784 | 0.4415 | 1.2784 | 1.1307 |
| No log | 0.4839 | 60 | 1.5099 | 0.4252 | 1.5099 | 1.2288 |
| No log | 0.5 | 62 | 1.4670 | 0.4252 | 1.4670 | 1.2112 |
| No log | 0.5161 | 64 | 1.3431 | 0.4527 | 1.3431 | 1.1589 |
| No log | 0.5323 | 66 | 1.1659 | 0.4671 | 1.1659 | 1.0798 |
| No log | 0.5484 | 68 | 0.8987 | 0.5607 | 0.8987 | 0.9480 |
| No log | 0.5645 | 70 | 0.7023 | 0.5766 | 0.7023 | 0.8380 |
| No log | 0.5806 | 72 | 0.7336 | 0.5824 | 0.7336 | 0.8565 |
| No log | 0.5968 | 74 | 0.9503 | 0.5578 | 0.9503 | 0.9748 |
| No log | 0.6129 | 76 | 1.2776 | 0.4460 | 1.2776 | 1.1303 |
| No log | 0.6290 | 78 | 1.7394 | 0.3709 | 1.7394 | 1.3189 |
| No log | 0.6452 | 80 | 1.7776 | 0.3654 | 1.7776 | 1.3333 |
| No log | 0.6613 | 82 | 1.3150 | 0.4480 | 1.3150 | 1.1467 |
| No log | 0.6774 | 84 | 0.9570 | 0.5589 | 0.9570 | 0.9783 |
| No log | 0.6935 | 86 | 0.7116 | 0.6122 | 0.7116 | 0.8435 |
| No log | 0.7097 | 88 | 0.6567 | 0.5990 | 0.6567 | 0.8104 |
| No log | 0.7258 | 90 | 0.7562 | 0.6029 | 0.7562 | 0.8696 |
| No log | 0.7419 | 92 | 1.0950 | 0.5100 | 1.0950 | 1.0464 |
| No log | 0.7581 | 94 | 0.9918 | 0.5535 | 0.9918 | 0.9959 |
| No log | 0.7742 | 96 | 0.8962 | 0.5942 | 0.8962 | 0.9467 |
| No log | 0.7903 | 98 | 0.6800 | 0.5982 | 0.6800 | 0.8246 |
| No log | 0.8065 | 100 | 0.6308 | 0.6443 | 0.6308 | 0.7942 |
| No log | 0.8226 | 102 | 0.6307 | 0.6389 | 0.6307 | 0.7941 |
| No log | 0.8387 | 104 | 0.7450 | 0.6667 | 0.7450 | 0.8632 |
| No log | 0.8548 | 106 | 0.8118 | 0.6461 | 0.8118 | 0.9010 |
| No log | 0.8710 | 108 | 0.7373 | 0.7133 | 0.7373 | 0.8587 |
| No log | 0.8871 | 110 | 0.6274 | 0.6959 | 0.6274 | 0.7921 |
| No log | 0.9032 | 112 | 0.6449 | 0.7069 | 0.6449 | 0.8030 |
| No log | 0.9194 | 114 | 0.8588 | 0.6407 | 0.8588 | 0.9267 |
| No log | 0.9355 | 116 | 1.0075 | 0.6242 | 1.0075 | 1.0037 |
| No log | 0.9516 | 118 | 1.0155 | 0.6275 | 1.0155 | 1.0077 |
| No log | 0.9677 | 120 | 0.9396 | 0.6278 | 0.9396 | 0.9693 |
| No log | 0.9839 | 122 | 0.7490 | 0.7062 | 0.7490 | 0.8655 |
| No log | 1.0 | 124 | 0.6253 | 0.7099 | 0.6253 | 0.7908 |
| No log | 1.0161 | 126 | 0.6912 | 0.7115 | 0.6912 | 0.8314 |
| No log | 1.0323 | 128 | 1.1695 | 0.4926 | 1.1695 | 1.0814 |
| No log | 1.0484 | 130 | 1.6470 | 0.4099 | 1.6470 | 1.2834 |
| No log | 1.0645 | 132 | 1.6253 | 0.3926 | 1.6253 | 1.2749 |
| No log | 1.0806 | 134 | 1.0885 | 0.4911 | 1.0885 | 1.0433 |
| No log | 1.0968 | 136 | 0.8541 | 0.5946 | 0.8541 | 0.9242 |
| No log | 1.1129 | 138 | 0.8467 | 0.6201 | 0.8467 | 0.9201 |
| No log | 1.1290 | 140 | 1.1732 | 0.5105 | 1.1732 | 1.0831 |
| No log | 1.1452 | 142 | 1.3921 | 0.4771 | 1.3921 | 1.1799 |
| No log | 1.1613 | 144 | 1.3892 | 0.4912 | 1.3892 | 1.1786 |
| No log | 1.1774 | 146 | 1.0220 | 0.5787 | 1.0220 | 1.0109 |
| No log | 1.1935 | 148 | 0.7106 | 0.6698 | 0.7106 | 0.8430 |
| No log | 1.2097 | 150 | 0.6545 | 0.7024 | 0.6545 | 0.8090 |
| No log | 1.2258 | 152 | 0.6345 | 0.7012 | 0.6345 | 0.7965 |
| No log | 1.2419 | 154 | 0.6782 | 0.7021 | 0.6782 | 0.8235 |
| No log | 1.2581 | 156 | 0.8177 | 0.6644 | 0.8177 | 0.9043 |
| No log | 1.2742 | 158 | 0.9185 | 0.5837 | 0.9185 | 0.9584 |
| No log | 1.2903 | 160 | 1.0899 | 0.5571 | 1.0899 | 1.0440 |
| No log | 1.3065 | 162 | 0.9730 | 0.5718 | 0.9730 | 0.9864 |
| No log | 1.3226 | 164 | 0.9585 | 0.5876 | 0.9585 | 0.9790 |
| No log | 1.3387 | 166 | 0.8787 | 0.5942 | 0.8787 | 0.9374 |
| No log | 1.3548 | 168 | 0.6952 | 0.7006 | 0.6952 | 0.8338 |
| No log | 1.3710 | 170 | 0.6781 | 0.7339 | 0.6781 | 0.8234 |
| No log | 1.3871 | 172 | 0.6978 | 0.7156 | 0.6978 | 0.8353 |
| No log | 1.4032 | 174 | 0.6446 | 0.7502 | 0.6446 | 0.8029 |
| No log | 1.4194 | 176 | 0.6678 | 0.6980 | 0.6678 | 0.8172 |
| No log | 1.4355 | 178 | 0.6748 | 0.7081 | 0.6748 | 0.8214 |
| No log | 1.4516 | 180 | 0.6926 | 0.7129 | 0.6926 | 0.8322 |
| No log | 1.4677 | 182 | 0.7523 | 0.7137 | 0.7523 | 0.8673 |
| No log | 1.4839 | 184 | 0.8454 | 0.6678 | 0.8454 | 0.9194 |
| No log | 1.5 | 186 | 0.7783 | 0.6950 | 0.7783 | 0.8822 |
| No log | 1.5161 | 188 | 0.6391 | 0.7092 | 0.6391 | 0.7995 |
| No log | 1.5323 | 190 | 0.6152 | 0.7463 | 0.6152 | 0.7844 |
| No log | 1.5484 | 192 | 0.5955 | 0.7420 | 0.5955 | 0.7717 |
| No log | 1.5645 | 194 | 0.6430 | 0.7168 | 0.6430 | 0.8019 |
| No log | 1.5806 | 196 | 0.8799 | 0.6420 | 0.8799 | 0.9381 |
| No log | 1.5968 | 198 | 0.9573 | 0.6413 | 0.9573 | 0.9784 |
| No log | 1.6129 | 200 | 0.7297 | 0.6672 | 0.7297 | 0.8542 |
| No log | 1.6290 | 202 | 0.6140 | 0.7443 | 0.6140 | 0.7836 |
| No log | 1.6452 | 204 | 0.6437 | 0.7463 | 0.6437 | 0.8023 |
| No log | 1.6613 | 206 | 0.7485 | 0.6791 | 0.7485 | 0.8652 |
