Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_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_run2_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_run2_AugV5_k20_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k20_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k20_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run2_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: 0.5884
- Qwk: 0.7194
- Mse: 0.5884
- Rmse: 0.7671
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 | 0.8381 |
| No log | 0.5806 | 72 | 0.7336 | 0.5824 | 0.7336 | 0.8565 |
| No log | 0.5968 | 74 | 0.9504 | 0.5578 | 0.9504 | 0.9749 |
| No log | 0.6129 | 76 | 1.2776 | 0.4460 | 1.2776 | 1.1303 |
| No log | 0.6290 | 78 | 1.7395 | 0.3709 | 1.7395 | 1.3189 |
| No log | 0.6452 | 80 | 1.7776 | 0.3654 | 1.7776 | 1.3333 |
| No log | 0.6613 | 82 | 1.3151 | 0.4480 | 1.3151 | 1.1468 |
| No log | 0.6774 | 84 | 0.9572 | 0.5589 | 0.9572 | 0.9784 |
| No log | 0.6935 | 86 | 0.7116 | 0.6122 | 0.7116 | 0.8436 |
| No log | 0.7097 | 88 | 0.6566 | 0.5990 | 0.6566 | 0.8103 |
| No log | 0.7258 | 90 | 0.7560 | 0.6029 | 0.7560 | 0.8695 |
| No log | 0.7419 | 92 | 1.0943 | 0.5100 | 1.0943 | 1.0461 |
| No log | 0.7581 | 94 | 0.9910 | 0.5535 | 0.9910 | 0.9955 |
| No log | 0.7742 | 96 | 0.8956 | 0.5942 | 0.8956 | 0.9463 |
| No log | 0.7903 | 98 | 0.6798 | 0.5982 | 0.6798 | 0.8245 |
| No log | 0.8065 | 100 | 0.6308 | 0.6443 | 0.6308 | 0.7942 |
| No log | 0.8226 | 102 | 0.6307 | 0.6389 | 0.6307 | 0.7942 |
| No log | 0.8387 | 104 | 0.7452 | 0.6667 | 0.7452 | 0.8633 |
| No log | 0.8548 | 106 | 0.8119 | 0.6461 | 0.8119 | 0.9010 |
| No log | 0.8710 | 108 | 0.7373 | 0.7133 | 0.7373 | 0.8587 |
| No log | 0.8871 | 110 | 0.6273 | 0.6959 | 0.6273 | 0.7920 |
| No log | 0.9032 | 112 | 0.6449 | 0.7069 | 0.6449 | 0.8030 |
| No log | 0.9194 | 114 | 0.8590 | 0.6407 | 0.8590 | 0.9268 |
| No log | 0.9355 | 116 | 1.0075 | 0.6242 | 1.0075 | 1.0037 |
| No log | 0.9516 | 118 | 1.0149 | 0.6275 | 1.0149 | 1.0074 |
| No log | 0.9677 | 120 | 0.9387 | 0.6360 | 0.9387 | 0.9688 |
| No log | 0.9839 | 122 | 0.7488 | 0.7098 | 0.7488 | 0.8654 |
| No log | 1.0 | 124 | 0.6256 | 0.7099 | 0.6256 | 0.7910 |
| No log | 1.0161 | 126 | 0.6920 | 0.7115 | 0.6920 | 0.8318 |
| No log | 1.0323 | 128 | 1.1716 | 0.4926 | 1.1716 | 1.0824 |
| No log | 1.0484 | 130 | 1.6462 | 0.4099 | 1.6462 | 1.2831 |
| No log | 1.0645 | 132 | 1.6221 | 0.3926 | 1.6221 | 1.2736 |
| No log | 1.0806 | 134 | 1.0863 | 0.4911 | 1.0863 | 1.0423 |
| No log | 1.0968 | 136 | 0.8550 | 0.5946 | 0.8550 | 0.9246 |
| No log | 1.1129 | 138 | 0.8487 | 0.625 | 0.8487 | 0.9212 |
| No log | 1.1290 | 140 | 1.1777 | 0.5105 | 1.1777 | 1.0852 |
| No log | 1.1452 | 142 | 1.3968 | 0.4771 | 1.3968 | 1.1818 |
| No log | 1.1613 | 144 | 1.3912 | 0.4912 | 1.3912 | 1.1795 |
| No log | 1.1774 | 146 | 1.0212 | 0.5787 | 1.0212 | 1.0105 |
| No log | 1.1935 | 148 | 0.7094 | 0.6698 | 0.7094 | 0.8423 |
| No log | 1.2097 | 150 | 0.6540 | 0.7024 | 0.6540 | 0.8087 |
| No log | 1.2258 | 152 | 0.6340 | 0.7012 | 0.6340 | 0.7963 |
| No log | 1.2419 | 154 | 0.6776 | 0.7021 | 0.6776 | 0.8232 |
| No log | 1.2581 | 156 | 0.8164 | 0.6644 | 0.8164 | 0.9036 |
| No log | 1.2742 | 158 | 0.9167 | 0.5923 | 0.9167 | 0.9574 |
| No log | 1.2903 | 160 | 1.0887 | 0.5571 | 1.0887 | 1.0434 |
| No log | 1.3065 | 162 | 0.9723 | 0.5718 | 0.9723 | 0.9861 |
| No log | 1.3226 | 164 | 0.9590 | 0.5876 | 0.9590 | 0.9793 |
| No log | 1.3387 | 166 | 0.8796 | 0.5942 | 0.8796 | 0.9378 |
| No log | 1.3548 | 168 | 0.6960 | 0.6930 | 0.6960 | 0.8343 |
| No log | 1.3710 | 170 | 0.6791 | 0.7339 | 0.6791 | 0.8241 |
| No log | 1.3871 | 172 | 0.6994 | 0.7156 | 0.6994 | 0.8363 |
| No log | 1.4032 | 174 | 0.6455 | 0.7502 | 0.6455 | 0.8035 |
| No log | 1.4194 | 176 | 0.6685 | 0.6980 | 0.6685 | 0.8176 |
| No log | 1.4355 | 178 | 0.6756 | 0.7081 | 0.6756 | 0.8219 |
| No log | 1.4516 | 180 | 0.6933 | 0.7129 | 0.6933 | 0.8326 |
| No log | 1.4677 | 182 | 0.7538 | 0.7137 | 0.7538 | 0.8682 |
| No log | 1.4839 | 184 | 0.8472 | 0.6669 | 0.8472 | 0.9204 |
| No log | 1.5 | 186 | 0.7801 | 0.6950 | 0.7801 | 0.8833 |
| No log | 1.5161 | 188 | 0.6403 | 0.7092 | 0.6403 | 0.8002 |
| No log | 1.5323 | 190 | 0.6152 | 0.7349 | 0.6152 | 0.7844 |
| No log | 1.5484 | 192 | 0.5957 | 0.7521 | 0.5957 | 0.7718 |
| No log | 1.5645 | 194 | 0.6411 | 0.7147 | 0.6411 | 0.8007 |
| No log | 1.5806 | 196 | 0.8745 | 0.6420 | 0.8745 | 0.9352 |
| No log | 1.5968 | 198 | 0.9555 | 0.6413 | 0.9555 | 0.9775 |
| No log | 1.6129 | 200 | 0.7316 | 0.6672 | 0.7316 | 0.8554 |
| No log | 1.6290 | 202 | 0.6145 | 0.7443 | 0.6145 | 0.7839 |
