Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_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_run3_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_run3_AugV5_k19_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k19_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k19_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run3_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: 0.4559
- Qwk: 0.5152
- Mse: 0.4559
- Rmse: 0.6752
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 | 3.6995 | -0.0078 | 3.6995 | 1.9234 |
| No log | 0.0364 | 4 | 2.1433 | -0.0267 | 2.1433 | 1.4640 |
| No log | 0.0545 | 6 | 1.3684 | 0.0210 | 1.3684 | 1.1698 |
| No log | 0.0727 | 8 | 1.9718 | 0.0160 | 1.9718 | 1.4042 |
| No log | 0.0909 | 10 | 2.0027 | 0.0545 | 2.0027 | 1.4152 |
| No log | 0.1091 | 12 | 1.3000 | 0.0255 | 1.3000 | 1.1402 |
| No log | 0.1273 | 14 | 0.9381 | 0.0255 | 0.9381 | 0.9685 |
| No log | 0.1455 | 16 | 0.7761 | 0.1111 | 0.7761 | 0.8810 |
| No log | 0.1636 | 18 | 0.8007 | 0.1220 | 0.8007 | 0.8948 |
| No log | 0.1818 | 20 | 1.0027 | 0.0345 | 1.0027 | 1.0014 |
| No log | 0.2 | 22 | 1.5376 | 0.0490 | 1.5376 | 1.2400 |
| No log | 0.2182 | 24 | 1.4469 | 0.0255 | 1.4469 | 1.2029 |
| No log | 0.2364 | 26 | 0.8954 | 0.1059 | 0.8954 | 0.9463 |
| No log | 0.2545 | 28 | 0.7191 | 0.2877 | 0.7191 | 0.8480 |
| No log | 0.2727 | 30 | 0.6995 | 0.2676 | 0.6995 | 0.8364 |
| No log | 0.2909 | 32 | 1.0697 | 0.1278 | 1.0697 | 1.0343 |
| No log | 0.3091 | 34 | 1.7493 | 0.0707 | 1.7493 | 1.3226 |
| No log | 0.3273 | 36 | 1.3559 | 0.0 | 1.3559 | 1.1644 |
| No log | 0.3455 | 38 | 0.8973 | 0.0345 | 0.8973 | 0.9472 |
| No log | 0.3636 | 40 | 0.6495 | 0.2381 | 0.6495 | 0.8059 |
| No log | 0.3818 | 42 | 0.6086 | 0.2653 | 0.6086 | 0.7801 |
| No log | 0.4 | 44 | 0.6862 | 0.2963 | 0.6862 | 0.8284 |
| No log | 0.4182 | 46 | 0.9404 | 0.1795 | 0.9404 | 0.9697 |
| No log | 0.4364 | 48 | 0.8949 | 0.1930 | 0.8949 | 0.9460 |
| No log | 0.4545 | 50 | 0.7499 | 0.1619 | 0.7499 | 0.8660 |
| No log | 0.4727 | 52 | 0.5374 | 0.3086 | 0.5374 | 0.7331 |
| No log | 0.4909 | 54 | 0.6360 | 0.1746 | 0.6360 | 0.7975 |
| No log | 0.5091 | 56 | 1.8300 | 0.1421 | 1.8300 | 1.3528 |
| No log | 0.5273 | 58 | 2.2824 | 0.0195 | 2.2824 | 1.5108 |
| No log | 0.5455 | 60 | 1.0849 | 0.0894 | 1.0849 | 1.0416 |
| No log | 0.5636 | 62 | 0.9350 | 0.1169 | 0.9350 | 0.9670 |
| No log | 0.5818 | 64 | 1.1669 | 0.0745 | 1.1669 | 1.0802 |
| No log | 0.6 | 66 | 1.0688 | 0.0476 | 1.0688 | 1.0338 |
| No log | 0.6182 | 68 | 0.7369 | 0.125 | 0.7369 | 0.8584 |
| No log | 0.6364 | 70 | 0.6277 | 0.0909 | 0.6277 | 0.7923 |
| No log | 0.6545 | 72 | 0.6202 | 0.0909 | 0.6202 | 0.7875 |
| No log | 0.6727 | 74 | 0.6958 | 0.1590 | 0.6958 | 0.8341 |
| No log | 0.6909 | 76 | 1.0040 | 0.0698 | 1.0040 | 1.0020 |
| No log | 0.7091 | 78 | 1.2276 | 0.0698 | 1.2276 | 1.1080 |
| No log | 0.7273 | 80 | 0.9431 | 0.0698 | 0.9431 | 0.9712 |
| No log | 0.7455 | 82 | 0.6934 | 0.0833 | 0.6934 | 0.8327 |
| No log | 0.7636 | 84 | 0.6474 | 0.1206 | 0.6474 | 0.8046 |
| No log | 0.7818 | 86 | 0.6292 | 0.0815 | 0.6292 | 0.7932 |
| No log | 0.8 | 88 | 0.6312 | 0.0071 | 0.6312 | 0.7945 |
| No log | 0.8182 | 90 | 0.6335 | 0.0556 | 0.6335 | 0.7960 |
| No log | 0.8364 | 92 | 0.8906 | 0.1150 | 0.8906 | 0.9437 |
| No log | 0.8545 | 94 | 1.0951 | 0.2059 | 1.0951 | 1.0465 |
| No log | 0.8727 | 96 | 0.6611 | -0.0769 | 0.6611 | 0.8131 |
| No log | 0.8909 | 98 | 0.6371 | 0.0556 | 0.6371 | 0.7982 |
| No log | 0.9091 | 100 | 0.6651 | 0.0 | 0.6651 | 0.8156 |
| No log | 0.9273 | 102 | 1.7243 | 0.0533 | 1.7243 | 1.3131 |
| No log | 0.9455 | 104 | 2.1482 | 0.0813 | 2.1482 | 1.4657 |
| No log | 0.9636 | 106 | 1.7103 | 0.0 | 1.7103 | 1.3078 |