| No log | 1.6774 | 208 | 0.8955 | 0.6511 | 0.8955 | 0.9463 |
| No log | 1.6935 | 210 | 0.8271 | 0.6607 | 0.8271 | 0.9094 |
| No log | 1.7097 | 212 | 0.8675 | 0.6328 | 0.8675 | 0.9314 |
| No log | 1.7258 | 214 | 0.7636 | 0.6554 | 0.7636 | 0.8739 |
| No log | 1.7419 | 216 | 0.7013 | 0.7089 | 0.7013 | 0.8374 |
| No log | 1.7581 | 218 | 0.7654 | 0.6672 | 0.7654 | 0.8749 |
| No log | 1.7742 | 220 | 0.8205 | 0.6334 | 0.8205 | 0.9058 |
| No log | 1.7903 | 222 | 1.0403 | 0.5606 | 1.0403 | 1.0200 |
| No log | 1.8065 | 224 | 1.0094 | 0.5597 | 1.0094 | 1.0047 |
| No log | 1.8226 | 226 | 1.1656 | 0.5354 | 1.1656 | 1.0796 |
| No log | 1.8387 | 228 | 1.0543 | 0.5478 | 1.0543 | 1.0268 |
| No log | 1.8548 | 230 | 0.8426 | 0.6042 | 0.8426 | 0.9179 |
| No log | 1.8710 | 232 | 0.7370 | 0.6799 | 0.7370 | 0.8585 |
| No log | 1.8871 | 234 | 0.7206 | 0.7067 | 0.7206 | 0.8489 |
| No log | 1.9032 | 236 | 0.7174 | 0.7096 | 0.7174 | 0.8470 |
| No log | 1.9194 | 238 | 0.6702 | 0.7180 | 0.6702 | 0.8187 |
| No log | 1.9355 | 240 | 0.6294 | 0.6960 | 0.6294 | 0.7933 |
| No log | 1.9516 | 242 | 0.6330 | 0.7062 | 0.6330 | 0.7956 |
| No log | 1.9677 | 244 | 0.6348 | 0.7205 | 0.6348 | 0.7967 |
| No log | 1.9839 | 246 | 0.6280 | 0.6964 | 0.6280 | 0.7924 |
| No log | 2.0 | 248 | 0.6387 | 0.6791 | 0.6387 | 0.7992 |
| No log | 2.0161 | 250 | 0.6679 | 0.6644 | 0.6679 | 0.8172 |
| No log | 2.0323 | 252 | 0.6944 | 0.6863 | 0.6944 | 0.8333 |
| No log | 2.0484 | 254 | 0.7520 | 0.6343 | 0.7520 | 0.8672 |
| No log | 2.0645 | 256 | 0.7496 | 0.6343 | 0.7496 | 0.8658 |
| No log | 2.0806 | 258 | 0.6699 | 0.6651 | 0.6699 | 0.8185 |
| No log | 2.0968 | 260 | 0.6113 | 0.6821 | 0.6113 | 0.7819 |
| No log | 2.1129 | 262 | 0.6051 | 0.6982 | 0.6051 | 0.7779 |
| No log | 2.1290 | 264 | 0.6407 | 0.6728 | 0.6407 | 0.8004 |
| No log | 2.1452 | 266 | 0.7697 | 0.6672 | 0.7697 | 0.8773 |
| No log | 2.1613 | 268 | 0.7209 | 0.6780 | 0.7209 | 0.8490 |
| No log | 2.1774 | 270 | 0.5992 | 0.7247 | 0.5992 | 0.7741 |
| No log | 2.1935 | 272 | 0.6136 | 0.7067 | 0.6136 | 0.7833 |
| No log | 2.2097 | 274 | 0.6167 | 0.7049 | 0.6167 | 0.7853 |
| No log | 2.2258 | 276 | 0.6011 | 0.7187 | 0.6011 | 0.7753 |
| No log | 2.2419 | 278 | 0.6640 | 0.7334 | 0.6640 | 0.8148 |
| No log | 2.2581 | 280 | 0.6696 | 0.7178 | 0.6696 | 0.8183 |
| No log | 2.2742 | 282 | 0.6338 | 0.7360 | 0.6338 | 0.7961 |
| No log | 2.2903 | 284 | 0.6635 | 0.7012 | 0.6635 | 0.8146 |
| No log | 2.3065 | 286 | 0.6777 | 0.6837 | 0.6777 | 0.8232 |
| No log | 2.3226 | 288 | 0.7603 | 0.6551 | 0.7603 | 0.8719 |
| No log | 2.3387 | 290 | 0.8979 | 0.5755 | 0.8979 | 0.9476 |
| No log | 2.3548 | 292 | 0.8112 | 0.6193 | 0.8112 | 0.9006 |
| No log | 2.3710 | 294 | 0.7133 | 0.6670 | 0.7133 | 0.8446 |
| No log | 2.3871 | 296 | 0.7557 | 0.6408 | 0.7557 | 0.8693 |
| No log | 2.4032 | 298 | 0.7997 | 0.6117 | 0.7997 | 0.8942 |
| No log | 2.4194 | 300 | 0.8531 | 0.5980 | 0.8531 | 0.9236 |
| No log | 2.4355 | 302 | 0.7402 | 0.6895 | 0.7402 | 0.8604 |
| No log | 2.4516 | 304 | 0.6389 | 0.7114 | 0.6389 | 0.7993 |
| No log | 2.4677 | 306 | 0.6316 | 0.7076 | 0.6316 | 0.7948 |
| No log | 2.4839 | 308 | 0.6508 | 0.7067 | 0.6508 | 0.8067 |
| No log | 2.5 | 310 | 0.6375 | 0.7151 | 0.6375 | 0.7984 |
| No log | 2.5161 | 312 | 0.6310 | 0.7265 | 0.6310 | 0.7944 |
| No log | 2.5323 | 314 | 0.6388 | 0.7367 | 0.6388 | 0.7992 |
| No log | 2.5484 | 316 | 0.7004 | 0.7325 | 0.7004 | 0.8369 |
| No log | 2.5645 | 318 | 0.8381 | 0.6537 | 0.8381 | 0.9155 |
| No log | 2.5806 | 320 | 0.8305 | 0.6517 | 0.8305 | 0.9113 |
| No log | 2.5968 | 322 | 0.6884 | 0.7174 | 0.6884 | 0.8297 |
| No log | 2.6129 | 324 | 0.6122 | 0.7172 | 0.6122 | 0.7824 |
| No log | 2.6290 | 326 | 0.5803 | 0.7144 | 0.5803 | 0.7617 |
| No log | 2.6452 | 328 | 0.5929 | 0.7282 | 0.5929 | 0.7700 |
| No log | 2.6613 | 330 | 0.6073 | 0.7299 | 0.6073 | 0.7793 |
| No log | 2.6774 | 332 | 0.6742 | 0.7162 | 0.6742 | 0.8211 |
| No log | 2.6935 | 334 | 0.7380 | 0.6897 | 0.7380 | 0.8591 |
| No log | 2.7097 | 336 | 0.6908 | 0.6969 | 0.6908 | 0.8311 |
| No log | 2.7258 | 338 | 0.6000 | 0.7364 | 0.6000 | 0.7746 |
| No log | 2.7419 | 340 | 0.5857 | 0.7155 | 0.5857 | 0.7653 |
| No log | 2.7581 | 342 | 0.6698 | 0.7143 | 0.6698 | 0.8184 |
| No log | 2.7742 | 344 | 0.6421 | 0.7270 | 0.6421 | 0.8013 |
| No log | 2.7903 | 346 | 0.5712 | 0.7148 | 0.5712 | 0.7558 |
| No log | 2.8065 | 348 | 0.6278 | 0.7235 | 0.6278 | 0.7923 |
| No log | 2.8226 | 350 | 0.7198 | 0.6927 | 0.7198 | 0.8484 |
| No log | 2.8387 | 352 | 0.7095 | 0.7045 | 0.7095 | 0.8423 |
| No log | 2.8548 | 354 | 0.6139 | 0.6967 | 0.6139 | 0.7835 |
| No log | 2.8710 | 356 | 0.6010 | 0.7033 | 0.6010 | 0.7752 |