| No log | 1.6452 | 204 | 0.6423 | 0.7339 | 0.6423 | 0.8014 |
| No log | 1.6613 | 206 | 0.7458 | 0.6791 | 0.7458 | 0.8636 |
| No log | 1.6774 | 208 | 0.8914 | 0.6597 | 0.8914 | 0.9441 |
| No log | 1.6935 | 210 | 0.8265 | 0.6669 | 0.8265 | 0.9091 |
| No log | 1.7097 | 212 | 0.8695 | 0.6328 | 0.8695 | 0.9324 |
| No log | 1.7258 | 214 | 0.7663 | 0.6554 | 0.7663 | 0.8754 |
| No log | 1.7419 | 216 | 0.7033 | 0.7089 | 0.7033 | 0.8386 |
| No log | 1.7581 | 218 | 0.7674 | 0.6672 | 0.7674 | 0.8760 |
| No log | 1.7742 | 220 | 0.8219 | 0.6185 | 0.8219 | 0.9066 |
| No log | 1.7903 | 222 | 1.0429 | 0.5606 | 1.0429 | 1.0212 |
| No log | 1.8065 | 224 | 1.0118 | 0.5597 | 1.0118 | 1.0059 |
| No log | 1.8226 | 226 | 1.1708 | 0.5354 | 1.1708 | 1.0820 |
| No log | 1.8387 | 228 | 1.0621 | 0.5478 | 1.0621 | 1.0306 |
| No log | 1.8548 | 230 | 0.8492 | 0.6042 | 0.8492 | 0.9215 |
| No log | 1.8710 | 232 | 0.7415 | 0.6697 | 0.7415 | 0.8611 |
| No log | 1.8871 | 234 | 0.7227 | 0.7067 | 0.7227 | 0.8501 |
| No log | 1.9032 | 236 | 0.7194 | 0.7096 | 0.7194 | 0.8482 |
| No log | 1.9194 | 238 | 0.6726 | 0.7180 | 0.6726 | 0.8201 |
| No log | 1.9355 | 240 | 0.6296 | 0.6960 | 0.6296 | 0.7935 |
| No log | 1.9516 | 242 | 0.6322 | 0.7044 | 0.6322 | 0.7951 |
| No log | 1.9677 | 244 | 0.6338 | 0.7013 | 0.6338 | 0.7961 |
| No log | 1.9839 | 246 | 0.6302 | 0.7010 | 0.6302 | 0.7939 |
| No log | 2.0 | 248 | 0.6408 | 0.6791 | 0.6408 | 0.8005 |
| No log | 2.0161 | 250 | 0.6717 | 0.6644 | 0.6717 | 0.8196 |
| No log | 2.0323 | 252 | 0.7015 | 0.6705 | 0.7015 | 0.8376 |
| No log | 2.0484 | 254 | 0.7649 | 0.6270 | 0.7649 | 0.8746 |
| No log | 2.0645 | 256 | 0.7650 | 0.6270 | 0.7650 | 0.8747 |
| No log | 2.0806 | 258 | 0.6777 | 0.6701 | 0.6777 | 0.8232 |
| No log | 2.0968 | 260 | 0.6131 | 0.6821 | 0.6131 | 0.7830 |
| No log | 2.1129 | 262 | 0.6069 | 0.6982 | 0.6069 | 0.7790 |
| No log | 2.1290 | 264 | 0.6407 | 0.6728 | 0.6407 | 0.8004 |
| No log | 2.1452 | 266 | 0.7657 | 0.6736 | 0.7657 | 0.8751 |
| No log | 2.1613 | 268 | 0.7147 | 0.6721 | 0.7147 | 0.8454 |
| No log | 2.1774 | 270 | 0.5978 | 0.7279 | 0.5978 | 0.7732 |
| No log | 2.1935 | 272 | 0.6179 | 0.6951 | 0.6179 | 0.7860 |
| No log | 2.2097 | 274 | 0.6209 | 0.6912 | 0.6209 | 0.7880 |
| No log | 2.2258 | 276 | 0.6021 | 0.7120 | 0.6021 | 0.7760 |
| No log | 2.2419 | 278 | 0.6574 | 0.7392 | 0.6574 | 0.8108 |
| No log | 2.2581 | 280 | 0.6649 | 0.7178 | 0.6649 | 0.8154 |
| No log | 2.2742 | 282 | 0.6309 | 0.7214 | 0.6309 | 0.7943 |
| No log | 2.2903 | 284 | 0.6574 | 0.7135 | 0.6574 | 0.8108 |
| No log | 2.3065 | 286 | 0.6682 | 0.7101 | 0.6682 | 0.8174 |
| No log | 2.3226 | 288 | 0.7460 | 0.6719 | 0.7460 | 0.8637 |
| No log | 2.3387 | 290 | 0.8820 | 0.5948 | 0.8820 | 0.9391 |
| No log | 2.3548 | 292 | 0.8021 | 0.6263 | 0.8021 | 0.8956 |
| No log | 2.3710 | 294 | 0.7079 | 0.6624 | 0.7079 | 0.8414 |
| No log | 2.3871 | 296 | 0.7493 | 0.6275 | 0.7493 | 0.8656 |
| No log | 2.4032 | 298 | 0.7993 | 0.6239 | 0.7993 | 0.8940 |
| No log | 2.4194 | 300 | 0.8600 | 0.5980 | 0.8600 | 0.9274 |
| No log | 2.4355 | 302 | 0.7502 | 0.6876 | 0.7502 | 0.8661 |
| No log | 2.4516 | 304 | 0.6433 | 0.7055 | 0.6433 | 0.8020 |
| No log | 2.4677 | 306 | 0.6319 | 0.7076 | 0.6319 | 0.7949 |
| No log | 2.4839 | 308 | 0.6565 | 0.6986 | 0.6565 | 0.8103 |
| No log | 2.5 | 310 | 0.6409 | 0.7236 | 0.6409 | 0.8006 |
| No log | 2.5161 | 312 | 0.6301 | 0.7280 | 0.6301 | 0.7938 |
| No log | 2.5323 | 314 | 0.6380 | 0.7420 | 0.6380 | 0.7987 |
| No log | 2.5484 | 316 | 0.7064 | 0.7325 | 0.7064 | 0.8405 |
| No log | 2.5645 | 318 | 0.8625 | 0.6493 | 0.8625 | 0.9287 |
| No log | 2.5806 | 320 | 0.8644 | 0.6269 | 0.8644 | 0.9297 |
| No log | 2.5968 | 322 | 0.7090 | 0.7174 | 0.7090 | 0.8420 |
| No log | 2.6129 | 324 | 0.6091 | 0.7172 | 0.6091 | 0.7804 |
| No log | 2.6290 | 326 | 0.5760 | 0.7464 | 0.5760 | 0.7589 |
| No log | 2.6452 | 328 | 0.5830 | 0.7370 | 0.5830 | 0.7636 |
| No log | 2.6613 | 330 | 0.5943 | 0.7314 | 0.5943 | 0.7709 |
| No log | 2.6774 | 332 | 0.6535 | 0.7233 | 0.6535 | 0.8084 |
| No log | 2.6935 | 334 | 0.7149 | 0.6957 | 0.7149 | 0.8455 |
| No log | 2.7097 | 336 | 0.6752 | 0.7162 | 0.6752 | 0.8217 |
| No log | 2.7258 | 338 | 0.5975 | 0.7364 | 0.5975 | 0.7730 |
| No log | 2.7419 | 340 | 0.5855 | 0.7227 | 0.5855 | 0.7652 |
| No log | 2.7581 | 342 | 0.6630 | 0.7143 | 0.6630 | 0.8142 |
| No log | 2.7742 | 344 | 0.6378 | 0.7181 | 0.6378 | 0.7987 |
| No log | 2.7903 | 346 | 0.5773 | 0.7312 | 0.5773 | 0.7598 |
| No log | 2.8065 | 348 | 0.6234 | 0.7235 | 0.6234 | 0.7895 |
| No log | 2.8226 | 350 | 0.6951 | 0.7082 | 0.6951 | 0.8337 |
| No log | 2.8387 | 352 | 0.6803 | 0.7201 | 0.6803 | 0.8248 |