| No log | 0.9818 | 108 | 1.1330 | 0.0 | 1.1330 | 1.0644 |
| No log | 1.0 | 110 | 0.7209 | 0.2762 | 0.7209 | 0.8490 |
| No log | 1.0182 | 112 | 0.6382 | 0.2184 | 0.6382 | 0.7989 |
| No log | 1.0364 | 114 | 0.6342 | 0.1905 | 0.6342 | 0.7963 |
| No log | 1.0545 | 116 | 0.6540 | 0.1556 | 0.6540 | 0.8087 |
| No log | 1.0727 | 118 | 0.7548 | 0.1549 | 0.7548 | 0.8688 |
| No log | 1.0909 | 120 | 0.9920 | 0.1276 | 0.9920 | 0.9960 |
| No log | 1.1091 | 122 | 1.0182 | 0.1055 | 1.0182 | 1.0091 |
| No log | 1.1273 | 124 | 0.9042 | 0.1289 | 0.9042 | 0.9509 |
| No log | 1.1455 | 126 | 0.7367 | 0.1919 | 0.7367 | 0.8583 |
| No log | 1.1636 | 128 | 0.5812 | 0.3882 | 0.5812 | 0.7623 |
| No log | 1.1818 | 130 | 0.6108 | 0.2967 | 0.6108 | 0.7816 |
| No log | 1.2 | 132 | 0.7027 | 0.3561 | 0.7027 | 0.8383 |
| No log | 1.2182 | 134 | 0.7426 | 0.2709 | 0.7426 | 0.8617 |
| No log | 1.2364 | 136 | 0.7021 | 0.2965 | 0.7021 | 0.8379 |
| No log | 1.2545 | 138 | 0.7453 | 0.2075 | 0.7453 | 0.8633 |
| No log | 1.2727 | 140 | 0.6723 | 0.2653 | 0.6723 | 0.8199 |
| No log | 1.2909 | 142 | 0.7357 | 0.2442 | 0.7357 | 0.8577 |
| No log | 1.3091 | 144 | 0.6683 | 0.2323 | 0.6683 | 0.8175 |
| No log | 1.3273 | 146 | 0.7113 | 0.2000 | 0.7113 | 0.8434 |
| No log | 1.3455 | 148 | 0.6515 | 0.1848 | 0.6515 | 0.8072 |
| No log | 1.3636 | 150 | 0.7611 | 0.1730 | 0.7611 | 0.8724 |
| No log | 1.3818 | 152 | 1.0953 | 0.2000 | 1.0953 | 1.0466 |
| No log | 1.4 | 154 | 0.7915 | 0.1873 | 0.7915 | 0.8897 |
| No log | 1.4182 | 156 | 0.5524 | 0.4924 | 0.5524 | 0.7432 |
| No log | 1.4364 | 158 | 0.7644 | 0.2364 | 0.7644 | 0.8743 |
| No log | 1.4545 | 160 | 0.6036 | 0.3892 | 0.6036 | 0.7769 |
| No log | 1.4727 | 162 | 0.5988 | 0.2661 | 0.5988 | 0.7738 |
| No log | 1.4909 | 164 | 0.6835 | 0.2863 | 0.6835 | 0.8267 |
| No log | 1.5091 | 166 | 0.5248 | 0.5516 | 0.5248 | 0.7244 |
| No log | 1.5273 | 168 | 0.7124 | 0.3886 | 0.7124 | 0.8440 |
| No log | 1.5455 | 170 | 0.7760 | 0.3083 | 0.7760 | 0.8809 |
| No log | 1.5636 | 172 | 0.8031 | 0.3115 | 0.8031 | 0.8961 |
| No log | 1.5818 | 174 | 0.5519 | 0.4400 | 0.5519 | 0.7429 |
| No log | 1.6 | 176 | 0.9743 | 0.2230 | 0.9743 | 0.9870 |
| No log | 1.6182 | 178 | 0.9269 | 0.2243 | 0.9269 | 0.9628 |
| No log | 1.6364 | 180 | 0.5600 | 0.3439 | 0.5600 | 0.7484 |
| No log | 1.6545 | 182 | 0.6681 | 0.25 | 0.6681 | 0.8174 |
| No log | 1.6727 | 184 | 0.7091 | 0.2077 | 0.7091 | 0.8421 |
| No log | 1.6909 | 186 | 0.5273 | 0.3171 | 0.5273 | 0.7262 |
| No log | 1.7091 | 188 | 0.7989 | 0.2000 | 0.7989 | 0.8938 |
| No log | 1.7273 | 190 | 1.0166 | 0.1698 | 1.0166 | 1.0083 |
| No log | 1.7455 | 192 | 0.8503 | 0.2000 | 0.8503 | 0.9221 |
| No log | 1.7636 | 194 | 0.5951 | 0.2707 | 0.5951 | 0.7714 |
| No log | 1.7818 | 196 | 0.7417 | 0.2787 | 0.7417 | 0.8612 |
| No log | 1.8 | 198 | 0.6521 | 0.2340 | 0.6521 | 0.8075 |
| No log | 1.8182 | 200 | 0.6451 | 0.1648 | 0.6451 | 0.8032 |
| No log | 1.8364 | 202 | 0.8108 | 0.2900 | 0.8108 | 0.9005 |
| No log | 1.8545 | 204 | 0.8587 | 0.2195 | 0.8587 | 0.9267 |
| No log | 1.8727 | 206 | 0.7477 | 0.2523 | 0.7477 | 0.8647 |
| No log | 1.8909 | 208 | 0.6449 | 0.2421 | 0.6449 | 0.8030 |
| No log | 1.9091 | 210 | 0.6834 | 0.3641 | 0.6834 | 0.8267 |
| No log | 1.9273 | 212 | 0.5839 | 0.3035 | 0.5839 | 0.7641 |
| No log | 1.9455 | 214 | 0.5515 | 0.4112 | 0.5515 | 0.7426 |
| No log | 1.9636 | 216 | 0.5419 | 0.3878 | 0.5419 | 0.7362 |
| No log | 1.9818 | 218 | 0.7387 | 0.2637 | 0.7387 | 0.8595 |
| No log | 2.0 | 220 | 0.6959 | 0.2410 | 0.6959 | 0.8342 |
| No log | 2.0182 | 222 | 0.5107 | 0.4222 | 0.5107 | 0.7146 |
| No log | 2.0364 | 224 | 0.6809 | 0.1919 | 0.6809 | 0.8252 |