| No log | 2.8871 | 358 | 0.6421 | 0.7282 | 0.6421 | 0.8013 |
| No log | 2.9032 | 360 | 0.6588 | 0.7277 | 0.6588 | 0.8116 |
| No log | 2.9194 | 362 | 0.6068 | 0.7109 | 0.6068 | 0.7790 |
| No log | 2.9355 | 364 | 0.6194 | 0.7580 | 0.6194 | 0.7870 |
| No log | 2.9516 | 366 | 0.6716 | 0.7346 | 0.6716 | 0.8195 |
| No log | 2.9677 | 368 | 0.6504 | 0.7458 | 0.6504 | 0.8065 |
| No log | 2.9839 | 370 | 0.6017 | 0.7125 | 0.6017 | 0.7757 |
| No log | 3.0 | 372 | 0.5999 | 0.7142 | 0.5999 | 0.7745 |
| No log | 3.0161 | 374 | 0.5989 | 0.7072 | 0.5989 | 0.7739 |
| No log | 3.0323 | 376 | 0.5971 | 0.7065 | 0.5971 | 0.7727 |
| No log | 3.0484 | 378 | 0.6063 | 0.7030 | 0.6063 | 0.7786 |
| No log | 3.0645 | 380 | 0.6353 | 0.6837 | 0.6353 | 0.7970 |
| No log | 3.0806 | 382 | 0.6889 | 0.6705 | 0.6889 | 0.8300 |
| No log | 3.0968 | 384 | 0.6852 | 0.6613 | 0.6852 | 0.8278 |
| No log | 3.1129 | 386 | 0.6403 | 0.6641 | 0.6403 | 0.8002 |
| No log | 3.1290 | 388 | 0.5944 | 0.6836 | 0.5944 | 0.7710 |
| No log | 3.1452 | 390 | 0.6126 | 0.7319 | 0.6126 | 0.7827 |
| No log | 3.1613 | 392 | 0.6707 | 0.7373 | 0.6707 | 0.8189 |
| No log | 3.1774 | 394 | 0.7268 | 0.7187 | 0.7268 | 0.8525 |
| No log | 3.1935 | 396 | 0.6732 | 0.6913 | 0.6732 | 0.8205 |
| No log | 3.2097 | 398 | 0.6686 | 0.6996 | 0.6686 | 0.8177 |
| No log | 3.2258 | 400 | 0.6909 | 0.7044 | 0.6909 | 0.8312 |
| No log | 3.2419 | 402 | 0.6757 | 0.6942 | 0.6757 | 0.8220 |
| No log | 3.2581 | 404 | 0.5961 | 0.7132 | 0.5961 | 0.7721 |
| No log | 3.2742 | 406 | 0.5789 | 0.7355 | 0.5789 | 0.7608 |
| No log | 3.2903 | 408 | 0.5846 | 0.7229 | 0.5846 | 0.7646 |
| No log | 3.3065 | 410 | 0.6332 | 0.6980 | 0.6332 | 0.7958 |
| No log | 3.3226 | 412 | 0.6577 | 0.6834 | 0.6577 | 0.8110 |
| No log | 3.3387 | 414 | 0.6095 | 0.7011 | 0.6095 | 0.7807 |
| No log | 3.3548 | 416 | 0.6105 | 0.6640 | 0.6105 | 0.7813 |
| No log | 3.3710 | 418 | 0.6388 | 0.6722 | 0.6388 | 0.7992 |
| No log | 3.3871 | 420 | 0.6524 | 0.6697 | 0.6524 | 0.8077 |
| No log | 3.4032 | 422 | 0.6347 | 0.7121 | 0.6347 | 0.7967 |
| No log | 3.4194 | 424 | 0.6149 | 0.7385 | 0.6149 | 0.7842 |
| No log | 3.4355 | 426 | 0.6262 | 0.7191 | 0.6262 | 0.7913 |
| No log | 3.4516 | 428 | 0.6690 | 0.6878 | 0.6690 | 0.8179 |
| No log | 3.4677 | 430 | 0.6724 | 0.6920 | 0.6724 | 0.8200 |
| No log | 3.4839 | 432 | 0.6608 | 0.6920 | 0.6608 | 0.8129 |
| No log | 3.5 | 434 | 0.6304 | 0.7403 | 0.6304 | 0.7940 |
| No log | 3.5161 | 436 | 0.6374 | 0.7580 | 0.6374 | 0.7984 |
| No log | 3.5323 | 438 | 0.6300 | 0.7521 | 0.6300 | 0.7937 |
| No log | 3.5484 | 440 | 0.6154 | 0.7360 | 0.6154 | 0.7845 |
| No log | 3.5645 | 442 | 0.6132 | 0.7106 | 0.6132 | 0.7831 |
| No log | 3.5806 | 444 | 0.6082 | 0.7278 | 0.6082 | 0.7799 |
| No log | 3.5968 | 446 | 0.5954 | 0.7273 | 0.5954 | 0.7716 |
| No log | 3.6129 | 448 | 0.5984 | 0.7162 | 0.5984 | 0.7736 |
| No log | 3.6290 | 450 | 0.6233 | 0.7193 | 0.6233 | 0.7895 |
| No log | 3.6452 | 452 | 0.6937 | 0.7059 | 0.6937 | 0.8329 |
| No log | 3.6613 | 454 | 0.7388 | 0.6970 | 0.7388 | 0.8595 |
| No log | 3.6774 | 456 | 0.6899 | 0.6855 | 0.6899 | 0.8306 |
| No log | 3.6935 | 458 | 0.6039 | 0.7029 | 0.6039 | 0.7771 |
| No log | 3.7097 | 460 | 0.5976 | 0.7366 | 0.5976 | 0.7731 |
| No log | 3.7258 | 462 | 0.5970 | 0.7409 | 0.5970 | 0.7727 |
| No log | 3.7419 | 464 | 0.5888 | 0.7181 | 0.5888 | 0.7673 |
| No log | 3.7581 | 466 | 0.5869 | 0.7150 | 0.5869 | 0.7661 |
| No log | 3.7742 | 468 | 0.5990 | 0.7309 | 0.5990 | 0.7739 |
| No log | 3.7903 | 470 | 0.5954 | 0.7233 | 0.5954 | 0.7716 |
| No log | 3.8065 | 472 | 0.5860 | 0.7246 | 0.5860 | 0.7655 |
| No log | 3.8226 | 474 | 0.6348 | 0.6979 | 0.6348 | 0.7967 |
| No log | 3.8387 | 476 | 0.6505 | 0.6961 | 0.6505 | 0.8065 |
| No log | 3.8548 | 478 | 0.6194 | 0.6846 | 0.6194 | 0.7870 |
| No log | 3.8710 | 480 | 0.6152 | 0.7106 | 0.6152 | 0.7844 |
| No log | 3.8871 | 482 | 0.6362 | 0.7113 | 0.6362 | 0.7976 |
| No log | 3.9032 | 484 | 0.6475 | 0.7183 | 0.6475 | 0.8046 |
| No log | 3.9194 | 486 | 0.6593 | 0.7169 | 0.6593 | 0.8120 |
| No log | 3.9355 | 488 | 0.6461 | 0.7181 | 0.6461 | 0.8038 |
| No log | 3.9516 | 490 | 0.6317 | 0.7163 | 0.6317 | 0.7948 |
| No log | 3.9677 | 492 | 0.6401 | 0.7180 | 0.6401 | 0.8001 |
| No log | 3.9839 | 494 | 0.6412 | 0.7062 | 0.6412 | 0.8008 |
| No log | 4.0 | 496 | 0.6331 | 0.6858 | 0.6331 | 0.7957 |
| No log | 4.0161 | 498 | 0.6279 | 0.6810 | 0.6279 | 0.7924 |
| 0.4335 | 4.0323 | 500 | 0.6177 | 0.6804 | 0.6177 | 0.7860 |
| 0.4335 | 4.0484 | 502 | 0.6209 | 0.6896 | 0.6209 | 0.7880 |
| 0.4335 | 4.0645 | 504 | 0.6200 | 0.6821 | 0.6200 | 0.7874 |