| No log | 2.8548 | 354 | 0.6022 | 0.6875 | 0.6022 | 0.7760 |
| No log | 2.8710 | 356 | 0.6121 | 0.7152 | 0.6121 | 0.7823 |
| No log | 2.8871 | 358 | 0.6315 | 0.7222 | 0.6315 | 0.7947 |
| No log | 2.9032 | 360 | 0.6219 | 0.7084 | 0.6219 | 0.7886 |
| No log | 2.9194 | 362 | 0.5911 | 0.7062 | 0.5911 | 0.7689 |
| No log | 2.9355 | 364 | 0.6579 | 0.7152 | 0.6579 | 0.8111 |
| No log | 2.9516 | 366 | 0.6734 | 0.7152 | 0.6734 | 0.8206 |
| No log | 2.9677 | 368 | 0.6268 | 0.7462 | 0.6268 | 0.7917 |
| No log | 2.9839 | 370 | 0.5945 | 0.7100 | 0.5945 | 0.7710 |
| No log | 3.0 | 372 | 0.6027 | 0.6953 | 0.6027 | 0.7763 |
| No log | 3.0161 | 374 | 0.6028 | 0.6990 | 0.6028 | 0.7764 |
| No log | 3.0323 | 376 | 0.6025 | 0.6986 | 0.6025 | 0.7762 |
| No log | 3.0484 | 378 | 0.6308 | 0.7036 | 0.6308 | 0.7942 |
| No log | 3.0645 | 380 | 0.6722 | 0.6876 | 0.6722 | 0.8199 |
| No log | 3.0806 | 382 | 0.6889 | 0.6650 | 0.6889 | 0.8300 |
| No log | 3.0968 | 384 | 0.6528 | 0.6590 | 0.6528 | 0.8079 |
| No log | 3.1129 | 386 | 0.6177 | 0.6632 | 0.6177 | 0.7859 |
| No log | 3.1290 | 388 | 0.5965 | 0.6808 | 0.5965 | 0.7723 |
| No log | 3.1452 | 390 | 0.6275 | 0.7418 | 0.6275 | 0.7921 |
| No log | 3.1613 | 392 | 0.6764 | 0.7307 | 0.6764 | 0.8224 |
| No log | 3.1774 | 394 | 0.7287 | 0.7167 | 0.7287 | 0.8537 |
| No log | 3.1935 | 396 | 0.6659 | 0.6980 | 0.6659 | 0.8160 |
| No log | 3.2097 | 398 | 0.6512 | 0.6980 | 0.6512 | 0.8070 |
| No log | 3.2258 | 400 | 0.6678 | 0.6973 | 0.6678 | 0.8172 |
| No log | 3.2419 | 402 | 0.6558 | 0.7156 | 0.6558 | 0.8098 |
| No log | 3.2581 | 404 | 0.5906 | 0.7083 | 0.5906 | 0.7685 |
| No log | 3.2742 | 406 | 0.5884 | 0.6925 | 0.5884 | 0.7671 |
| No log | 3.2903 | 408 | 0.5860 | 0.7139 | 0.5860 | 0.7655 |
| No log | 3.3065 | 410 | 0.6092 | 0.6962 | 0.6092 | 0.7805 |
| No log | 3.3226 | 412 | 0.6259 | 0.6988 | 0.6259 | 0.7911 |
| No log | 3.3387 | 414 | 0.5976 | 0.7233 | 0.5976 | 0.7730 |
| No log | 3.3548 | 416 | 0.6146 | 0.6611 | 0.6146 | 0.7840 |
| No log | 3.3710 | 418 | 0.6143 | 0.6647 | 0.6143 | 0.7838 |
| No log | 3.3871 | 420 | 0.6115 | 0.6716 | 0.6115 | 0.7820 |
| No log | 3.4032 | 422 | 0.6079 | 0.7047 | 0.6079 | 0.7797 |
| No log | 3.4194 | 424 | 0.6125 | 0.7197 | 0.6125 | 0.7826 |
| No log | 3.4355 | 426 | 0.6347 | 0.7093 | 0.6347 | 0.7967 |
| No log | 3.4516 | 428 | 0.6765 | 0.6937 | 0.6765 | 0.8225 |
| No log | 3.4677 | 430 | 0.6722 | 0.6978 | 0.6722 | 0.8199 |
| No log | 3.4839 | 432 | 0.6722 | 0.6978 | 0.6722 | 0.8199 |
| No log | 3.5 | 434 | 0.6281 | 0.7266 | 0.6281 | 0.7926 |
| No log | 3.5161 | 436 | 0.6153 | 0.7536 | 0.6153 | 0.7844 |
| No log | 3.5323 | 438 | 0.6106 | 0.7577 | 0.6106 | 0.7814 |
| No log | 3.5484 | 440 | 0.5968 | 0.7518 | 0.5968 | 0.7725 |
| No log | 3.5645 | 442 | 0.5823 | 0.7550 | 0.5823 | 0.7631 |
| No log | 3.5806 | 444 | 0.5739 | 0.7413 | 0.5739 | 0.7575 |
| No log | 3.5968 | 446 | 0.5694 | 0.7432 | 0.5694 | 0.7546 |
| No log | 3.6129 | 448 | 0.5730 | 0.7403 | 0.5730 | 0.7570 |
| No log | 3.6290 | 450 | 0.6000 | 0.7191 | 0.6000 | 0.7746 |
| No log | 3.6452 | 452 | 0.6766 | 0.6985 | 0.6766 | 0.8225 |
| No log | 3.6613 | 454 | 0.7246 | 0.6779 | 0.7246 | 0.8512 |
| No log | 3.6774 | 456 | 0.6821 | 0.7118 | 0.6821 | 0.8259 |
| No log | 3.6935 | 458 | 0.6234 | 0.7145 | 0.6234 | 0.7896 |
| No log | 3.7097 | 460 | 0.6212 | 0.7117 | 0.6212 | 0.7882 |
| No log | 3.7258 | 462 | 0.6072 | 0.7197 | 0.6072 | 0.7792 |
| No log | 3.7419 | 464 | 0.5930 | 0.7026 | 0.5930 | 0.7700 |
| No log | 3.7581 | 466 | 0.5939 | 0.6961 | 0.5939 | 0.7707 |
| No log | 3.7742 | 468 | 0.5964 | 0.7110 | 0.5964 | 0.7723 |
| No log | 3.7903 | 470 | 0.5983 | 0.6968 | 0.5983 | 0.7735 |
| No log | 3.8065 | 472 | 0.6123 | 0.6913 | 0.6123 | 0.7825 |
| No log | 3.8226 | 474 | 0.6437 | 0.6986 | 0.6437 | 0.8023 |
| No log | 3.8387 | 476 | 0.6385 | 0.6921 | 0.6385 | 0.7991 |
| No log | 3.8548 | 478 | 0.6248 | 0.6827 | 0.6248 | 0.7905 |
| No log | 3.8710 | 480 | 0.6419 | 0.7084 | 0.6419 | 0.8012 |
| No log | 3.8871 | 482 | 0.6567 | 0.7208 | 0.6567 | 0.8104 |
| No log | 3.9032 | 484 | 0.6539 | 0.7208 | 0.6539 | 0.8087 |
| No log | 3.9194 | 486 | 0.6754 | 0.7148 | 0.6754 | 0.8218 |
| No log | 3.9355 | 488 | 0.6607 | 0.7250 | 0.6607 | 0.8128 |
| No log | 3.9516 | 490 | 0.6282 | 0.7213 | 0.6282 | 0.7926 |
| No log | 3.9677 | 492 | 0.6306 | 0.6985 | 0.6306 | 0.7941 |
| No log | 3.9839 | 494 | 0.6330 | 0.6921 | 0.6330 | 0.7956 |
| No log | 4.0 | 496 | 0.6203 | 0.6907 | 0.6203 | 0.7876 |
| No log | 4.0161 | 498 | 0.6218 | 0.6815 | 0.6218 | 0.7885 |
| 0.4313 | 4.0323 | 500 | 0.6175 | 0.6658 | 0.6175 | 0.7858 |
| 0.4313 | 4.0484 | 502 | 0.6179 | 0.7029 | 0.6179 | 0.7860 |