| No log | 2.0545 | 226 | 1.0425 | 0.1942 | 1.0425 | 1.0210 |
| No log | 2.0727 | 228 | 0.6717 | 0.2821 | 0.6717 | 0.8196 |
| No log | 2.0909 | 230 | 0.4980 | 0.3684 | 0.4980 | 0.7057 |
| No log | 2.1091 | 232 | 0.5658 | 0.3684 | 0.5658 | 0.7522 |
| No log | 2.1273 | 234 | 0.4365 | 0.4639 | 0.4365 | 0.6607 |
| No log | 2.1455 | 236 | 0.8056 | 0.2511 | 0.8056 | 0.8975 |
| No log | 2.1636 | 238 | 0.8298 | 0.2542 | 0.8298 | 0.9109 |
| No log | 2.1818 | 240 | 0.6040 | 0.3898 | 0.6040 | 0.7772 |
| No log | 2.2 | 242 | 0.4711 | 0.2771 | 0.4711 | 0.6864 |
| No log | 2.2182 | 244 | 0.5249 | 0.3191 | 0.5249 | 0.7245 |
| No log | 2.2364 | 246 | 0.5256 | 0.2457 | 0.5256 | 0.7250 |
| No log | 2.2545 | 248 | 0.4989 | 0.2883 | 0.4989 | 0.7063 |
| No log | 2.2727 | 250 | 0.5407 | 0.3882 | 0.5407 | 0.7353 |
| No log | 2.2909 | 252 | 0.5855 | 0.2787 | 0.5855 | 0.7652 |
| No log | 2.3091 | 254 | 0.4980 | 0.2970 | 0.4980 | 0.7057 |
| No log | 2.3273 | 256 | 0.5194 | 0.4346 | 0.5194 | 0.7207 |
| No log | 2.3455 | 258 | 0.5143 | 0.4694 | 0.5143 | 0.7172 |
| No log | 2.3636 | 260 | 0.5307 | 0.4171 | 0.5307 | 0.7285 |
| No log | 2.3818 | 262 | 0.6579 | 0.3067 | 0.6579 | 0.8111 |
| No log | 2.4 | 264 | 0.5614 | 0.4171 | 0.5614 | 0.7493 |
| No log | 2.4182 | 266 | 0.5430 | 0.5423 | 0.5430 | 0.7369 |
| No log | 2.4364 | 268 | 0.5329 | 0.4951 | 0.5329 | 0.7300 |
| No log | 2.4545 | 270 | 0.5461 | 0.4118 | 0.5461 | 0.7390 |
| No log | 2.4727 | 272 | 0.6477 | 0.2965 | 0.6477 | 0.8048 |
| No log | 2.4909 | 274 | 0.5431 | 0.4396 | 0.5431 | 0.7370 |
| No log | 2.5091 | 276 | 0.6048 | 0.3297 | 0.6048 | 0.7777 |
| No log | 2.5273 | 278 | 0.5725 | 0.4033 | 0.5725 | 0.7566 |
| No log | 2.5455 | 280 | 0.5633 | 0.4340 | 0.5633 | 0.7506 |
| No log | 2.5636 | 282 | 0.8333 | 0.2239 | 0.8333 | 0.9128 |
| No log | 2.5818 | 284 | 0.7490 | 0.2618 | 0.7490 | 0.8655 |
| No log | 2.6 | 286 | 0.5552 | 0.4340 | 0.5552 | 0.7451 |
| No log | 2.6182 | 288 | 0.6488 | 0.2653 | 0.6488 | 0.8055 |
| No log | 2.6364 | 290 | 0.9723 | 0.1628 | 0.9723 | 0.9860 |
| No log | 2.6545 | 292 | 0.8147 | 0.1504 | 0.8147 | 0.9026 |
| No log | 2.6727 | 294 | 0.5305 | 0.3182 | 0.5305 | 0.7284 |
| No log | 2.6909 | 296 | 0.5610 | 0.3535 | 0.5610 | 0.7490 |
| No log | 2.7091 | 298 | 0.5468 | 0.3878 | 0.5468 | 0.7394 |
| No log | 2.7273 | 300 | 0.5150 | 0.3216 | 0.5150 | 0.7176 |
| No log | 2.7455 | 302 | 0.5310 | 0.3333 | 0.5310 | 0.7287 |
| No log | 2.7636 | 304 | 0.4844 | 0.3913 | 0.4844 | 0.6960 |
| No log | 2.7818 | 306 | 0.4784 | 0.5080 | 0.4784 | 0.6916 |
| No log | 2.8 | 308 | 0.4495 | 0.3862 | 0.4495 | 0.6704 |
| No log | 2.8182 | 310 | 0.4454 | 0.4171 | 0.4454 | 0.6674 |
| No log | 2.8364 | 312 | 0.4250 | 0.4518 | 0.4250 | 0.6519 |
| No log | 2.8545 | 314 | 0.4090 | 0.4468 | 0.4090 | 0.6395 |
| No log | 2.8727 | 316 | 0.4466 | 0.3990 | 0.4466 | 0.6682 |
| No log | 2.8909 | 318 | 0.5666 | 0.4396 | 0.5666 | 0.7527 |
| No log | 2.9091 | 320 | 0.4351 | 0.3939 | 0.4351 | 0.6596 |
| No log | 2.9273 | 322 | 0.5042 | 0.3990 | 0.5042 | 0.7101 |
| No log | 2.9455 | 324 | 0.6699 | 0.4093 | 0.6699 | 0.8185 |
| No log | 2.9636 | 326 | 0.4791 | 0.3990 | 0.4791 | 0.6922 |
| No log | 2.9818 | 328 | 0.4179 | 0.3927 | 0.4179 | 0.6464 |
| No log | 3.0 | 330 | 0.5164 | 0.4167 | 0.5164 | 0.7186 |
| No log | 3.0182 | 332 | 0.4949 | 0.3641 | 0.4949 | 0.7035 |
| No log | 3.0364 | 334 | 0.4381 | 0.4350 | 0.4381 | 0.6619 |
| No log | 3.0545 | 336 | 0.6735 | 0.2676 | 0.6735 | 0.8207 |
| No log | 3.0727 | 338 | 0.6584 | 0.2850 | 0.6584 | 0.8114 |
| No log | 3.0909 | 340 | 0.4493 | 0.4545 | 0.4493 | 0.6703 |
| No log | 3.1091 | 342 | 0.4876 | 0.4167 | 0.4876 | 0.6983 |
| No log | 3.1273 | 344 | 0.5244 | 0.3862 | 0.5244 | 0.7242 |