| 0.4335 | 4.0806 | 506 | 0.6218 | 0.6711 | 0.6218 | 0.7885 |
| 0.4335 | 4.0968 | 508 | 0.6241 | 0.6752 | 0.6241 | 0.7900 |
| 0.4335 | 4.1129 | 510 | 0.6251 | 0.6625 | 0.6251 | 0.7906 |
| 0.4335 | 4.1290 | 512 | 0.6299 | 0.6827 | 0.6299 | 0.7937 |
| 0.4335 | 4.1452 | 514 | 0.6442 | 0.6743 | 0.6442 | 0.8026 |
| 0.4335 | 4.1613 | 516 | 0.6891 | 0.7065 | 0.6891 | 0.8301 |
| 0.4335 | 4.1774 | 518 | 0.6877 | 0.7065 | 0.6877 | 0.8293 |
| 0.4335 | 4.1935 | 520 | 0.6758 | 0.7086 | 0.6758 | 0.8221 |
| 0.4335 | 4.2097 | 522 | 0.6535 | 0.7145 | 0.6535 | 0.8084 |
| 0.4335 | 4.2258 | 524 | 0.6455 | 0.6984 | 0.6455 | 0.8034 |
| 0.4335 | 4.2419 | 526 | 0.6391 | 0.7004 | 0.6391 | 0.7994 |
| 0.4335 | 4.2581 | 528 | 0.6210 | 0.6955 | 0.6210 | 0.7880 |
| 0.4335 | 4.2742 | 530 | 0.6330 | 0.6914 | 0.6330 | 0.7956 |
| 0.4335 | 4.2903 | 532 | 0.6348 | 0.6844 | 0.6348 | 0.7967 |
| 0.4335 | 4.3065 | 534 | 0.6363 | 0.6832 | 0.6363 | 0.7977 |
| 0.4335 | 4.3226 | 536 | 0.6308 | 0.6856 | 0.6308 | 0.7943 |
| 0.4335 | 4.3387 | 538 | 0.6123 | 0.6982 | 0.6123 | 0.7825 |
| 0.4335 | 4.3548 | 540 | 0.6092 | 0.6890 | 0.6092 | 0.7805 |
| 0.4335 | 4.3710 | 542 | 0.6083 | 0.6916 | 0.6083 | 0.7799 |
| 0.4335 | 4.3871 | 544 | 0.6136 | 0.6668 | 0.6136 | 0.7833 |
| 0.4335 | 4.4032 | 546 | 0.6251 | 0.6655 | 0.6251 | 0.7907 |
| 0.4335 | 4.4194 | 548 | 0.6289 | 0.6702 | 0.6289 | 0.7930 |
| 0.4335 | 4.4355 | 550 | 0.6311 | 0.6702 | 0.6311 | 0.7944 |
| 0.4335 | 4.4516 | 552 | 0.6195 | 0.6891 | 0.6195 | 0.7871 |
| 0.4335 | 4.4677 | 554 | 0.6168 | 0.6982 | 0.6168 | 0.7854 |
| 0.4335 | 4.4839 | 556 | 0.6323 | 0.7255 | 0.6323 | 0.7952 |
| 0.4335 | 4.5 | 558 | 0.6594 | 0.7293 | 0.6594 | 0.8120 |
| 0.4335 | 4.5161 | 560 | 0.6602 | 0.7342 | 0.6602 | 0.8125 |
| 0.4335 | 4.5323 | 562 | 0.6606 | 0.7223 | 0.6606 | 0.8128 |
| 0.4335 | 4.5484 | 564 | 0.6597 | 0.7167 | 0.6597 | 0.8122 |
| 0.4335 | 4.5645 | 566 | 0.6528 | 0.7167 | 0.6528 | 0.8080 |
| 0.4335 | 4.5806 | 568 | 0.6524 | 0.7348 | 0.6524 | 0.8077 |
| 0.4335 | 4.5968 | 570 | 0.6572 | 0.7280 | 0.6572 | 0.8107 |
| 0.4335 | 4.6129 | 572 | 0.6568 | 0.7316 | 0.6568 | 0.8104 |
| 0.4335 | 4.6290 | 574 | 0.6491 | 0.7139 | 0.6491 | 0.8057 |
| 0.4335 | 4.6452 | 576 | 0.6447 | 0.7054 | 0.6447 | 0.8029 |
| 0.4335 | 4.6613 | 578 | 0.6491 | 0.6975 | 0.6491 | 0.8057 |
| 0.4335 | 4.6774 | 580 | 0.6561 | 0.6944 | 0.6561 | 0.8100 |
| 0.4335 | 4.6935 | 582 | 0.6500 | 0.7065 | 0.6500 | 0.8062 |
| 0.4335 | 4.7097 | 584 | 0.6493 | 0.7143 | 0.6493 | 0.8058 |
| 0.4335 | 4.7258 | 586 | 0.6672 | 0.7254 | 0.6672 | 0.8168 |
| 0.4335 | 4.7419 | 588 | 0.6726 | 0.7311 | 0.6726 | 0.8201 |
| 0.4335 | 4.7581 | 590 | 0.6876 | 0.7259 | 0.6876 | 0.8292 |
| 0.4335 | 4.7742 | 592 | 0.6988 | 0.7300 | 0.6988 | 0.8360 |
| 0.4335 | 4.7903 | 594 | 0.6955 | 0.7243 | 0.6955 | 0.8340 |
| 0.4335 | 4.8065 | 596 | 0.6947 | 0.7216 | 0.6947 | 0.8335 |
| 0.4335 | 4.8226 | 598 | 0.6667 | 0.7357 | 0.6667 | 0.8165 |
| 0.4335 | 4.8387 | 600 | 0.6367 | 0.7267 | 0.6367 | 0.7979 |
| 0.4335 | 4.8548 | 602 | 0.6397 | 0.7378 | 0.6397 | 0.7998 |
| 0.4335 | 4.8710 | 604 | 0.6183 | 0.7416 | 0.6183 | 0.7863 |
| 0.4335 | 4.8871 | 606 | 0.5942 | 0.7170 | 0.5942 | 0.7708 |
| 0.4335 | 4.9032 | 608 | 0.6068 | 0.7257 | 0.6068 | 0.7790 |
| 0.4335 | 4.9194 | 610 | 0.6319 | 0.7248 | 0.6319 | 0.7949 |
| 0.4335 | 4.9355 | 612 | 0.6578 | 0.7281 | 0.6578 | 0.8110 |
| 0.4335 | 4.9516 | 614 | 0.6428 | 0.7346 | 0.6428 | 0.8017 |
| 0.4335 | 4.9677 | 616 | 0.6016 | 0.7248 | 0.6016 | 0.7756 |
| 0.4335 | 4.9839 | 618 | 0.5951 | 0.7130 | 0.5951 | 0.7715 |
| 0.4335 | 5.0 | 620 | 0.5980 | 0.7044 | 0.5980 | 0.7733 |
| 0.4335 | 5.0161 | 622 | 0.5957 | 0.7096 | 0.5957 | 0.7718 |
| 0.4335 | 5.0323 | 624 | 0.5958 | 0.7051 | 0.5958 | 0.7719 |
| 0.4335 | 5.0484 | 626 | 0.5915 | 0.7015 | 0.5915 | 0.7691 |
| 0.4335 | 5.0645 | 628 | 0.5949 | 0.6824 | 0.5949 | 0.7713 |
| 0.4335 | 5.0806 | 630 | 0.5916 | 0.6703 | 0.5916 | 0.7692 |
| 0.4335 | 5.0968 | 632 | 0.5925 | 0.6725 | 0.5925 | 0.7697 |
| 0.4335 | 5.1129 | 634 | 0.6127 | 0.7024 | 0.6127 | 0.7827 |
| 0.4335 | 5.1290 | 636 | 0.6227 | 0.7071 | 0.6227 | 0.7891 |
| 0.4335 | 5.1452 | 638 | 0.6109 | 0.7151 | 0.6109 | 0.7816 |
| 0.4335 | 5.1613 | 640 | 0.6000 | 0.7172 | 0.6000 | 0.7746 |
| 0.4335 | 5.1774 | 642 | 0.5903 | 0.7187 | 0.5903 | 0.7683 |
| 0.4335 | 5.1935 | 644 | 0.5763 | 0.7271 | 0.5763 | 0.7591 |
| 0.4335 | 5.2097 | 646 | 0.5846 | 0.7028 | 0.5846 | 0.7646 |
| 0.4335 | 5.2258 | 648 | 0.5850 | 0.7015 | 0.5850 | 0.7649 |
| 0.4335 | 5.2419 | 650 | 0.5829 | 0.7316 | 0.5829 | 0.7635 |
| 0.4335 | 5.2581 | 652 | 0.5834 | 0.7360 | 0.5834 | 0.7638 |