| 0.4313 | 4.0645 | 504 | 0.6228 | 0.7125 | 0.6228 | 0.7892 |
| 0.4313 | 4.0806 | 506 | 0.6137 | 0.6909 | 0.6137 | 0.7834 |
| 0.4313 | 4.0968 | 508 | 0.6123 | 0.6719 | 0.6123 | 0.7825 |
| 0.4313 | 4.1129 | 510 | 0.6289 | 0.6791 | 0.6289 | 0.7930 |
| 0.4313 | 4.1290 | 512 | 0.6236 | 0.6803 | 0.6236 | 0.7897 |
| 0.4313 | 4.1452 | 514 | 0.6131 | 0.6740 | 0.6131 | 0.7830 |
| 0.4313 | 4.1613 | 516 | 0.6362 | 0.7067 | 0.6362 | 0.7976 |
| 0.4313 | 4.1774 | 518 | 0.6399 | 0.7081 | 0.6399 | 0.7999 |
| 0.4313 | 4.1935 | 520 | 0.6363 | 0.6861 | 0.6363 | 0.7977 |
| 0.4313 | 4.2097 | 522 | 0.6199 | 0.6941 | 0.6199 | 0.7874 |
| 0.4313 | 4.2258 | 524 | 0.6133 | 0.7008 | 0.6133 | 0.7831 |
| 0.4313 | 4.2419 | 526 | 0.6145 | 0.7008 | 0.6145 | 0.7839 |
| 0.4313 | 4.2581 | 528 | 0.6154 | 0.6765 | 0.6154 | 0.7845 |
| 0.4313 | 4.2742 | 530 | 0.6384 | 0.7 | 0.6384 | 0.7990 |
| 0.4313 | 4.2903 | 532 | 0.6339 | 0.7066 | 0.6339 | 0.7962 |
| 0.4313 | 4.3065 | 534 | 0.6203 | 0.6952 | 0.6203 | 0.7876 |
| 0.4313 | 4.3226 | 536 | 0.6073 | 0.6964 | 0.6073 | 0.7793 |
| 0.4313 | 4.3387 | 538 | 0.6010 | 0.7008 | 0.6010 | 0.7752 |
| 0.4313 | 4.3548 | 540 | 0.6009 | 0.7008 | 0.6009 | 0.7752 |
| 0.4313 | 4.3710 | 542 | 0.5982 | 0.7008 | 0.5982 | 0.7734 |
| 0.4313 | 4.3871 | 544 | 0.6035 | 0.6824 | 0.6035 | 0.7768 |
| 0.4313 | 4.4032 | 546 | 0.6077 | 0.6851 | 0.6077 | 0.7796 |
| 0.4313 | 4.4194 | 548 | 0.6020 | 0.7100 | 0.6020 | 0.7759 |
| 0.4313 | 4.4355 | 550 | 0.6015 | 0.7100 | 0.6015 | 0.7756 |
| 0.4313 | 4.4516 | 552 | 0.6031 | 0.7118 | 0.6031 | 0.7766 |
| 0.4313 | 4.4677 | 554 | 0.6122 | 0.7051 | 0.6122 | 0.7824 |
| 0.4313 | 4.4839 | 556 | 0.6258 | 0.7156 | 0.6258 | 0.7911 |
| 0.4313 | 4.5 | 558 | 0.6436 | 0.7105 | 0.6436 | 0.8022 |
| 0.4313 | 4.5161 | 560 | 0.6320 | 0.7173 | 0.6320 | 0.7950 |
| 0.4313 | 4.5323 | 562 | 0.6214 | 0.7197 | 0.6214 | 0.7883 |
| 0.4313 | 4.5484 | 564 | 0.6180 | 0.7035 | 0.6180 | 0.7861 |
| 0.4313 | 4.5645 | 566 | 0.6130 | 0.7143 | 0.6130 | 0.7830 |
| 0.4313 | 4.5806 | 568 | 0.6104 | 0.7172 | 0.6104 | 0.7813 |
| 0.4313 | 4.5968 | 570 | 0.6109 | 0.7133 | 0.6109 | 0.7816 |
| 0.4313 | 4.6129 | 572 | 0.6103 | 0.7187 | 0.6103 | 0.7812 |
| 0.4313 | 4.6290 | 574 | 0.6133 | 0.7096 | 0.6133 | 0.7831 |
| 0.4313 | 4.6452 | 576 | 0.6181 | 0.6943 | 0.6181 | 0.7862 |
| 0.4313 | 4.6613 | 578 | 0.6316 | 0.6882 | 0.6316 | 0.7947 |
| 0.4313 | 4.6774 | 580 | 0.6496 | 0.6865 | 0.6496 | 0.8060 |
| 0.4313 | 4.6935 | 582 | 0.6341 | 0.7019 | 0.6341 | 0.7963 |
| 0.4313 | 4.7097 | 584 | 0.6174 | 0.7078 | 0.6174 | 0.7857 |
| 0.4313 | 4.7258 | 586 | 0.6257 | 0.7239 | 0.6257 | 0.7910 |
| 0.4313 | 4.7419 | 588 | 0.6373 | 0.7326 | 0.6373 | 0.7983 |
| 0.4313 | 4.7581 | 590 | 0.6453 | 0.7378 | 0.6453 | 0.8033 |
| 0.4313 | 4.7742 | 592 | 0.6369 | 0.7326 | 0.6369 | 0.7981 |
| 0.4313 | 4.7903 | 594 | 0.6191 | 0.7281 | 0.6191 | 0.7868 |
| 0.4313 | 4.8065 | 596 | 0.6094 | 0.7233 | 0.6094 | 0.7807 |
| 0.4313 | 4.8226 | 598 | 0.5988 | 0.7295 | 0.5988 | 0.7738 |
| 0.4313 | 4.8387 | 600 | 0.5875 | 0.7344 | 0.5875 | 0.7665 |
| 0.4313 | 4.8548 | 602 | 0.5919 | 0.7230 | 0.5919 | 0.7693 |
| 0.4313 | 4.8710 | 604 | 0.5826 | 0.7304 | 0.5826 | 0.7633 |
| 0.4313 | 4.8871 | 606 | 0.5749 | 0.7054 | 0.5749 | 0.7582 |
| 0.4313 | 4.9032 | 608 | 0.5783 | 0.7141 | 0.5783 | 0.7605 |
| 0.4313 | 4.9194 | 610 | 0.5890 | 0.7231 | 0.5890 | 0.7674 |
| 0.4313 | 4.9355 | 612 | 0.6045 | 0.7269 | 0.6045 | 0.7775 |
| 0.4313 | 4.9516 | 614 | 0.5998 | 0.7375 | 0.5998 | 0.7745 |
| 0.4313 | 4.9677 | 616 | 0.5708 | 0.7253 | 0.5708 | 0.7555 |
| 0.4313 | 4.9839 | 618 | 0.5653 | 0.7333 | 0.5653 | 0.7519 |
| 0.4313 | 5.0 | 620 | 0.5731 | 0.7373 | 0.5731 | 0.7570 |
| 0.4313 | 5.0161 | 622 | 0.5708 | 0.7472 | 0.5708 | 0.7555 |
| 0.4313 | 5.0323 | 624 | 0.5708 | 0.7428 | 0.5708 | 0.7555 |
| 0.4313 | 5.0484 | 626 | 0.5780 | 0.7335 | 0.5780 | 0.7603 |
| 0.4313 | 5.0645 | 628 | 0.5904 | 0.7243 | 0.5904 | 0.7684 |
| 0.4313 | 5.0806 | 630 | 0.5787 | 0.7012 | 0.5787 | 0.7607 |
| 0.4313 | 5.0968 | 632 | 0.5733 | 0.6935 | 0.5733 | 0.7572 |
| 0.4313 | 5.1129 | 634 | 0.5921 | 0.7257 | 0.5921 | 0.7695 |
| 0.4313 | 5.1290 | 636 | 0.5995 | 0.7296 | 0.5995 | 0.7743 |
| 0.4313 | 5.1452 | 638 | 0.5882 | 0.7204 | 0.5882 | 0.7669 |
| 0.4313 | 5.1613 | 640 | 0.5937 | 0.7265 | 0.5937 | 0.7705 |
| 0.4313 | 5.1774 | 642 | 0.5958 | 0.7265 | 0.5958 | 0.7719 |
| 0.4313 | 5.1935 | 644 | 0.5911 | 0.7265 | 0.5911 | 0.7688 |
| 0.4313 | 5.2097 | 646 | 0.5733 | 0.7298 | 0.5733 | 0.7572 |
| 0.4313 | 5.2258 | 648 | 0.5738 | 0.7254 | 0.5738 | 0.7575 |
| 0.4313 | 5.2419 | 650 | 0.5876 | 0.7204 | 0.5876 | 0.7665 |