| No log | 3.1455 | 346 | 0.4353 | 0.2393 | 0.4353 | 0.6598 |
| No log | 3.1636 | 348 | 0.4845 | 0.4023 | 0.4845 | 0.6960 |
| No log | 3.1818 | 350 | 0.8368 | 0.2960 | 0.8368 | 0.9148 |
| No log | 3.2 | 352 | 0.8512 | 0.2960 | 0.8512 | 0.9226 |
| No log | 3.2182 | 354 | 0.6255 | 0.3433 | 0.6255 | 0.7909 |
| No log | 3.2364 | 356 | 0.4380 | 0.3711 | 0.4380 | 0.6618 |
| No log | 3.2545 | 358 | 0.4396 | 0.4065 | 0.4396 | 0.6630 |
| No log | 3.2727 | 360 | 0.4927 | 0.3563 | 0.4927 | 0.7019 |
| No log | 3.2909 | 362 | 0.5223 | 0.3520 | 0.5223 | 0.7227 |
| No log | 3.3091 | 364 | 0.4564 | 0.3829 | 0.4564 | 0.6756 |
| No log | 3.3273 | 366 | 0.4400 | 0.5337 | 0.4400 | 0.6633 |
| No log | 3.3455 | 368 | 0.5340 | 0.3446 | 0.5340 | 0.7307 |
| No log | 3.3636 | 370 | 0.5767 | 0.2990 | 0.5767 | 0.7594 |
| No log | 3.3818 | 372 | 0.5237 | 0.4225 | 0.5237 | 0.7237 |
| No log | 3.4 | 374 | 0.4996 | 0.4709 | 0.4996 | 0.7068 |
| No log | 3.4182 | 376 | 0.4806 | 0.5102 | 0.4806 | 0.6933 |
| No log | 3.4364 | 378 | 0.5004 | 0.5052 | 0.5004 | 0.7074 |
| No log | 3.4545 | 380 | 0.4687 | 0.4343 | 0.4687 | 0.6846 |
| No log | 3.4727 | 382 | 0.4797 | 0.3508 | 0.4797 | 0.6926 |
| No log | 3.4909 | 384 | 0.4506 | 0.4350 | 0.4506 | 0.6712 |
| No log | 3.5091 | 386 | 0.4915 | 0.4286 | 0.4915 | 0.7011 |
| No log | 3.5273 | 388 | 0.7112 | 0.1925 | 0.7112 | 0.8434 |
| No log | 3.5455 | 390 | 0.7197 | 0.1925 | 0.7197 | 0.8483 |
| No log | 3.5636 | 392 | 0.5140 | 0.4162 | 0.5140 | 0.7169 |
| No log | 3.5818 | 394 | 0.4615 | 0.3295 | 0.4615 | 0.6793 |
| No log | 3.6 | 396 | 0.5135 | 0.3730 | 0.5135 | 0.7166 |
| No log | 3.6182 | 398 | 0.4745 | 0.3191 | 0.4745 | 0.6888 |
| No log | 3.6364 | 400 | 0.5190 | 0.4917 | 0.5190 | 0.7204 |
| No log | 3.6545 | 402 | 0.6807 | 0.2077 | 0.6807 | 0.8250 |
| No log | 3.6727 | 404 | 0.6240 | 0.2917 | 0.6240 | 0.7900 |
| No log | 3.6909 | 406 | 0.4700 | 0.3865 | 0.4700 | 0.6856 |
| No log | 3.7091 | 408 | 0.5608 | 0.3369 | 0.5608 | 0.7488 |
| No log | 3.7273 | 410 | 0.6505 | 0.2746 | 0.6505 | 0.8065 |
| No log | 3.7455 | 412 | 0.5318 | 0.3369 | 0.5318 | 0.7292 |
| No log | 3.7636 | 414 | 0.4981 | 0.4286 | 0.4981 | 0.7058 |
| No log | 3.7818 | 416 | 0.8470 | 0.2000 | 0.8470 | 0.9203 |
| No log | 3.8 | 418 | 0.9573 | 0.1405 | 0.9573 | 0.9784 |
| No log | 3.8182 | 420 | 0.7489 | 0.2300 | 0.7489 | 0.8654 |
| No log | 3.8364 | 422 | 0.5474 | 0.3846 | 0.5474 | 0.7399 |
| No log | 3.8545 | 424 | 0.4694 | 0.3708 | 0.4694 | 0.6852 |
| No log | 3.8727 | 426 | 0.5364 | 0.2727 | 0.5364 | 0.7324 |
| No log | 3.8909 | 428 | 0.5256 | 0.3520 | 0.5256 | 0.7250 |
| No log | 3.9091 | 430 | 0.4539 | 0.3253 | 0.4539 | 0.6737 |
| No log | 3.9273 | 432 | 0.5531 | 0.3118 | 0.5531 | 0.7437 |
| No log | 3.9455 | 434 | 0.7011 | 0.2676 | 0.7011 | 0.8373 |
| No log | 3.9636 | 436 | 0.6729 | 0.3143 | 0.6729 | 0.8203 |
| No log | 3.9818 | 438 | 0.5209 | 0.4725 | 0.5209 | 0.7217 |
| No log | 4.0 | 440 | 0.4727 | 0.3402 | 0.4727 | 0.6875 |
| No log | 4.0182 | 442 | 0.6190 | 0.3769 | 0.6190 | 0.7868 |
| No log | 4.0364 | 444 | 0.7002 | 0.2372 | 0.7002 | 0.8368 |
| No log | 4.0545 | 446 | 0.5710 | 0.4167 | 0.5710 | 0.7556 |
| No log | 4.0727 | 448 | 0.4651 | 0.4098 | 0.4651 | 0.6820 |
| No log | 4.0909 | 450 | 0.6451 | 0.3116 | 0.6451 | 0.8032 |
| No log | 4.1091 | 452 | 0.7204 | 0.2696 | 0.7204 | 0.8487 |
| No log | 4.1273 | 454 | 0.5435 | 0.5027 | 0.5435 | 0.7372 |
| No log | 4.1455 | 456 | 0.4525 | 0.3862 | 0.4525 | 0.6727 |
| No log | 4.1636 | 458 | 0.5086 | 0.3797 | 0.5086 | 0.7132 |
| No log | 4.1818 | 460 | 0.4995 | 0.3797 | 0.4995 | 0.7067 |
| No log | 4.2 | 462 | 0.4401 | 0.3684 | 0.4401 | 0.6634 |
| No log | 4.2182 | 464 | 0.4788 | 0.3810 | 0.4788 | 0.6919 |