| 0.4335 | 5.2742 | 654 | 0.5828 | 0.7360 | 0.5828 | 0.7634 |
| 0.4335 | 5.2903 | 656 | 0.5804 | 0.7124 | 0.5804 | 0.7618 |
| 0.4335 | 5.3065 | 658 | 0.5823 | 0.7098 | 0.5823 | 0.7631 |
| 0.4335 | 5.3226 | 660 | 0.5848 | 0.7116 | 0.5848 | 0.7647 |
| 0.4335 | 5.3387 | 662 | 0.5810 | 0.7033 | 0.5810 | 0.7622 |
| 0.4335 | 5.3548 | 664 | 0.5758 | 0.7168 | 0.5758 | 0.7588 |
| 0.4335 | 5.3710 | 666 | 0.5814 | 0.7138 | 0.5814 | 0.7625 |
| 0.4335 | 5.3871 | 668 | 0.5816 | 0.7070 | 0.5816 | 0.7627 |
| 0.4335 | 5.4032 | 670 | 0.5780 | 0.7121 | 0.5780 | 0.7603 |
| 0.4335 | 5.4194 | 672 | 0.5872 | 0.7052 | 0.5872 | 0.7663 |
| 0.4335 | 5.4355 | 674 | 0.6161 | 0.7063 | 0.6161 | 0.7849 |
| 0.4335 | 5.4516 | 676 | 0.6328 | 0.7207 | 0.6328 | 0.7955 |
| 0.4335 | 5.4677 | 678 | 0.6119 | 0.7112 | 0.6119 | 0.7823 |
| 0.4335 | 5.4839 | 680 | 0.5791 | 0.7065 | 0.5791 | 0.7610 |
| 0.4335 | 5.5 | 682 | 0.5760 | 0.7345 | 0.5760 | 0.7589 |
| 0.4335 | 5.5161 | 684 | 0.5847 | 0.7199 | 0.5847 | 0.7646 |
| 0.4335 | 5.5323 | 686 | 0.5896 | 0.7199 | 0.5896 | 0.7679 |
| 0.4335 | 5.5484 | 688 | 0.5890 | 0.7238 | 0.5890 | 0.7675 |
| 0.4335 | 5.5645 | 690 | 0.5832 | 0.7302 | 0.5832 | 0.7637 |
| 0.4335 | 5.5806 | 692 | 0.5828 | 0.7418 | 0.5828 | 0.7634 |
| 0.4335 | 5.5968 | 694 | 0.5768 | 0.7322 | 0.5768 | 0.7595 |
| 0.4335 | 5.6129 | 696 | 0.5768 | 0.7108 | 0.5768 | 0.7595 |
| 0.4335 | 5.6290 | 698 | 0.5721 | 0.7108 | 0.5721 | 0.7563 |
| 0.4335 | 5.6452 | 700 | 0.5658 | 0.7339 | 0.5658 | 0.7522 |
| 0.4335 | 5.6613 | 702 | 0.5650 | 0.7385 | 0.5650 | 0.7516 |
| 0.4335 | 5.6774 | 704 | 0.5686 | 0.7369 | 0.5686 | 0.7540 |
| 0.4335 | 5.6935 | 706 | 0.5640 | 0.7369 | 0.5640 | 0.7510 |
| 0.4335 | 5.7097 | 708 | 0.5535 | 0.7270 | 0.5535 | 0.7440 |
| 0.4335 | 5.7258 | 710 | 0.5672 | 0.7076 | 0.5672 | 0.7532 |
| 0.4335 | 5.7419 | 712 | 0.5892 | 0.7179 | 0.5892 | 0.7676 |
| 0.4335 | 5.7581 | 714 | 0.5819 | 0.7147 | 0.5819 | 0.7628 |
| 0.4335 | 5.7742 | 716 | 0.5636 | 0.7185 | 0.5636 | 0.7507 |
| 0.4335 | 5.7903 | 718 | 0.5595 | 0.7322 | 0.5595 | 0.7480 |
| 0.4335 | 5.8065 | 720 | 0.5597 | 0.7322 | 0.5597 | 0.7481 |
| 0.4335 | 5.8226 | 722 | 0.5698 | 0.7220 | 0.5698 | 0.7549 |
| 0.4335 | 5.8387 | 724 | 0.5938 | 0.7125 | 0.5938 | 0.7706 |
| 0.4335 | 5.8548 | 726 | 0.6006 | 0.7125 | 0.6006 | 0.7750 |
| 0.4335 | 5.8710 | 728 | 0.5913 | 0.7305 | 0.5913 | 0.7690 |
| 0.4335 | 5.8871 | 730 | 0.5843 | 0.7349 | 0.5843 | 0.7644 |
| 0.4335 | 5.9032 | 732 | 0.5867 | 0.7349 | 0.5867 | 0.7660 |
| 0.4335 | 5.9194 | 734 | 0.5949 | 0.7238 | 0.5949 | 0.7713 |
| 0.4335 | 5.9355 | 736 | 0.6060 | 0.7194 | 0.6060 | 0.7785 |
| 0.4335 | 5.9516 | 738 | 0.6042 | 0.7238 | 0.6042 | 0.7773 |
| 0.4335 | 5.9677 | 740 | 0.6014 | 0.7126 | 0.6014 | 0.7755 |
| 0.4335 | 5.9839 | 742 | 0.6125 | 0.716 | 0.6125 | 0.7826 |
| 0.4335 | 6.0 | 744 | 0.6221 | 0.7019 | 0.6221 | 0.7887 |
| 0.4335 | 6.0161 | 746 | 0.6127 | 0.6977 | 0.6127 | 0.7827 |
| 0.4335 | 6.0323 | 748 | 0.5962 | 0.7237 | 0.5962 | 0.7721 |
| 0.4335 | 6.0484 | 750 | 0.5918 | 0.7170 | 0.5918 | 0.7693 |
| 0.4335 | 6.0645 | 752 | 0.5931 | 0.7232 | 0.5931 | 0.7702 |
| 0.4335 | 6.0806 | 754 | 0.5938 | 0.7232 | 0.5938 | 0.7706 |
| 0.4335 | 6.0968 | 756 | 0.5950 | 0.7262 | 0.5950 | 0.7713 |
| 0.4335 | 6.1129 | 758 | 0.5993 | 0.7153 | 0.5993 | 0.7742 |
| 0.4335 | 6.1290 | 760 | 0.6032 | 0.7060 | 0.6032 | 0.7767 |
| 0.4335 | 6.1452 | 762 | 0.5992 | 0.7318 | 0.5992 | 0.7741 |
| 0.4335 | 6.1613 | 764 | 0.6006 | 0.7208 | 0.6006 | 0.7750 |
| 0.4335 | 6.1774 | 766 | 0.6107 | 0.7259 | 0.6106 | 0.7814 |
| 0.4335 | 6.1935 | 768 | 0.6286 | 0.7314 | 0.6286 | 0.7928 |
| 0.4335 | 6.2097 | 770 | 0.6459 | 0.7263 | 0.6459 | 0.8037 |
| 0.4335 | 6.2258 | 772 | 0.6461 | 0.7200 | 0.6461 | 0.8038 |
| 0.4335 | 6.2419 | 774 | 0.6427 | 0.7169 | 0.6427 | 0.8017 |
| 0.4335 | 6.2581 | 776 | 0.6412 | 0.7199 | 0.6412 | 0.8008 |
| 0.4335 | 6.2742 | 778 | 0.6440 | 0.7223 | 0.6440 | 0.8025 |
| 0.4335 | 6.2903 | 780 | 0.6409 | 0.7258 | 0.6409 | 0.8005 |
| 0.4335 | 6.3065 | 782 | 0.6349 | 0.7267 | 0.6349 | 0.7968 |
| 0.4335 | 6.3226 | 784 | 0.6230 | 0.7206 | 0.6230 | 0.7893 |
| 0.4335 | 6.3387 | 786 | 0.6130 | 0.7083 | 0.6130 | 0.7829 |
| 0.4335 | 6.3548 | 788 | 0.6116 | 0.7136 | 0.6116 | 0.7821 |
| 0.4335 | 6.3710 | 790 | 0.6085 | 0.7113 | 0.6085 | 0.7801 |
| 0.4335 | 6.3871 | 792 | 0.6096 | 0.7202 | 0.6096 | 0.7808 |
| 0.4335 | 6.4032 | 794 | 0.6151 | 0.6976 | 0.6151 | 0.7843 |
| 0.4335 | 6.4194 | 796 | 0.6175 | 0.6912 | 0.6175 | 0.7858 |
| 0.4335 | 6.4355 | 798 | 0.6197 | 0.6912 | 0.6197 | 0.7872 |
| 0.4335 | 6.4516 | 800 | 0.6107 | 0.6912 | 0.6107 | 0.7815 |
| 0.4335 | 6.4677 | 802 | 0.6039 | 0.7133 | 0.6039 | 0.7771 |