| 0.4313 | 5.2581 | 652 | 0.5793 | 0.7164 | 0.5793 | 0.7611 |
| 0.4313 | 5.2742 | 654 | 0.5702 | 0.7083 | 0.5702 | 0.7551 |
| 0.4313 | 5.2903 | 656 | 0.5668 | 0.7105 | 0.5668 | 0.7529 |
| 0.4313 | 5.3065 | 658 | 0.5731 | 0.7038 | 0.5731 | 0.7570 |
| 0.4313 | 5.3226 | 660 | 0.5779 | 0.7101 | 0.5779 | 0.7602 |
| 0.4313 | 5.3387 | 662 | 0.5741 | 0.7038 | 0.5741 | 0.7577 |
| 0.4313 | 5.3548 | 664 | 0.5692 | 0.7196 | 0.5692 | 0.7545 |
| 0.4313 | 5.3710 | 666 | 0.5711 | 0.7183 | 0.5711 | 0.7557 |
| 0.4313 | 5.3871 | 668 | 0.5736 | 0.7090 | 0.5736 | 0.7573 |
| 0.4313 | 5.4032 | 670 | 0.5767 | 0.7017 | 0.5767 | 0.7594 |
| 0.4313 | 5.4194 | 672 | 0.5881 | 0.7113 | 0.5881 | 0.7669 |
| 0.4313 | 5.4355 | 674 | 0.6009 | 0.7081 | 0.6009 | 0.7752 |
| 0.4313 | 5.4516 | 676 | 0.6182 | 0.7052 | 0.6182 | 0.7863 |
| 0.4313 | 5.4677 | 678 | 0.6084 | 0.7124 | 0.6084 | 0.7800 |
| 0.4313 | 5.4839 | 680 | 0.5803 | 0.7083 | 0.5803 | 0.7618 |
| 0.4313 | 5.5 | 682 | 0.5735 | 0.7174 | 0.5735 | 0.7573 |
| 0.4313 | 5.5161 | 684 | 0.5832 | 0.7215 | 0.5832 | 0.7637 |
| 0.4313 | 5.5323 | 686 | 0.5986 | 0.7374 | 0.5986 | 0.7737 |
| 0.4313 | 5.5484 | 688 | 0.5845 | 0.7224 | 0.5845 | 0.7645 |
| 0.4313 | 5.5645 | 690 | 0.5700 | 0.7268 | 0.5700 | 0.7550 |
| 0.4313 | 5.5806 | 692 | 0.5792 | 0.7204 | 0.5792 | 0.7610 |
| 0.4313 | 5.5968 | 694 | 0.5719 | 0.7296 | 0.5719 | 0.7562 |
| 0.4313 | 5.6129 | 696 | 0.5633 | 0.7264 | 0.5633 | 0.7506 |
| 0.4313 | 5.6290 | 698 | 0.5645 | 0.7148 | 0.5645 | 0.7513 |
| 0.4313 | 5.6452 | 700 | 0.5657 | 0.7148 | 0.5657 | 0.7521 |
| 0.4313 | 5.6613 | 702 | 0.5634 | 0.7148 | 0.5634 | 0.7506 |
| 0.4313 | 5.6774 | 704 | 0.5560 | 0.7090 | 0.5560 | 0.7456 |
| 0.4313 | 5.6935 | 706 | 0.5586 | 0.7253 | 0.5586 | 0.7474 |
| 0.4313 | 5.7097 | 708 | 0.5562 | 0.7183 | 0.5562 | 0.7458 |
| 0.4313 | 5.7258 | 710 | 0.5554 | 0.7121 | 0.5554 | 0.7453 |
| 0.4313 | 5.7419 | 712 | 0.5551 | 0.7121 | 0.5551 | 0.7451 |
| 0.4313 | 5.7581 | 714 | 0.5595 | 0.7185 | 0.5595 | 0.7480 |
| 0.4313 | 5.7742 | 716 | 0.5716 | 0.7327 | 0.5716 | 0.7560 |
| 0.4313 | 5.7903 | 718 | 0.5696 | 0.7265 | 0.5696 | 0.7547 |
| 0.4313 | 5.8065 | 720 | 0.5888 | 0.7164 | 0.5888 | 0.7673 |
| 0.4313 | 5.8226 | 722 | 0.6185 | 0.7281 | 0.6185 | 0.7864 |
| 0.4313 | 5.8387 | 724 | 0.6151 | 0.7303 | 0.6151 | 0.7843 |
| 0.4313 | 5.8548 | 726 | 0.5860 | 0.7254 | 0.5860 | 0.7655 |
| 0.4313 | 5.8710 | 728 | 0.5723 | 0.7231 | 0.5723 | 0.7565 |
| 0.4313 | 5.8871 | 730 | 0.5752 | 0.7215 | 0.5752 | 0.7584 |
| 0.4313 | 5.9032 | 732 | 0.5764 | 0.7231 | 0.5764 | 0.7592 |
| 0.4313 | 5.9194 | 734 | 0.5780 | 0.7185 | 0.5780 | 0.7602 |
| 0.4313 | 5.9355 | 736 | 0.5842 | 0.7259 | 0.5842 | 0.7643 |
| 0.4313 | 5.9516 | 738 | 0.5952 | 0.7192 | 0.5952 | 0.7715 |
| 0.4313 | 5.9677 | 740 | 0.5976 | 0.7183 | 0.5976 | 0.7730 |
| 0.4313 | 5.9839 | 742 | 0.5960 | 0.7228 | 0.5960 | 0.7720 |
| 0.4313 | 6.0 | 744 | 0.5939 | 0.7243 | 0.5939 | 0.7706 |
| 0.4313 | 6.0161 | 746 | 0.5866 | 0.7265 | 0.5866 | 0.7659 |
| 0.4313 | 6.0323 | 748 | 0.5809 | 0.7225 | 0.5809 | 0.7622 |
| 0.4313 | 6.0484 | 750 | 0.5795 | 0.7185 | 0.5795 | 0.7612 |
| 0.4313 | 6.0645 | 752 | 0.5781 | 0.7225 | 0.5781 | 0.7603 |
| 0.4313 | 6.0806 | 754 | 0.5782 | 0.7121 | 0.5782 | 0.7604 |
| 0.4313 | 6.0968 | 756 | 0.5775 | 0.7161 | 0.5775 | 0.7599 |
| 0.4313 | 6.1129 | 758 | 0.5755 | 0.7225 | 0.5755 | 0.7586 |
| 0.4313 | 6.1290 | 760 | 0.5751 | 0.7225 | 0.5751 | 0.7583 |
| 0.4313 | 6.1452 | 762 | 0.5830 | 0.7040 | 0.5830 | 0.7636 |
| 0.4313 | 6.1613 | 764 | 0.5977 | 0.7083 | 0.5977 | 0.7731 |
| 0.4313 | 6.1774 | 766 | 0.5987 | 0.7153 | 0.5987 | 0.7737 |
| 0.4313 | 6.1935 | 768 | 0.6001 | 0.7202 | 0.6001 | 0.7746 |
| 0.4313 | 6.2097 | 770 | 0.6144 | 0.7257 | 0.6144 | 0.7838 |
| 0.4313 | 6.2258 | 772 | 0.6216 | 0.7242 | 0.6216 | 0.7884 |
| 0.4313 | 6.2419 | 774 | 0.6185 | 0.7130 | 0.6185 | 0.7864 |
| 0.4313 | 6.2581 | 776 | 0.6205 | 0.7213 | 0.6205 | 0.7877 |
| 0.4313 | 6.2742 | 778 | 0.6329 | 0.7284 | 0.6329 | 0.7956 |
| 0.4313 | 6.2903 | 780 | 0.6292 | 0.7247 | 0.6292 | 0.7932 |
| 0.4313 | 6.3065 | 782 | 0.6189 | 0.7167 | 0.6189 | 0.7867 |
| 0.4313 | 6.3226 | 784 | 0.6028 | 0.7114 | 0.6028 | 0.7764 |
| 0.4313 | 6.3387 | 786 | 0.5950 | 0.7164 | 0.5950 | 0.7714 |
| 0.4313 | 6.3548 | 788 | 0.5934 | 0.7254 | 0.5934 | 0.7703 |
| 0.4313 | 6.3710 | 790 | 0.6002 | 0.7274 | 0.6002 | 0.7747 |
| 0.4313 | 6.3871 | 792 | 0.6202 | 0.7353 | 0.6202 | 0.7875 |
| 0.4313 | 6.4032 | 794 | 0.6331 | 0.7078 | 0.6331 | 0.7957 |
| 0.4313 | 6.4194 | 796 | 0.6367 | 0.7122 | 0.6367 | 0.7979 |
| 0.4313 | 6.4355 | 798 | 0.6374 | 0.7122 | 0.6374 | 0.7984 |
| 0.4313 | 6.4516 | 800 | 0.6160 | 0.7254 | 0.6160 | 0.7849 |