| No log | 4.2364 | 466 | 0.5901 | 0.2549 | 0.5901 | 0.7682 |
| No log | 4.2545 | 468 | 0.6621 | 0.2762 | 0.6621 | 0.8137 |
| No log | 4.2727 | 470 | 0.5660 | 0.3231 | 0.5660 | 0.7523 |
| No log | 4.2909 | 472 | 0.4591 | 0.3580 | 0.4591 | 0.6776 |
| No log | 4.3091 | 474 | 0.4374 | 0.4146 | 0.4374 | 0.6614 |
| No log | 4.3273 | 476 | 0.4378 | 0.4012 | 0.4378 | 0.6617 |
| No log | 4.3455 | 478 | 0.4387 | 0.5359 | 0.4387 | 0.6623 |
| No log | 4.3636 | 480 | 0.4248 | 0.4536 | 0.4248 | 0.6517 |
| No log | 4.3818 | 482 | 0.4281 | 0.4222 | 0.4281 | 0.6543 |
| No log | 4.4 | 484 | 0.4483 | 0.5821 | 0.4483 | 0.6696 |
| No log | 4.4182 | 486 | 0.4555 | 0.5294 | 0.4555 | 0.6749 |
| No log | 4.4364 | 488 | 0.4419 | 0.3846 | 0.4419 | 0.6648 |
| No log | 4.4545 | 490 | 0.4449 | 0.3520 | 0.4449 | 0.6670 |
| No log | 4.4727 | 492 | 0.4450 | 0.3520 | 0.4450 | 0.6671 |
| No log | 4.4909 | 494 | 0.4495 | 0.3520 | 0.4495 | 0.6704 |
| No log | 4.5091 | 496 | 0.4556 | 0.3846 | 0.4556 | 0.6750 |
| No log | 4.5273 | 498 | 0.4583 | 0.3478 | 0.4583 | 0.6770 |
| 0.4595 | 4.5455 | 500 | 0.4633 | 0.4043 | 0.4633 | 0.6807 |
| 0.4595 | 4.5636 | 502 | 0.4798 | 0.2626 | 0.4798 | 0.6927 |
| 0.4595 | 4.5818 | 504 | 0.4982 | 0.4409 | 0.4982 | 0.7058 |
| 0.4595 | 4.6 | 506 | 0.4733 | 0.4286 | 0.4733 | 0.6879 |
| 0.4595 | 4.6182 | 508 | 0.4727 | 0.3814 | 0.4727 | 0.6876 |
| 0.4595 | 4.6364 | 510 | 0.4920 | 0.4286 | 0.4920 | 0.7014 |
| 0.4595 | 4.6545 | 512 | 0.4687 | 0.3990 | 0.4687 | 0.6846 |
| 0.4595 | 4.6727 | 514 | 0.4464 | 0.2704 | 0.4464 | 0.6682 |
| 0.4595 | 4.6909 | 516 | 0.4432 | 0.3208 | 0.4432 | 0.6657 |
| 0.4595 | 4.7091 | 518 | 0.4468 | 0.3548 | 0.4468 | 0.6685 |
| 0.4595 | 4.7273 | 520 | 0.4405 | 0.3377 | 0.4405 | 0.6637 |
| 0.4595 | 4.7455 | 522 | 0.4580 | 0.2704 | 0.4580 | 0.6767 |
| 0.4595 | 4.7636 | 524 | 0.5200 | 0.3563 | 0.5200 | 0.7211 |
| 0.4595 | 4.7818 | 526 | 0.5336 | 0.3333 | 0.5336 | 0.7305 |
| 0.4595 | 4.8 | 528 | 0.4740 | 0.4286 | 0.4740 | 0.6885 |
| 0.4595 | 4.8182 | 530 | 0.4321 | 0.2970 | 0.4321 | 0.6573 |
| 0.4595 | 4.8364 | 532 | 0.4324 | 0.2970 | 0.4324 | 0.6576 |
| 0.4595 | 4.8545 | 534 | 0.4502 | 0.4743 | 0.4502 | 0.6710 |
| 0.4595 | 4.8727 | 536 | 0.4547 | 0.4743 | 0.4547 | 0.6743 |
| 0.4595 | 4.8909 | 538 | 0.4640 | 0.5056 | 0.4640 | 0.6812 |
| 0.4595 | 4.9091 | 540 | 0.4468 | 0.3216 | 0.4468 | 0.6684 |
| 0.4595 | 4.9273 | 542 | 0.4408 | 0.3488 | 0.4408 | 0.6639 |
| 0.4595 | 4.9455 | 544 | 0.4415 | 0.3488 | 0.4415 | 0.6645 |
| 0.4595 | 4.9636 | 546 | 0.4766 | 0.4652 | 0.4766 | 0.6904 |
| 0.4595 | 4.9818 | 548 | 0.5557 | 0.3706 | 0.5557 | 0.7454 |
| 0.4595 | 5.0 | 550 | 0.6973 | 0.3524 | 0.6973 | 0.8350 |
| 0.4595 | 5.0182 | 552 | 0.6557 | 0.3333 | 0.6557 | 0.8098 |
| 0.4595 | 5.0364 | 554 | 0.5301 | 0.4043 | 0.5301 | 0.7281 |
| 0.4595 | 5.0545 | 556 | 0.4437 | 0.3636 | 0.4437 | 0.6661 |
| 0.4595 | 5.0727 | 558 | 0.4813 | 0.4051 | 0.4813 | 0.6937 |
| 0.4595 | 5.0909 | 560 | 0.5451 | 0.3439 | 0.5451 | 0.7383 |
| 0.4595 | 5.1091 | 562 | 0.5004 | 0.4051 | 0.5004 | 0.7074 |
| 0.4595 | 5.1273 | 564 | 0.4359 | 0.3913 | 0.4359 | 0.6602 |
| 0.4595 | 5.1455 | 566 | 0.4736 | 0.4526 | 0.4736 | 0.6882 |
| 0.4595 | 5.1636 | 568 | 0.5982 | 0.3237 | 0.5982 | 0.7734 |
| 0.4595 | 5.1818 | 570 | 0.6970 | 0.3480 | 0.6970 | 0.8349 |
| 0.4595 | 5.2 | 572 | 0.6267 | 0.3524 | 0.6267 | 0.7916 |
| 0.4595 | 5.2182 | 574 | 0.4850 | 0.4043 | 0.4850 | 0.6964 |
| 0.4595 | 5.2364 | 576 | 0.4164 | 0.5789 | 0.4164 | 0.6453 |
| 0.4595 | 5.2545 | 578 | 0.4090 | 0.5217 | 0.4090 | 0.6395 |
| 0.4595 | 5.2727 | 580 | 0.4071 | 0.5508 | 0.4071 | 0.6380 |
| 0.4595 | 5.2909 | 582 | 0.4281 | 0.5417 | 0.4281 | 0.6543 |