| 0.4335 | 6.4839 | 804 | 0.6188 | 0.7147 | 0.6188 | 0.7866 |
| 0.4335 | 6.5 | 806 | 0.6447 | 0.7116 | 0.6447 | 0.8029 |
| 0.4335 | 6.5161 | 808 | 0.6508 | 0.7192 | 0.6508 | 0.8067 |
| 0.4335 | 6.5323 | 810 | 0.6343 | 0.7112 | 0.6343 | 0.7965 |
| 0.4335 | 6.5484 | 812 | 0.6052 | 0.7168 | 0.6052 | 0.7780 |
| 0.4335 | 6.5645 | 814 | 0.5971 | 0.7172 | 0.5971 | 0.7727 |
| 0.4335 | 6.5806 | 816 | 0.5965 | 0.7172 | 0.5965 | 0.7723 |
| 0.4335 | 6.5968 | 818 | 0.5998 | 0.7168 | 0.5998 | 0.7745 |
| 0.4335 | 6.6129 | 820 | 0.6101 | 0.7147 | 0.6101 | 0.7811 |
| 0.4335 | 6.6290 | 822 | 0.6346 | 0.7287 | 0.6346 | 0.7966 |
| 0.4335 | 6.6452 | 824 | 0.6402 | 0.7243 | 0.6402 | 0.8001 |
| 0.4335 | 6.6613 | 826 | 0.6343 | 0.7227 | 0.6343 | 0.7964 |
| 0.4335 | 6.6774 | 828 | 0.6327 | 0.7125 | 0.6327 | 0.7954 |
| 0.4335 | 6.6935 | 830 | 0.6307 | 0.7125 | 0.6307 | 0.7942 |
| 0.4335 | 6.7097 | 832 | 0.6217 | 0.7147 | 0.6217 | 0.7885 |
| 0.4335 | 6.7258 | 834 | 0.6054 | 0.7111 | 0.6054 | 0.7781 |
| 0.4335 | 6.7419 | 836 | 0.6065 | 0.7214 | 0.6065 | 0.7788 |
| 0.4335 | 6.7581 | 838 | 0.6111 | 0.7214 | 0.6111 | 0.7817 |
| 0.4335 | 6.7742 | 840 | 0.6091 | 0.7161 | 0.6091 | 0.7804 |
| 0.4335 | 6.7903 | 842 | 0.6017 | 0.7029 | 0.6017 | 0.7757 |
| 0.4335 | 6.8065 | 844 | 0.6008 | 0.7061 | 0.6008 | 0.7751 |
| 0.4335 | 6.8226 | 846 | 0.6045 | 0.7061 | 0.6045 | 0.7775 |
| 0.4335 | 6.8387 | 848 | 0.6028 | 0.7126 | 0.6028 | 0.7764 |
| 0.4335 | 6.8548 | 850 | 0.6001 | 0.7126 | 0.6001 | 0.7747 |
| 0.4335 | 6.8710 | 852 | 0.5956 | 0.7093 | 0.5956 | 0.7717 |
| 0.4335 | 6.8871 | 854 | 0.5954 | 0.7277 | 0.5954 | 0.7716 |
| 0.4335 | 6.9032 | 856 | 0.5940 | 0.7290 | 0.5940 | 0.7707 |
| 0.4335 | 6.9194 | 858 | 0.5918 | 0.7284 | 0.5918 | 0.7693 |
| 0.4335 | 6.9355 | 860 | 0.5933 | 0.7206 | 0.5933 | 0.7702 |
| 0.4335 | 6.9516 | 862 | 0.5988 | 0.7324 | 0.5988 | 0.7738 |
| 0.4335 | 6.9677 | 864 | 0.6185 | 0.7195 | 0.6185 | 0.7864 |
| 0.4335 | 6.9839 | 866 | 0.6428 | 0.7125 | 0.6428 | 0.8017 |
| 0.4335 | 7.0 | 868 | 0.6432 | 0.7065 | 0.6432 | 0.8020 |
| 0.4335 | 7.0161 | 870 | 0.6174 | 0.7164 | 0.6174 | 0.7857 |
| 0.4335 | 7.0323 | 872 | 0.5959 | 0.7136 | 0.5959 | 0.7719 |
| 0.4335 | 7.0484 | 874 | 0.5823 | 0.7322 | 0.5823 | 0.7631 |
| 0.4335 | 7.0645 | 876 | 0.5926 | 0.7221 | 0.5926 | 0.7698 |
| 0.4335 | 7.0806 | 878 | 0.5997 | 0.7315 | 0.5997 | 0.7744 |
| 0.4335 | 7.0968 | 880 | 0.5950 | 0.7192 | 0.5950 | 0.7713 |
| 0.4335 | 7.1129 | 882 | 0.5849 | 0.7349 | 0.5849 | 0.7648 |
| 0.4335 | 7.1290 | 884 | 0.5828 | 0.7304 | 0.5828 | 0.7634 |
| 0.4335 | 7.1452 | 886 | 0.5818 | 0.7264 | 0.5818 | 0.7627 |
| 0.4335 | 7.1613 | 888 | 0.5803 | 0.7271 | 0.5803 | 0.7618 |
| 0.4335 | 7.1774 | 890 | 0.5855 | 0.7181 | 0.5855 | 0.7651 |
| 0.4335 | 7.1935 | 892 | 0.5969 | 0.7088 | 0.5969 | 0.7726 |
| 0.4335 | 7.2097 | 894 | 0.6173 | 0.7222 | 0.6173 | 0.7857 |
| 0.4335 | 7.2258 | 896 | 0.6189 | 0.7113 | 0.6189 | 0.7867 |
| 0.4335 | 7.2419 | 898 | 0.6053 | 0.7073 | 0.6053 | 0.7780 |
| 0.4335 | 7.2581 | 900 | 0.5906 | 0.7334 | 0.5906 | 0.7685 |
| 0.4335 | 7.2742 | 902 | 0.5869 | 0.7322 | 0.5869 | 0.7661 |
| 0.4335 | 7.2903 | 904 | 0.5858 | 0.7362 | 0.5858 | 0.7654 |
| 0.4335 | 7.3065 | 906 | 0.5855 | 0.7362 | 0.5855 | 0.7652 |
| 0.4335 | 7.3226 | 908 | 0.5873 | 0.7322 | 0.5873 | 0.7664 |
| 0.4335 | 7.3387 | 910 | 0.5898 | 0.7222 | 0.5898 | 0.7680 |
| 0.4335 | 7.3548 | 912 | 0.5968 | 0.7334 | 0.5968 | 0.7725 |
| 0.4335 | 7.3710 | 914 | 0.5998 | 0.7273 | 0.5998 | 0.7744 |
| 0.4335 | 7.3871 | 916 | 0.5967 | 0.7273 | 0.5967 | 0.7724 |
| 0.4335 | 7.4032 | 918 | 0.6018 | 0.7136 | 0.6018 | 0.7757 |
| 0.4335 | 7.4194 | 920 | 0.5978 | 0.7136 | 0.5978 | 0.7732 |
| 0.4335 | 7.4355 | 922 | 0.5897 | 0.7245 | 0.5897 | 0.7679 |
| 0.4335 | 7.4516 | 924 | 0.5855 | 0.7310 | 0.5855 | 0.7652 |
| 0.4335 | 7.4677 | 926 | 0.5847 | 0.7154 | 0.5847 | 0.7646 |
| 0.4335 | 7.4839 | 928 | 0.5908 | 0.6968 | 0.5908 | 0.7687 |
| 0.4335 | 7.5 | 930 | 0.5980 | 0.7033 | 0.5980 | 0.7733 |
| 0.4335 | 7.5161 | 932 | 0.5962 | 0.7040 | 0.5962 | 0.7721 |
| 0.4335 | 7.5323 | 934 | 0.5905 | 0.7040 | 0.5905 | 0.7684 |
| 0.4335 | 7.5484 | 936 | 0.5914 | 0.7161 | 0.5914 | 0.7690 |
| 0.4335 | 7.5645 | 938 | 0.5962 | 0.7144 | 0.5962 | 0.7721 |
| 0.4335 | 7.5806 | 940 | 0.6086 | 0.7142 | 0.6086 | 0.7801 |
| 0.4335 | 7.5968 | 942 | 0.6265 | 0.7260 | 0.6265 | 0.7915 |
| 0.4335 | 7.6129 | 944 | 0.6351 | 0.7113 | 0.6351 | 0.7969 |
| 0.4335 | 7.6290 | 946 | 0.6475 | 0.7015 | 0.6475 | 0.8046 |
| 0.4335 | 7.6452 | 948 | 0.6446 | 0.7015 | 0.6446 | 0.8029 |
| 0.4335 | 7.6613 | 950 | 0.6244 | 0.7120 | 0.6244 | 0.7902 |