| 0.4313 | 6.4677 | 802 | 0.5963 | 0.7207 | 0.5963 | 0.7722 |
| 0.4313 | 6.4839 | 804 | 0.6073 | 0.7185 | 0.6073 | 0.7793 |
| 0.4313 | 6.5 | 806 | 0.6268 | 0.7177 | 0.6268 | 0.7917 |
| 0.4313 | 6.5161 | 808 | 0.6301 | 0.7133 | 0.6301 | 0.7938 |
| 0.4313 | 6.5323 | 810 | 0.6137 | 0.7164 | 0.6137 | 0.7834 |
| 0.4313 | 6.5484 | 812 | 0.5966 | 0.7218 | 0.5966 | 0.7724 |
| 0.4313 | 6.5645 | 814 | 0.5995 | 0.7161 | 0.5995 | 0.7743 |
| 0.4313 | 6.5806 | 816 | 0.6019 | 0.7324 | 0.6019 | 0.7758 |
| 0.4313 | 6.5968 | 818 | 0.5980 | 0.7161 | 0.5980 | 0.7733 |
| 0.4313 | 6.6129 | 820 | 0.6024 | 0.7260 | 0.6024 | 0.7762 |
| 0.4313 | 6.6290 | 822 | 0.6256 | 0.7122 | 0.6256 | 0.7910 |
| 0.4313 | 6.6452 | 824 | 0.6325 | 0.7183 | 0.6325 | 0.7953 |
| 0.4313 | 6.6613 | 826 | 0.6249 | 0.7122 | 0.6249 | 0.7905 |
| 0.4313 | 6.6774 | 828 | 0.6096 | 0.7217 | 0.6096 | 0.7808 |
| 0.4313 | 6.6935 | 830 | 0.6029 | 0.7348 | 0.6029 | 0.7765 |
| 0.4313 | 6.7097 | 832 | 0.5978 | 0.7208 | 0.5978 | 0.7732 |
| 0.4313 | 6.7258 | 834 | 0.6086 | 0.7212 | 0.6086 | 0.7801 |
| 0.4313 | 6.7419 | 836 | 0.6393 | 0.7048 | 0.6393 | 0.7996 |
| 0.4313 | 6.7581 | 838 | 0.6516 | 0.6711 | 0.6516 | 0.8072 |
| 0.4313 | 6.7742 | 840 | 0.6387 | 0.6650 | 0.6387 | 0.7992 |
| 0.4313 | 6.7903 | 842 | 0.6110 | 0.6807 | 0.6110 | 0.7817 |
| 0.4313 | 6.8065 | 844 | 0.5941 | 0.7130 | 0.5941 | 0.7708 |
| 0.4313 | 6.8226 | 846 | 0.5983 | 0.7083 | 0.5983 | 0.7735 |
| 0.4313 | 6.8387 | 848 | 0.5987 | 0.7101 | 0.5987 | 0.7738 |
| 0.4313 | 6.8548 | 850 | 0.5947 | 0.7212 | 0.5947 | 0.7712 |
| 0.4313 | 6.8710 | 852 | 0.5872 | 0.7157 | 0.5872 | 0.7663 |
| 0.4313 | 6.8871 | 854 | 0.5848 | 0.7339 | 0.5848 | 0.7647 |
| 0.4313 | 6.9032 | 856 | 0.5840 | 0.7274 | 0.5840 | 0.7642 |
| 0.4313 | 6.9194 | 858 | 0.5845 | 0.7340 | 0.5845 | 0.7645 |
| 0.4313 | 6.9355 | 860 | 0.5903 | 0.7122 | 0.5903 | 0.7683 |
| 0.4313 | 6.9516 | 862 | 0.6042 | 0.7142 | 0.6042 | 0.7773 |
| 0.4313 | 6.9677 | 864 | 0.6287 | 0.7095 | 0.6287 | 0.7929 |
| 0.4313 | 6.9839 | 866 | 0.6409 | 0.7017 | 0.6409 | 0.8005 |
| 0.4313 | 7.0 | 868 | 0.6231 | 0.7048 | 0.6231 | 0.7894 |
| 0.4313 | 7.0161 | 870 | 0.5895 | 0.7238 | 0.5895 | 0.7678 |
| 0.4313 | 7.0323 | 872 | 0.5731 | 0.7260 | 0.5731 | 0.7571 |
| 0.4313 | 7.0484 | 874 | 0.5633 | 0.7253 | 0.5633 | 0.7505 |
| 0.4313 | 7.0645 | 876 | 0.5617 | 0.7316 | 0.5617 | 0.7495 |
| 0.4313 | 7.0806 | 878 | 0.5618 | 0.7322 | 0.5618 | 0.7495 |
| 0.4313 | 7.0968 | 880 | 0.5659 | 0.7196 | 0.5659 | 0.7523 |
| 0.4313 | 7.1129 | 882 | 0.5677 | 0.7286 | 0.5677 | 0.7535 |
| 0.4313 | 7.1290 | 884 | 0.5625 | 0.7260 | 0.5625 | 0.7500 |
| 0.4313 | 7.1452 | 886 | 0.5613 | 0.7190 | 0.5613 | 0.7492 |
| 0.4313 | 7.1613 | 888 | 0.5623 | 0.7190 | 0.5623 | 0.7499 |
| 0.4313 | 7.1774 | 890 | 0.5676 | 0.7190 | 0.5676 | 0.7534 |
| 0.4313 | 7.1935 | 892 | 0.5801 | 0.7170 | 0.5801 | 0.7617 |
| 0.4313 | 7.2097 | 894 | 0.6020 | 0.7241 | 0.6020 | 0.7759 |
| 0.4313 | 7.2258 | 896 | 0.5993 | 0.7258 | 0.5993 | 0.7742 |
| 0.4313 | 7.2419 | 898 | 0.5869 | 0.7224 | 0.5869 | 0.7661 |
| 0.4313 | 7.2581 | 900 | 0.5743 | 0.7260 | 0.5743 | 0.7578 |
| 0.4313 | 7.2742 | 902 | 0.5730 | 0.7322 | 0.5730 | 0.7570 |
| 0.4313 | 7.2903 | 904 | 0.5749 | 0.7322 | 0.5749 | 0.7582 |
| 0.4313 | 7.3065 | 906 | 0.5781 | 0.7260 | 0.5781 | 0.7603 |
| 0.4313 | 7.3226 | 908 | 0.5836 | 0.7289 | 0.5836 | 0.7640 |
| 0.4313 | 7.3387 | 910 | 0.5805 | 0.7244 | 0.5805 | 0.7619 |
| 0.4313 | 7.3548 | 912 | 0.5805 | 0.7244 | 0.5805 | 0.7619 |
| 0.4313 | 7.3710 | 914 | 0.5825 | 0.7219 | 0.5825 | 0.7632 |
| 0.4313 | 7.3871 | 916 | 0.5808 | 0.7318 | 0.5808 | 0.7621 |
| 0.4313 | 7.4032 | 918 | 0.5878 | 0.7166 | 0.5878 | 0.7667 |
| 0.4313 | 7.4194 | 920 | 0.5872 | 0.7166 | 0.5872 | 0.7663 |
| 0.4313 | 7.4355 | 922 | 0.5800 | 0.7280 | 0.5800 | 0.7616 |
| 0.4313 | 7.4516 | 924 | 0.5745 | 0.7366 | 0.5745 | 0.7579 |
| 0.4313 | 7.4677 | 926 | 0.5730 | 0.7203 | 0.5730 | 0.7569 |
| 0.4313 | 7.4839 | 928 | 0.5765 | 0.7236 | 0.5765 | 0.7593 |
| 0.4313 | 7.5 | 930 | 0.5829 | 0.7147 | 0.5829 | 0.7635 |
| 0.4313 | 7.5161 | 932 | 0.5817 | 0.7190 | 0.5817 | 0.7627 |
| 0.4313 | 7.5323 | 934 | 0.5759 | 0.7157 | 0.5759 | 0.7589 |
| 0.4313 | 7.5484 | 936 | 0.5765 | 0.7261 | 0.5765 | 0.7593 |
| 0.4313 | 7.5645 | 938 | 0.5869 | 0.7286 | 0.5869 | 0.7661 |
| 0.4313 | 7.5806 | 940 | 0.6083 | 0.7266 | 0.6083 | 0.7800 |
| 0.4313 | 7.5968 | 942 | 0.6370 | 0.7091 | 0.6370 | 0.7981 |
| 0.4313 | 7.6129 | 944 | 0.6502 | 0.7030 | 0.6502 | 0.8064 |
| 0.4313 | 7.6290 | 946 | 0.6625 | 0.6955 | 0.6625 | 0.8140 |
| 0.4313 | 7.6452 | 948 | 0.6533 | 0.6936 | 0.6533 | 0.8083 |
| 0.4313 | 7.6613 | 950 | 0.6238 | 0.7306 | 0.6238 | 0.7898 |