| 0.4595 | 5.3091 | 584 | 0.5236 | 0.3131 | 0.5236 | 0.7236 |
| 0.4595 | 5.3273 | 586 | 0.5469 | 0.3035 | 0.5469 | 0.7395 |
| 0.4595 | 5.3455 | 588 | 0.4900 | 0.4595 | 0.4900 | 0.7000 |
| 0.4595 | 5.3636 | 590 | 0.4166 | 0.4802 | 0.4166 | 0.6454 |
| 0.4595 | 5.3818 | 592 | 0.4160 | 0.5080 | 0.4160 | 0.6450 |
| 0.4595 | 5.4 | 594 | 0.4189 | 0.5165 | 0.4189 | 0.6472 |
| 0.4595 | 5.4182 | 596 | 0.4212 | 0.4222 | 0.4212 | 0.6490 |
| 0.4595 | 5.4364 | 598 | 0.4287 | 0.3882 | 0.4287 | 0.6548 |
| 0.4595 | 5.4545 | 600 | 0.4342 | 0.3939 | 0.4342 | 0.6590 |
| 0.4595 | 5.4727 | 602 | 0.4345 | 0.3939 | 0.4345 | 0.6592 |
| 0.4595 | 5.4909 | 604 | 0.4377 | 0.3810 | 0.4377 | 0.6616 |
| 0.4595 | 5.5091 | 606 | 0.4315 | 0.3661 | 0.4315 | 0.6569 |
| 0.4595 | 5.5273 | 608 | 0.4335 | 0.3661 | 0.4335 | 0.6584 |
| 0.4595 | 5.5455 | 610 | 0.4448 | 0.5027 | 0.4448 | 0.6670 |
| 0.4595 | 5.5636 | 612 | 0.4918 | 0.5282 | 0.4918 | 0.7013 |
| 0.4595 | 5.5818 | 614 | 0.5428 | 0.3231 | 0.5428 | 0.7368 |
| 0.4595 | 5.6 | 616 | 0.5738 | 0.2941 | 0.5738 | 0.7575 |
| 0.4595 | 5.6182 | 618 | 0.5580 | 0.3498 | 0.5580 | 0.7470 |
| 0.4595 | 5.6364 | 620 | 0.5198 | 0.5025 | 0.5198 | 0.7210 |
| 0.4595 | 5.6545 | 622 | 0.4767 | 0.5183 | 0.4767 | 0.6904 |
| 0.4595 | 5.6727 | 624 | 0.4561 | 0.5122 | 0.4561 | 0.6753 |
| 0.4595 | 5.6909 | 626 | 0.4616 | 0.3524 | 0.4616 | 0.6794 |
| 0.4595 | 5.7091 | 628 | 0.4530 | 0.4627 | 0.4530 | 0.6731 |
| 0.4595 | 5.7273 | 630 | 0.4534 | 0.5385 | 0.4534 | 0.6733 |
| 0.4595 | 5.7455 | 632 | 0.5129 | 0.5464 | 0.5129 | 0.7162 |
| 0.4595 | 5.7636 | 634 | 0.5766 | 0.36 | 0.5766 | 0.7594 |
| 0.4595 | 5.7818 | 636 | 0.5627 | 0.3814 | 0.5627 | 0.7501 |
| 0.4595 | 5.8 | 638 | 0.4739 | 0.5102 | 0.4739 | 0.6884 |
| 0.4595 | 5.8182 | 640 | 0.4595 | 0.4112 | 0.4595 | 0.6779 |
| 0.4595 | 5.8364 | 642 | 0.5748 | 0.3623 | 0.5748 | 0.7582 |
| 0.4595 | 5.8545 | 644 | 0.5899 | 0.3623 | 0.5899 | 0.7681 |
| 0.4595 | 5.8727 | 646 | 0.5157 | 0.3299 | 0.5157 | 0.7181 |
| 0.4595 | 5.8909 | 648 | 0.4406 | 0.4462 | 0.4406 | 0.6638 |
| 0.4595 | 5.9091 | 650 | 0.4495 | 0.4894 | 0.4495 | 0.6704 |
| 0.4595 | 5.9273 | 652 | 0.4579 | 0.4839 | 0.4579 | 0.6766 |
| 0.4595 | 5.9455 | 654 | 0.4442 | 0.4348 | 0.4442 | 0.6665 |
| 0.4595 | 5.9636 | 656 | 0.4333 | 0.4162 | 0.4333 | 0.6582 |
| 0.4595 | 5.9818 | 658 | 0.4344 | 0.4222 | 0.4344 | 0.6591 |
| 0.4595 | 6.0 | 660 | 0.4445 | 0.3171 | 0.4445 | 0.6667 |
| 0.4595 | 6.0182 | 662 | 0.4756 | 0.4545 | 0.4756 | 0.6896 |
| 0.4595 | 6.0364 | 664 | 0.4779 | 0.4545 | 0.4779 | 0.6913 |
| 0.4595 | 6.0545 | 666 | 0.4602 | 0.4353 | 0.4602 | 0.6784 |
| 0.4595 | 6.0727 | 668 | 0.4423 | 0.4286 | 0.4423 | 0.6650 |
| 0.4595 | 6.0909 | 670 | 0.4417 | 0.4162 | 0.4417 | 0.6646 |
| 0.4595 | 6.1091 | 672 | 0.4595 | 0.3814 | 0.4595 | 0.6778 |
| 0.4595 | 6.1273 | 674 | 0.4804 | 0.3161 | 0.4804 | 0.6931 |
| 0.4595 | 6.1455 | 676 | 0.4619 | 0.4400 | 0.4619 | 0.6796 |
| 0.4595 | 6.1636 | 678 | 0.4573 | 0.5052 | 0.4573 | 0.6762 |
| 0.4595 | 6.1818 | 680 | 0.4630 | 0.5132 | 0.4630 | 0.6805 |
| 0.4595 | 6.2 | 682 | 0.4585 | 0.5052 | 0.4585 | 0.6771 |
| 0.4595 | 6.2182 | 684 | 0.4555 | 0.5294 | 0.4555 | 0.6749 |
| 0.4595 | 6.2364 | 686 | 0.4541 | 0.5248 | 0.4541 | 0.6739 |
| 0.4595 | 6.2545 | 688 | 0.4527 | 0.5248 | 0.4527 | 0.6728 |
| 0.4595 | 6.2727 | 690 | 0.4539 | 0.5152 | 0.4539 | 0.6737 |
| 0.4595 | 6.2909 | 692 | 0.4585 | 0.5248 | 0.4585 | 0.6771 |
| 0.4595 | 6.3091 | 694 | 0.4758 | 0.4157 | 0.4758 | 0.6898 |
| 0.4595 | 6.3273 | 696 | 0.4911 | 0.4152 | 0.4911 | 0.7008 |
| 0.4595 | 6.3455 | 698 | 0.5026 | 0.4023 | 0.5026 | 0.7090 |
| 0.4595 | 6.3636 | 700 | 0.5165 | 0.4023 | 0.5165 | 0.7187 |
| 0.4595 | 6.3818 | 702 | 0.5123 | 0.4023 | 0.5123 | 0.7158 |