| 0.4335 | 7.6774 | 952 | 0.6034 | 0.7384 | 0.6034 | 0.7768 |
| 0.4335 | 7.6935 | 954 | 0.6004 | 0.7110 | 0.6004 | 0.7749 |
| 0.4335 | 7.7097 | 956 | 0.6105 | 0.7132 | 0.6105 | 0.7814 |
| 0.4335 | 7.7258 | 958 | 0.6115 | 0.7132 | 0.6115 | 0.7820 |
| 0.4335 | 7.7419 | 960 | 0.6037 | 0.7080 | 0.6037 | 0.7770 |
| 0.4335 | 7.7581 | 962 | 0.6025 | 0.7078 | 0.6025 | 0.7762 |
| 0.4335 | 7.7742 | 964 | 0.6101 | 0.7318 | 0.6101 | 0.7811 |
| 0.4335 | 7.7903 | 966 | 0.6207 | 0.7128 | 0.6207 | 0.7879 |
| 0.4335 | 7.8065 | 968 | 0.6316 | 0.6977 | 0.6316 | 0.7947 |
| 0.4335 | 7.8226 | 970 | 0.6277 | 0.6990 | 0.6277 | 0.7923 |
| 0.4335 | 7.8387 | 972 | 0.6150 | 0.7142 | 0.6150 | 0.7842 |
| 0.4335 | 7.8548 | 974 | 0.6026 | 0.7334 | 0.6026 | 0.7762 |
| 0.4335 | 7.8710 | 976 | 0.5977 | 0.7152 | 0.5977 | 0.7731 |
| 0.4335 | 7.8871 | 978 | 0.5929 | 0.7118 | 0.5929 | 0.7700 |
| 0.4335 | 7.9032 | 980 | 0.5975 | 0.7192 | 0.5975 | 0.7730 |
| 0.4335 | 7.9194 | 982 | 0.6073 | 0.7125 | 0.6073 | 0.7793 |
| 0.4335 | 7.9355 | 984 | 0.6114 | 0.7158 | 0.6114 | 0.7819 |
| 0.4335 | 7.9516 | 986 | 0.6124 | 0.7203 | 0.6124 | 0.7825 |
| 0.4335 | 7.9677 | 988 | 0.6174 | 0.7187 | 0.6174 | 0.7857 |
| 0.4335 | 7.9839 | 990 | 0.6185 | 0.7187 | 0.6185 | 0.7865 |
| 0.4335 | 8.0 | 992 | 0.6184 | 0.7232 | 0.6184 | 0.7864 |
| 0.4335 | 8.0161 | 994 | 0.6187 | 0.7135 | 0.6187 | 0.7866 |
| 0.4335 | 8.0323 | 996 | 0.6262 | 0.7256 | 0.6262 | 0.7913 |
| 0.4335 | 8.0484 | 998 | 0.6304 | 0.7256 | 0.6304 | 0.7940 |
| 0.0739 | 8.0645 | 1000 | 0.6235 | 0.7202 | 0.6235 | 0.7896 |
| 0.0739 | 8.0806 | 1002 | 0.6218 | 0.7202 | 0.6218 | 0.7886 |
| 0.0739 | 8.0968 | 1004 | 0.6218 | 0.7202 | 0.6218 | 0.7886 |
| 0.0739 | 8.1129 | 1006 | 0.6243 | 0.7202 | 0.6243 | 0.7901 |
| 0.0739 | 8.1290 | 1008 | 0.6293 | 0.7202 | 0.6293 | 0.7933 |
| 0.0739 | 8.1452 | 1010 | 0.6308 | 0.7091 | 0.6308 | 0.7942 |
| 0.0739 | 8.1613 | 1012 | 0.6307 | 0.7091 | 0.6307 | 0.7942 |
| 0.0739 | 8.1774 | 1014 | 0.6211 | 0.7135 | 0.6211 | 0.7881 |
| 0.0739 | 8.1935 | 1016 | 0.6186 | 0.7149 | 0.6186 | 0.7865 |
| 0.0739 | 8.2097 | 1018 | 0.6151 | 0.7247 | 0.6151 | 0.7843 |
| 0.0739 | 8.2258 | 1020 | 0.6112 | 0.7247 | 0.6112 | 0.7818 |
| 0.0739 | 8.2419 | 1022 | 0.6080 | 0.7247 | 0.6080 | 0.7797 |
| 0.0739 | 8.2581 | 1024 | 0.6048 | 0.7185 | 0.6048 | 0.7777 |
| 0.0739 | 8.2742 | 1026 | 0.5982 | 0.7166 | 0.5982 | 0.7735 |
| 0.0739 | 8.2903 | 1028 | 0.5941 | 0.7166 | 0.5941 | 0.7708 |
| 0.0739 | 8.3065 | 1030 | 0.5927 | 0.7391 | 0.5927 | 0.7699 |
| 0.0739 | 8.3226 | 1032 | 0.5925 | 0.7327 | 0.5925 | 0.7698 |
| 0.0739 | 8.3387 | 1034 | 0.5926 | 0.7262 | 0.5926 | 0.7698 |
| 0.0739 | 8.3548 | 1036 | 0.5913 | 0.7256 | 0.5913 | 0.7690 |
| 0.0739 | 8.3710 | 1038 | 0.5909 | 0.7274 | 0.5909 | 0.7687 |
| 0.0739 | 8.3871 | 1040 | 0.5909 | 0.7141 | 0.5909 | 0.7687 |
| 0.0739 | 8.4032 | 1042 | 0.5935 | 0.7094 | 0.5935 | 0.7704 |
| 0.0739 | 8.4194 | 1044 | 0.5957 | 0.7094 | 0.5957 | 0.7718 |
| 0.0739 | 8.4355 | 1046 | 0.5954 | 0.7094 | 0.5954 | 0.7716 |
| 0.0739 | 8.4516 | 1048 | 0.5939 | 0.7141 | 0.5939 | 0.7707 |
| 0.0739 | 8.4677 | 1050 | 0.5942 | 0.7141 | 0.5942 | 0.7709 |
| 0.0739 | 8.4839 | 1052 | 0.5926 | 0.7212 | 0.5926 | 0.7698 |
| 0.0739 | 8.5 | 1054 | 0.5910 | 0.7212 | 0.5910 | 0.7688 |
| 0.0739 | 8.5161 | 1056 | 0.5913 | 0.7154 | 0.5913 | 0.7690 |
| 0.0739 | 8.5323 | 1058 | 0.5918 | 0.7154 | 0.5918 | 0.7693 |
| 0.0739 | 8.5484 | 1060 | 0.5913 | 0.7154 | 0.5913 | 0.7689 |
| 0.0739 | 8.5645 | 1062 | 0.5909 | 0.7154 | 0.5909 | 0.7687 |
| 0.0739 | 8.5806 | 1064 | 0.5915 | 0.7176 | 0.5915 | 0.7691 |
| 0.0739 | 8.5968 | 1066 | 0.5924 | 0.7154 | 0.5924 | 0.7697 |
| 0.0739 | 8.6129 | 1068 | 0.5930 | 0.7154 | 0.5930 | 0.7701 |
| 0.0739 | 8.6290 | 1070 | 0.5938 | 0.7154 | 0.5938 | 0.7706 |
| 0.0739 | 8.6452 | 1072 | 0.5949 | 0.7075 | 0.5949 | 0.7713 |
| 0.0739 | 8.6613 | 1074 | 0.5948 | 0.7075 | 0.5948 | 0.7712 |
| 0.0739 | 8.6774 | 1076 | 0.5932 | 0.7154 | 0.5932 | 0.7702 |
| 0.0739 | 8.6935 | 1078 | 0.5930 | 0.7108 | 0.5930 | 0.7701 |
| 0.0739 | 8.7097 | 1080 | 0.5982 | 0.7119 | 0.5982 | 0.7735 |
| 0.0739 | 8.7258 | 1082 | 0.6071 | 0.7024 | 0.6071 | 0.7791 |
| 0.0739 | 8.7419 | 1084 | 0.6118 | 0.7038 | 0.6118 | 0.7822 |
| 0.0739 | 8.7581 | 1086 | 0.6156 | 0.7038 | 0.6156 | 0.7846 |
| 0.0739 | 8.7742 | 1088 | 0.6245 | 0.7103 | 0.6245 | 0.7903 |
| 0.0739 | 8.7903 | 1090 | 0.6250 | 0.7103 | 0.6250 | 0.7906 |
| 0.0739 | 8.8065 | 1092 | 0.6204 | 0.7088 | 0.6204 | 0.7877 |
| 0.0739 | 8.8226 | 1094 | 0.6145 | 0.7088 | 0.6145 | 0.7839 |
| 0.0739 | 8.8387 | 1096 | 0.6103 | 0.7095 | 0.6103 | 0.7812 |
| 0.0739 | 8.8548 | 1098 | 0.6112 | 0.7095 | 0.6112 | 0.7818 |