| 0.4313 | 7.6774 | 952 | 0.5972 | 0.7368 | 0.5972 | 0.7728 |
| 0.4313 | 7.6935 | 954 | 0.5935 | 0.7226 | 0.5935 | 0.7704 |
| 0.4313 | 7.7097 | 956 | 0.6068 | 0.7320 | 0.6068 | 0.7790 |
| 0.4313 | 7.7258 | 958 | 0.6124 | 0.7299 | 0.6124 | 0.7825 |
| 0.4313 | 7.7419 | 960 | 0.6050 | 0.7310 | 0.6050 | 0.7778 |
| 0.4313 | 7.7581 | 962 | 0.6018 | 0.7247 | 0.6018 | 0.7758 |
| 0.4313 | 7.7742 | 964 | 0.6053 | 0.7214 | 0.6053 | 0.7780 |
| 0.4313 | 7.7903 | 966 | 0.6155 | 0.7357 | 0.6155 | 0.7845 |
| 0.4313 | 7.8065 | 968 | 0.6295 | 0.7251 | 0.6295 | 0.7934 |
| 0.4313 | 7.8226 | 970 | 0.6284 | 0.7251 | 0.6284 | 0.7927 |
| 0.4313 | 7.8387 | 972 | 0.6176 | 0.7178 | 0.6176 | 0.7859 |
| 0.4313 | 7.8548 | 974 | 0.6048 | 0.7302 | 0.6048 | 0.7777 |
| 0.4313 | 7.8710 | 976 | 0.5972 | 0.7340 | 0.5972 | 0.7728 |
| 0.4313 | 7.8871 | 978 | 0.5884 | 0.7223 | 0.5884 | 0.7671 |
| 0.4313 | 7.9032 | 980 | 0.5890 | 0.7114 | 0.5890 | 0.7675 |
| 0.4313 | 7.9194 | 982 | 0.5980 | 0.7248 | 0.5980 | 0.7733 |
| 0.4313 | 7.9355 | 984 | 0.6075 | 0.7204 | 0.6075 | 0.7794 |
| 0.4313 | 7.9516 | 986 | 0.6149 | 0.7219 | 0.6149 | 0.7841 |
| 0.4313 | 7.9677 | 988 | 0.6213 | 0.7219 | 0.6213 | 0.7883 |
| 0.4313 | 7.9839 | 990 | 0.6170 | 0.7219 | 0.6170 | 0.7855 |
| 0.4313 | 8.0 | 992 | 0.6067 | 0.7248 | 0.6067 | 0.7789 |
| 0.4313 | 8.0161 | 994 | 0.5994 | 0.7248 | 0.5994 | 0.7742 |
| 0.4313 | 8.0323 | 996 | 0.5977 | 0.7187 | 0.5977 | 0.7731 |
| 0.4313 | 8.0484 | 998 | 0.5952 | 0.7187 | 0.5952 | 0.7715 |
| 0.0735 | 8.0645 | 1000 | 0.5919 | 0.7171 | 0.5919 | 0.7694 |
| 0.0735 | 8.0806 | 1002 | 0.5933 | 0.7171 | 0.5933 | 0.7702 |
| 0.0735 | 8.0968 | 1004 | 0.5956 | 0.7158 | 0.5956 | 0.7718 |
| 0.0735 | 8.1129 | 1006 | 0.5993 | 0.7187 | 0.5993 | 0.7742 |
| 0.0735 | 8.1290 | 1008 | 0.6041 | 0.7203 | 0.6041 | 0.7772 |
| 0.0735 | 8.1452 | 1010 | 0.6070 | 0.7158 | 0.6070 | 0.7791 |
| 0.0735 | 8.1613 | 1012 | 0.6061 | 0.7158 | 0.6061 | 0.7785 |
| 0.0735 | 8.1774 | 1014 | 0.5964 | 0.7203 | 0.5964 | 0.7723 |
| 0.0735 | 8.1935 | 1016 | 0.5929 | 0.7205 | 0.5929 | 0.7700 |
| 0.0735 | 8.2097 | 1018 | 0.5914 | 0.7205 | 0.5914 | 0.7690 |
| 0.0735 | 8.2258 | 1020 | 0.5892 | 0.7141 | 0.5892 | 0.7676 |
| 0.0735 | 8.2419 | 1022 | 0.5867 | 0.7108 | 0.5867 | 0.7659 |
| 0.0735 | 8.2581 | 1024 | 0.5860 | 0.7201 | 0.5860 | 0.7655 |
| 0.0735 | 8.2742 | 1026 | 0.5865 | 0.7205 | 0.5865 | 0.7658 |
| 0.0735 | 8.2903 | 1028 | 0.5898 | 0.7165 | 0.5898 | 0.7680 |
| 0.0735 | 8.3065 | 1030 | 0.5933 | 0.7012 | 0.5933 | 0.7703 |
| 0.0735 | 8.3226 | 1032 | 0.5935 | 0.7012 | 0.5935 | 0.7704 |
| 0.0735 | 8.3387 | 1034 | 0.5917 | 0.7165 | 0.5917 | 0.7692 |
| 0.0735 | 8.3548 | 1036 | 0.5880 | 0.7071 | 0.5880 | 0.7668 |
| 0.0735 | 8.3710 | 1038 | 0.5881 | 0.7043 | 0.5881 | 0.7669 |
| 0.0735 | 8.3871 | 1040 | 0.5890 | 0.7098 | 0.5890 | 0.7675 |
| 0.0735 | 8.4032 | 1042 | 0.5929 | 0.7159 | 0.5929 | 0.7700 |
| 0.0735 | 8.4194 | 1044 | 0.5903 | 0.7205 | 0.5903 | 0.7683 |
| 0.0735 | 8.4355 | 1046 | 0.5846 | 0.7145 | 0.5846 | 0.7646 |
| 0.0735 | 8.4516 | 1048 | 0.5810 | 0.7136 | 0.5810 | 0.7622 |
| 0.0735 | 8.4677 | 1050 | 0.5809 | 0.7270 | 0.5809 | 0.7622 |
| 0.0735 | 8.4839 | 1052 | 0.5812 | 0.7230 | 0.5812 | 0.7624 |
| 0.0735 | 8.5 | 1054 | 0.5823 | 0.7230 | 0.5823 | 0.7631 |
| 0.0735 | 8.5161 | 1056 | 0.5820 | 0.7230 | 0.5820 | 0.7629 |
| 0.0735 | 8.5323 | 1058 | 0.5812 | 0.7270 | 0.5812 | 0.7623 |
| 0.0735 | 8.5484 | 1060 | 0.5805 | 0.7270 | 0.5805 | 0.7619 |
| 0.0735 | 8.5645 | 1062 | 0.5799 | 0.7136 | 0.5799 | 0.7615 |
| 0.0735 | 8.5806 | 1064 | 0.5797 | 0.7136 | 0.5797 | 0.7614 |
| 0.0735 | 8.5968 | 1066 | 0.5799 | 0.7136 | 0.5799 | 0.7615 |
| 0.0735 | 8.6129 | 1068 | 0.5796 | 0.7136 | 0.5796 | 0.7613 |
| 0.0735 | 8.6290 | 1070 | 0.5797 | 0.7136 | 0.5797 | 0.7614 |
| 0.0735 | 8.6452 | 1072 | 0.5805 | 0.7136 | 0.5805 | 0.7619 |
| 0.0735 | 8.6613 | 1074 | 0.5814 | 0.7176 | 0.5814 | 0.7625 |
| 0.0735 | 8.6774 | 1076 | 0.5837 | 0.7190 | 0.5837 | 0.7640 |
| 0.0735 | 8.6935 | 1078 | 0.5866 | 0.7159 | 0.5866 | 0.7659 |
| 0.0735 | 8.7097 | 1080 | 0.5931 | 0.7137 | 0.5931 | 0.7701 |
| 0.0735 | 8.7258 | 1082 | 0.5969 | 0.7116 | 0.5969 | 0.7726 |
| 0.0735 | 8.7419 | 1084 | 0.5939 | 0.7159 | 0.5939 | 0.7707 |
| 0.0735 | 8.7581 | 1086 | 0.5903 | 0.7159 | 0.5903 | 0.7683 |
| 0.0735 | 8.7742 | 1088 | 0.5946 | 0.7137 | 0.5946 | 0.7711 |
| 0.0735 | 8.7903 | 1090 | 0.5960 | 0.7152 | 0.5960 | 0.7720 |
| 0.0735 | 8.8065 | 1092 | 0.5947 | 0.7137 | 0.5947 | 0.7712 |
| 0.0735 | 8.8226 | 1094 | 0.5949 | 0.7159 | 0.5949 | 0.7713 |
| 0.0735 | 8.8387 | 1096 | 0.5966 | 0.7159 | 0.5966 | 0.7724 |