| 0.4595 | 6.4 | 704 | 0.4897 | 0.3810 | 0.4897 | 0.6998 |
| 0.4595 | 6.4182 | 706 | 0.4629 | 0.3295 | 0.4629 | 0.6804 |
| 0.4595 | 6.4364 | 708 | 0.4581 | 0.3898 | 0.4581 | 0.6768 |
| 0.4595 | 6.4545 | 710 | 0.4617 | 0.4112 | 0.4617 | 0.6795 |
| 0.4595 | 6.4727 | 712 | 0.4726 | 0.4573 | 0.4726 | 0.6874 |
| 0.4595 | 6.4909 | 714 | 0.4654 | 0.4112 | 0.4654 | 0.6822 |
| 0.4595 | 6.5091 | 716 | 0.4834 | 0.3913 | 0.4834 | 0.6953 |
| 0.4595 | 6.5273 | 718 | 0.5383 | 0.3797 | 0.5383 | 0.7337 |
| 0.4595 | 6.5455 | 720 | 0.5894 | 0.3663 | 0.5894 | 0.7677 |
| 0.4595 | 6.5636 | 722 | 0.5470 | 0.3684 | 0.5470 | 0.7396 |
| 0.4595 | 6.5818 | 724 | 0.4886 | 0.3591 | 0.4886 | 0.6990 |
| 0.4595 | 6.6 | 726 | 0.4772 | 0.4286 | 0.4772 | 0.6908 |
| 0.4595 | 6.6182 | 728 | 0.4765 | 0.4851 | 0.4765 | 0.6903 |
| 0.4595 | 6.6364 | 730 | 0.4759 | 0.4573 | 0.4759 | 0.6898 |
| 0.4595 | 6.6545 | 732 | 0.4679 | 0.4924 | 0.4679 | 0.6840 |
| 0.4595 | 6.6727 | 734 | 0.4717 | 0.3182 | 0.4717 | 0.6868 |
| 0.4595 | 6.6909 | 736 | 0.5260 | 0.3297 | 0.5260 | 0.7252 |
| 0.4595 | 6.7091 | 738 | 0.5689 | 0.3231 | 0.5689 | 0.7543 |
| 0.4595 | 6.7273 | 740 | 0.5379 | 0.3439 | 0.5379 | 0.7334 |
| 0.4595 | 6.7455 | 742 | 0.4775 | 0.4222 | 0.4775 | 0.6910 |
| 0.4595 | 6.7636 | 744 | 0.4562 | 0.3778 | 0.4562 | 0.6754 |
| 0.4595 | 6.7818 | 746 | 0.4577 | 0.3730 | 0.4577 | 0.6765 |
| 0.4595 | 6.8 | 748 | 0.4580 | 0.3371 | 0.4580 | 0.6767 |
| 0.4595 | 6.8182 | 750 | 0.4711 | 0.3520 | 0.4711 | 0.6864 |
| 0.4595 | 6.8364 | 752 | 0.5041 | 0.4475 | 0.5041 | 0.7100 |
| 0.4595 | 6.8545 | 754 | 0.5504 | 0.3927 | 0.5504 | 0.7419 |
| 0.4595 | 6.8727 | 756 | 0.5507 | 0.3927 | 0.5507 | 0.7421 |
| 0.4595 | 6.8909 | 758 | 0.5064 | 0.4475 | 0.5064 | 0.7116 |
| 0.4595 | 6.9091 | 760 | 0.4683 | 0.3636 | 0.4683 | 0.6844 |
| 0.4595 | 6.9273 | 762 | 0.4548 | 0.3730 | 0.4548 | 0.6744 |
| 0.4595 | 6.9455 | 764 | 0.4534 | 0.3371 | 0.4534 | 0.6733 |
| 0.4595 | 6.9636 | 766 | 0.4677 | 0.4286 | 0.4677 | 0.6839 |
| 0.4595 | 6.9818 | 768 | 0.4758 | 0.4220 | 0.4758 | 0.6898 |
| 0.4595 | 7.0 | 770 | 0.4893 | 0.4152 | 0.4893 | 0.6995 |
| 0.4595 | 7.0182 | 772 | 0.5183 | 0.3224 | 0.5183 | 0.7199 |
| 0.4595 | 7.0364 | 774 | 0.5063 | 0.3898 | 0.5063 | 0.7115 |
| 0.4595 | 7.0545 | 776 | 0.4844 | 0.4475 | 0.4844 | 0.6960 |
| 0.4595 | 7.0727 | 778 | 0.4792 | 0.4839 | 0.4792 | 0.6922 |
| 0.4595 | 7.0909 | 780 | 0.4634 | 0.4400 | 0.4634 | 0.6807 |
| 0.4595 | 7.1091 | 782 | 0.4564 | 0.4747 | 0.4564 | 0.6756 |
| 0.4595 | 7.1273 | 784 | 0.4573 | 0.4747 | 0.4573 | 0.6763 |
| 0.4595 | 7.1455 | 786 | 0.4582 | 0.3905 | 0.4582 | 0.6769 |
| 0.4595 | 7.1636 | 788 | 0.4538 | 0.4286 | 0.4538 | 0.6736 |
| 0.4595 | 7.1818 | 790 | 0.4607 | 0.4583 | 0.4607 | 0.6787 |
| 0.4595 | 7.2 | 792 | 0.4994 | 0.4583 | 0.4994 | 0.7067 |
| 0.4595 | 7.2182 | 794 | 0.5496 | 0.3978 | 0.5496 | 0.7414 |
| 0.4595 | 7.2364 | 796 | 0.5596 | 0.3131 | 0.5596 | 0.7480 |
| 0.4595 | 7.2545 | 798 | 0.5550 | 0.3231 | 0.5550 | 0.7450 |
| 0.4595 | 7.2727 | 800 | 0.5326 | 0.3661 | 0.5326 | 0.7298 |
| 0.4595 | 7.2909 | 802 | 0.4969 | 0.3898 | 0.4969 | 0.7049 |
| 0.4595 | 7.3091 | 804 | 0.4869 | 0.4091 | 0.4869 | 0.6978 |
| 0.4595 | 7.3273 | 806 | 0.4791 | 0.4157 | 0.4791 | 0.6922 |
| 0.4595 | 7.3455 | 808 | 0.4859 | 0.4091 | 0.4859 | 0.6971 |
| 0.4595 | 7.3636 | 810 | 0.4850 | 0.4475 | 0.4850 | 0.6964 |
| 0.4595 | 7.3818 | 812 | 0.4744 | 0.4162 | 0.4744 | 0.6888 |
| 0.4595 | 7.4 | 814 | 0.4831 | 0.4157 | 0.4831 | 0.6950 |
| 0.4595 | 7.4182 | 816 | 0.5001 | 0.4091 | 0.5001 | 0.7072 |
| 0.4595 | 7.4364 | 818 | 0.4955 | 0.4091 | 0.4955 | 0.7039 |
| 0.4595 | 7.4545 | 820 | 0.4935 | 0.4475 | 0.4935 | 0.7025 |