| 0.0739 | 8.8710 | 1100 | 0.6094 | 0.7081 | 0.6094 | 0.7806 |
| 0.0739 | 8.8871 | 1102 | 0.6052 | 0.7125 | 0.6052 | 0.7779 |
| 0.0739 | 8.9032 | 1104 | 0.6010 | 0.7192 | 0.6010 | 0.7752 |
| 0.0739 | 8.9194 | 1106 | 0.5979 | 0.7150 | 0.5979 | 0.7732 |
| 0.0739 | 8.9355 | 1108 | 0.5940 | 0.7150 | 0.5940 | 0.7707 |
| 0.0739 | 8.9516 | 1110 | 0.5925 | 0.7172 | 0.5925 | 0.7698 |
| 0.0739 | 8.9677 | 1112 | 0.5917 | 0.7108 | 0.5917 | 0.7692 |
| 0.0739 | 8.9839 | 1114 | 0.5924 | 0.7172 | 0.5924 | 0.7697 |
| 0.0739 | 9.0 | 1116 | 0.5937 | 0.7150 | 0.5937 | 0.7706 |
| 0.0739 | 9.0161 | 1118 | 0.5936 | 0.7150 | 0.5936 | 0.7704 |
| 0.0739 | 9.0323 | 1120 | 0.5935 | 0.7150 | 0.5935 | 0.7704 |
| 0.0739 | 9.0484 | 1122 | 0.5933 | 0.7150 | 0.5933 | 0.7703 |
| 0.0739 | 9.0645 | 1124 | 0.5934 | 0.7150 | 0.5934 | 0.7703 |
| 0.0739 | 9.0806 | 1126 | 0.5943 | 0.7150 | 0.5943 | 0.7709 |
| 0.0739 | 9.0968 | 1128 | 0.5958 | 0.7150 | 0.5958 | 0.7719 |
| 0.0739 | 9.1129 | 1130 | 0.5981 | 0.7083 | 0.5981 | 0.7734 |
| 0.0739 | 9.1290 | 1132 | 0.5990 | 0.7147 | 0.5990 | 0.7739 |
| 0.0739 | 9.1452 | 1134 | 0.5973 | 0.7105 | 0.5973 | 0.7729 |
| 0.0739 | 9.1613 | 1136 | 0.5952 | 0.7150 | 0.5952 | 0.7715 |
| 0.0739 | 9.1774 | 1138 | 0.5950 | 0.7196 | 0.5950 | 0.7714 |
| 0.0739 | 9.1935 | 1140 | 0.5951 | 0.7196 | 0.5951 | 0.7714 |
| 0.0739 | 9.2097 | 1142 | 0.5947 | 0.7218 | 0.5947 | 0.7712 |
| 0.0739 | 9.2258 | 1144 | 0.5945 | 0.7154 | 0.5945 | 0.7710 |
| 0.0739 | 9.2419 | 1146 | 0.5947 | 0.7161 | 0.5947 | 0.7712 |
| 0.0739 | 9.2581 | 1148 | 0.5953 | 0.7161 | 0.5953 | 0.7716 |
| 0.0739 | 9.2742 | 1150 | 0.5962 | 0.7161 | 0.5962 | 0.7722 |
| 0.0739 | 9.2903 | 1152 | 0.5961 | 0.7161 | 0.5961 | 0.7721 |
| 0.0739 | 9.3065 | 1154 | 0.5958 | 0.7161 | 0.5958 | 0.7719 |
| 0.0739 | 9.3226 | 1156 | 0.5955 | 0.7176 | 0.5955 | 0.7717 |
| 0.0739 | 9.3387 | 1158 | 0.5955 | 0.7130 | 0.5955 | 0.7717 |
| 0.0739 | 9.3548 | 1160 | 0.5977 | 0.7150 | 0.5977 | 0.7731 |
| 0.0739 | 9.3710 | 1162 | 0.6007 | 0.7105 | 0.6007 | 0.7751 |
| 0.0739 | 9.3871 | 1164 | 0.6041 | 0.7105 | 0.6041 | 0.7772 |
| 0.0739 | 9.4032 | 1166 | 0.6088 | 0.7083 | 0.6088 | 0.7802 |
| 0.0739 | 9.4194 | 1168 | 0.6132 | 0.7101 | 0.6132 | 0.7831 |
| 0.0739 | 9.4355 | 1170 | 0.6163 | 0.7081 | 0.6163 | 0.7851 |
| 0.0739 | 9.4516 | 1172 | 0.6169 | 0.7081 | 0.6169 | 0.7854 |
| 0.0739 | 9.4677 | 1174 | 0.6148 | 0.7101 | 0.6148 | 0.7841 |
| 0.0739 | 9.4839 | 1176 | 0.6128 | 0.7101 | 0.6128 | 0.7828 |
| 0.0739 | 9.5 | 1178 | 0.6090 | 0.7105 | 0.6090 | 0.7804 |
| 0.0739 | 9.5161 | 1180 | 0.6046 | 0.7105 | 0.6046 | 0.7776 |
| 0.0739 | 9.5323 | 1182 | 0.6014 | 0.7105 | 0.6014 | 0.7755 |
| 0.0739 | 9.5484 | 1184 | 0.6001 | 0.7108 | 0.6001 | 0.7747 |
| 0.0739 | 9.5645 | 1186 | 0.6000 | 0.7108 | 0.6000 | 0.7746 |
| 0.0739 | 9.5806 | 1188 | 0.6001 | 0.7161 | 0.6001 | 0.7747 |
| 0.0739 | 9.5968 | 1190 | 0.6006 | 0.7161 | 0.6006 | 0.7750 |
| 0.0739 | 9.6129 | 1192 | 0.6010 | 0.7161 | 0.6010 | 0.7752 |
| 0.0739 | 9.6290 | 1194 | 0.6015 | 0.7231 | 0.6015 | 0.7756 |
| 0.0739 | 9.6452 | 1196 | 0.6022 | 0.7131 | 0.6022 | 0.7760 |
| 0.0739 | 9.6613 | 1198 | 0.6025 | 0.7131 | 0.6025 | 0.7762 |
| 0.0739 | 9.6774 | 1200 | 0.6025 | 0.7131 | 0.6025 | 0.7762 |
| 0.0739 | 9.6935 | 1202 | 0.6025 | 0.7131 | 0.6025 | 0.7762 |
| 0.0739 | 9.7097 | 1204 | 0.6020 | 0.7110 | 0.6020 | 0.7759 |
| 0.0739 | 9.7258 | 1206 | 0.6018 | 0.7040 | 0.6018 | 0.7757 |
| 0.0739 | 9.7419 | 1208 | 0.6016 | 0.7040 | 0.6016 | 0.7757 |
| 0.0739 | 9.7581 | 1210 | 0.6015 | 0.7040 | 0.6015 | 0.7755 |
| 0.0739 | 9.7742 | 1212 | 0.6014 | 0.7040 | 0.6014 | 0.7755 |
| 0.0739 | 9.7903 | 1214 | 0.6017 | 0.7040 | 0.6017 | 0.7757 |
| 0.0739 | 9.8065 | 1216 | 0.6020 | 0.7157 | 0.6020 | 0.7759 |
| 0.0739 | 9.8226 | 1218 | 0.6023 | 0.7136 | 0.6023 | 0.7761 |
| 0.0739 | 9.8387 | 1220 | 0.6031 | 0.7150 | 0.6031 | 0.7766 |
| 0.0739 | 9.8548 | 1222 | 0.6039 | 0.7105 | 0.6039 | 0.7771 |
| 0.0739 | 9.8710 | 1224 | 0.6044 | 0.7105 | 0.6044 | 0.7774 |
| 0.0739 | 9.8871 | 1226 | 0.6048 | 0.7105 | 0.6048 | 0.7777 |
| 0.0739 | 9.9032 | 1228 | 0.6051 | 0.7105 | 0.6051 | 0.7779 |
| 0.0739 | 9.9194 | 1230 | 0.6054 | 0.7105 | 0.6054 | 0.7780 |
| 0.0739 | 9.9355 | 1232 | 0.6054 | 0.7105 | 0.6054 | 0.7781 |
| 0.0739 | 9.9516 | 1234 | 0.6053 | 0.7105 | 0.6053 | 0.7780 |
| 0.0739 | 9.9677 | 1236 | 0.6053 | 0.7105 | 0.6053 | 0.7780 |
| 0.0739 | 9.9839 | 1238 | 0.6052 | 0.7105 | 0.6052 | 0.7780 |
| 0.0739 | 10.0 | 1240 | 0.6052 | 0.7105 | 0.6052 | 0.7779 |
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_run3_AugV5_k20_task1_organization
Base model
aubmindlab/bert-base-arabertv02