| 0.0735 | 8.8548 | 1098 | 0.6025 | 0.7152 | 0.6025 | 0.7762 |
| 0.0735 | 8.8710 | 1100 | 0.6025 | 0.7137 | 0.6025 | 0.7762 |
| 0.0735 | 8.8871 | 1102 | 0.5975 | 0.7159 | 0.5975 | 0.7730 |
| 0.0735 | 8.9032 | 1104 | 0.5937 | 0.7159 | 0.5937 | 0.7705 |
| 0.0735 | 8.9194 | 1106 | 0.5903 | 0.7144 | 0.5903 | 0.7683 |
| 0.0735 | 8.9355 | 1108 | 0.5850 | 0.7101 | 0.5850 | 0.7649 |
| 0.0735 | 8.9516 | 1110 | 0.5828 | 0.7130 | 0.5828 | 0.7634 |
| 0.0735 | 8.9677 | 1112 | 0.5823 | 0.7090 | 0.5823 | 0.7631 |
| 0.0735 | 8.9839 | 1114 | 0.5828 | 0.7090 | 0.5828 | 0.7634 |
| 0.0735 | 9.0 | 1116 | 0.5827 | 0.7090 | 0.5827 | 0.7633 |
| 0.0735 | 9.0161 | 1118 | 0.5821 | 0.7136 | 0.5821 | 0.7630 |
| 0.0735 | 9.0323 | 1120 | 0.5818 | 0.7136 | 0.5818 | 0.7628 |
| 0.0735 | 9.0484 | 1122 | 0.5816 | 0.7136 | 0.5816 | 0.7626 |
| 0.0735 | 9.0645 | 1124 | 0.5817 | 0.7136 | 0.5817 | 0.7627 |
| 0.0735 | 9.0806 | 1126 | 0.5820 | 0.7136 | 0.5820 | 0.7629 |
| 0.0735 | 9.0968 | 1128 | 0.5830 | 0.7090 | 0.5830 | 0.7636 |
| 0.0735 | 9.1129 | 1130 | 0.5851 | 0.7148 | 0.5851 | 0.7649 |
| 0.0735 | 9.1290 | 1132 | 0.5866 | 0.7080 | 0.5866 | 0.7659 |
| 0.0735 | 9.1452 | 1134 | 0.5855 | 0.7101 | 0.5855 | 0.7652 |
| 0.0735 | 9.1613 | 1136 | 0.5832 | 0.7043 | 0.5832 | 0.7637 |
| 0.0735 | 9.1774 | 1138 | 0.5828 | 0.7043 | 0.5828 | 0.7634 |
| 0.0735 | 9.1935 | 1140 | 0.5829 | 0.7043 | 0.5829 | 0.7635 |
| 0.0735 | 9.2097 | 1142 | 0.5823 | 0.7090 | 0.5823 | 0.7631 |
| 0.0735 | 9.2258 | 1144 | 0.5816 | 0.7136 | 0.5816 | 0.7626 |
| 0.0735 | 9.2419 | 1146 | 0.5820 | 0.7136 | 0.5820 | 0.7629 |
| 0.0735 | 9.2581 | 1148 | 0.5825 | 0.7136 | 0.5825 | 0.7632 |
| 0.0735 | 9.2742 | 1150 | 0.5831 | 0.7136 | 0.5831 | 0.7636 |
| 0.0735 | 9.2903 | 1152 | 0.5834 | 0.7136 | 0.5834 | 0.7638 |
| 0.0735 | 9.3065 | 1154 | 0.5836 | 0.7136 | 0.5836 | 0.7640 |
| 0.0735 | 9.3226 | 1156 | 0.5839 | 0.7090 | 0.5839 | 0.7641 |
| 0.0735 | 9.3387 | 1158 | 0.5844 | 0.7090 | 0.5844 | 0.7645 |
| 0.0735 | 9.3548 | 1160 | 0.5862 | 0.7130 | 0.5862 | 0.7656 |
| 0.0735 | 9.3710 | 1162 | 0.5882 | 0.7083 | 0.5882 | 0.7670 |
| 0.0735 | 9.3871 | 1164 | 0.5903 | 0.7101 | 0.5903 | 0.7683 |
| 0.0735 | 9.4032 | 1166 | 0.5934 | 0.7144 | 0.5934 | 0.7703 |
| 0.0735 | 9.4194 | 1168 | 0.5966 | 0.7144 | 0.5966 | 0.7724 |
| 0.0735 | 9.4355 | 1170 | 0.5990 | 0.7144 | 0.5990 | 0.7740 |
| 0.0735 | 9.4516 | 1172 | 0.5995 | 0.7144 | 0.5995 | 0.7743 |
| 0.0735 | 9.4677 | 1174 | 0.5978 | 0.7144 | 0.5978 | 0.7732 |
| 0.0735 | 9.4839 | 1176 | 0.5958 | 0.7144 | 0.5958 | 0.7719 |
| 0.0735 | 9.5 | 1178 | 0.5925 | 0.7101 | 0.5925 | 0.7698 |
| 0.0735 | 9.5161 | 1180 | 0.5891 | 0.7083 | 0.5891 | 0.7675 |
| 0.0735 | 9.5323 | 1182 | 0.5872 | 0.7090 | 0.5872 | 0.7663 |
| 0.0735 | 9.5484 | 1184 | 0.5867 | 0.7090 | 0.5867 | 0.7660 |
| 0.0735 | 9.5645 | 1186 | 0.5865 | 0.7090 | 0.5865 | 0.7658 |
| 0.0735 | 9.5806 | 1188 | 0.5864 | 0.7136 | 0.5864 | 0.7658 |
| 0.0735 | 9.5968 | 1190 | 0.5865 | 0.7136 | 0.5865 | 0.7659 |
| 0.0735 | 9.6129 | 1192 | 0.5866 | 0.7136 | 0.5866 | 0.7659 |
| 0.0735 | 9.6290 | 1194 | 0.5869 | 0.7136 | 0.5869 | 0.7661 |
| 0.0735 | 9.6452 | 1196 | 0.5872 | 0.7136 | 0.5872 | 0.7663 |
| 0.0735 | 9.6613 | 1198 | 0.5875 | 0.7136 | 0.5875 | 0.7665 |
| 0.0735 | 9.6774 | 1200 | 0.5876 | 0.7136 | 0.5876 | 0.7666 |
| 0.0735 | 9.6935 | 1202 | 0.5877 | 0.7136 | 0.5877 | 0.7666 |
| 0.0735 | 9.7097 | 1204 | 0.5877 | 0.7207 | 0.5877 | 0.7666 |
| 0.0735 | 9.7258 | 1206 | 0.5874 | 0.7207 | 0.5874 | 0.7664 |
| 0.0735 | 9.7419 | 1208 | 0.5874 | 0.7207 | 0.5874 | 0.7664 |
| 0.0735 | 9.7581 | 1210 | 0.5872 | 0.7192 | 0.5872 | 0.7663 |
| 0.0735 | 9.7742 | 1212 | 0.5871 | 0.7192 | 0.5871 | 0.7662 |
| 0.0735 | 9.7903 | 1214 | 0.5871 | 0.7192 | 0.5871 | 0.7662 |
| 0.0735 | 9.8065 | 1216 | 0.5869 | 0.7136 | 0.5869 | 0.7661 |
| 0.0735 | 9.8226 | 1218 | 0.5869 | 0.7136 | 0.5869 | 0.7661 |
| 0.0735 | 9.8387 | 1220 | 0.5871 | 0.7136 | 0.5871 | 0.7663 |
| 0.0735 | 9.8548 | 1222 | 0.5875 | 0.7136 | 0.5875 | 0.7665 |
| 0.0735 | 9.8710 | 1224 | 0.5879 | 0.7194 | 0.5879 | 0.7668 |
| 0.0735 | 9.8871 | 1226 | 0.5883 | 0.7194 | 0.5883 | 0.7670 |
| 0.0735 | 9.9032 | 1228 | 0.5886 | 0.7194 | 0.5886 | 0.7672 |
| 0.0735 | 9.9194 | 1230 | 0.5888 | 0.7194 | 0.5888 | 0.7673 |
| 0.0735 | 9.9355 | 1232 | 0.5888 | 0.7258 | 0.5888 | 0.7673 |
| 0.0735 | 9.9516 | 1234 | 0.5886 | 0.7194 | 0.5886 | 0.7672 |
| 0.0735 | 9.9677 | 1236 | 0.5886 | 0.7194 | 0.5886 | 0.7672 |
| 0.0735 | 9.9839 | 1238 | 0.5885 | 0.7194 | 0.5885 | 0.7671 |
| 0.0735 | 10.0 | 1240 | 0.5884 | 0.7194 | 0.5884 | 0.7671 |
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_k20_task1_organization
Base model
aubmindlab/bert-base-arabertv02