| 0.4595 | 7.4727 | 822 | 0.4887 | 0.4475 | 0.4887 | 0.6991 |
| 0.4595 | 7.4909 | 824 | 0.4614 | 0.3439 | 0.4614 | 0.6793 |
| 0.4595 | 7.5091 | 826 | 0.4529 | 0.4404 | 0.4529 | 0.6730 |
| 0.4595 | 7.5273 | 828 | 0.4537 | 0.3814 | 0.4537 | 0.6736 |
| 0.4595 | 7.5455 | 830 | 0.4597 | 0.4526 | 0.4597 | 0.6780 |
| 0.4595 | 7.5636 | 832 | 0.4705 | 0.4839 | 0.4705 | 0.6860 |
| 0.4595 | 7.5818 | 834 | 0.4820 | 0.4475 | 0.4820 | 0.6942 |
| 0.4595 | 7.6 | 836 | 0.4769 | 0.4475 | 0.4769 | 0.6906 |
| 0.4595 | 7.6182 | 838 | 0.4580 | 0.4973 | 0.4580 | 0.6768 |
| 0.4595 | 7.6364 | 840 | 0.4481 | 0.4286 | 0.4481 | 0.6694 |
| 0.4595 | 7.6545 | 842 | 0.4533 | 0.4973 | 0.4533 | 0.6732 |
| 0.4595 | 7.6727 | 844 | 0.4578 | 0.4607 | 0.4578 | 0.6766 |
| 0.4595 | 7.6909 | 846 | 0.4583 | 0.4607 | 0.4583 | 0.6770 |
| 0.4595 | 7.7091 | 848 | 0.4481 | 0.4222 | 0.4481 | 0.6694 |
| 0.4595 | 7.7273 | 850 | 0.4346 | 0.4764 | 0.4346 | 0.6592 |
| 0.4595 | 7.7455 | 852 | 0.4344 | 0.4563 | 0.4344 | 0.6591 |
| 0.4595 | 7.7636 | 854 | 0.4355 | 0.4680 | 0.4355 | 0.6599 |
| 0.4595 | 7.7818 | 856 | 0.4362 | 0.4694 | 0.4362 | 0.6605 |
| 0.4595 | 7.8 | 858 | 0.4392 | 0.4764 | 0.4392 | 0.6627 |
| 0.4595 | 7.8182 | 860 | 0.4434 | 0.4764 | 0.4434 | 0.6659 |
| 0.4595 | 7.8364 | 862 | 0.4520 | 0.4222 | 0.4520 | 0.6723 |
| 0.4595 | 7.8545 | 864 | 0.4645 | 0.4286 | 0.4645 | 0.6815 |
| 0.4595 | 7.8727 | 866 | 0.4760 | 0.4475 | 0.4760 | 0.6899 |
| 0.4595 | 7.8909 | 868 | 0.4846 | 0.4348 | 0.4846 | 0.6961 |
| 0.4595 | 7.9091 | 870 | 0.4742 | 0.4157 | 0.4742 | 0.6886 |
| 0.4595 | 7.9273 | 872 | 0.4581 | 0.4286 | 0.4581 | 0.6769 |
| 0.4595 | 7.9455 | 874 | 0.4596 | 0.4286 | 0.4596 | 0.6780 |
| 0.4595 | 7.9636 | 876 | 0.4742 | 0.4157 | 0.4742 | 0.6886 |
| 0.4595 | 7.9818 | 878 | 0.4981 | 0.4225 | 0.4981 | 0.7058 |
| 0.4595 | 8.0 | 880 | 0.5341 | 0.36 | 0.5341 | 0.7308 |
| 0.4595 | 8.0182 | 882 | 0.5549 | 0.3498 | 0.5549 | 0.7449 |
| 0.4595 | 8.0364 | 884 | 0.5341 | 0.3663 | 0.5341 | 0.7308 |
| 0.4595 | 8.0545 | 886 | 0.5018 | 0.4348 | 0.5018 | 0.7084 |
| 0.4595 | 8.0727 | 888 | 0.4733 | 0.5282 | 0.4733 | 0.6880 |
| 0.4595 | 8.0909 | 890 | 0.4560 | 0.4510 | 0.4560 | 0.6753 |
| 0.4595 | 8.1091 | 892 | 0.4584 | 0.4518 | 0.4584 | 0.6770 |
| 0.4595 | 8.1273 | 894 | 0.4611 | 0.4518 | 0.4611 | 0.6790 |
| 0.4595 | 8.1455 | 896 | 0.4556 | 0.4518 | 0.4556 | 0.6750 |
| 0.4595 | 8.1636 | 898 | 0.4476 | 0.4747 | 0.4476 | 0.6690 |
| 0.4595 | 8.1818 | 900 | 0.4497 | 0.4286 | 0.4497 | 0.6706 |
| 0.4595 | 8.2 | 902 | 0.4564 | 0.4225 | 0.4564 | 0.6755 |
| 0.4595 | 8.2182 | 904 | 0.4683 | 0.4286 | 0.4683 | 0.6843 |
| 0.4595 | 8.2364 | 906 | 0.4745 | 0.4286 | 0.4745 | 0.6888 |
| 0.4595 | 8.2545 | 908 | 0.4772 | 0.4157 | 0.4772 | 0.6908 |
| 0.4595 | 8.2727 | 910 | 0.4703 | 0.4286 | 0.4703 | 0.6858 |
| 0.4595 | 8.2909 | 912 | 0.4678 | 0.4667 | 0.4678 | 0.6840 |
| 0.4595 | 8.3091 | 914 | 0.4650 | 0.4667 | 0.4650 | 0.6819 |
| 0.4595 | 8.3273 | 916 | 0.4599 | 0.5027 | 0.4599 | 0.6782 |
| 0.4595 | 8.3455 | 918 | 0.4570 | 0.4947 | 0.4570 | 0.6760 |
| 0.4595 | 8.3636 | 920 | 0.4534 | 0.4947 | 0.4534 | 0.6733 |
| 0.4595 | 8.3818 | 922 | 0.4512 | 0.4947 | 0.4512 | 0.6717 |
| 0.4595 | 8.4 | 924 | 0.4539 | 0.4947 | 0.4539 | 0.6737 |
| 0.4595 | 8.4182 | 926 | 0.4560 | 0.4947 | 0.4560 | 0.6753 |
| 0.4595 | 8.4364 | 928 | 0.4593 | 0.5027 | 0.4593 | 0.6777 |
| 0.4595 | 8.4545 | 930 | 0.4718 | 0.4033 | 0.4718 | 0.6868 |
| 0.4595 | 8.4727 | 932 | 0.4896 | 0.4413 | 0.4896 | 0.6997 |
| 0.4595 | 8.4909 | 934 | 0.4811 | 0.4348 | 0.4811 | 0.6936 |
| 0.4595 | 8.5091 | 936 | 0.4668 | 0.4157 | 0.4668 | 0.6833 |
| 0.4595 | 8.5273 | 938 | 0.4581 | 0.4157 | 0.4581 | 0.6769 |
| 0.4595 | 8.5455 | 940 | 0.4518 | 0.5027 | 0.4518 | 0.6721 |
| 0.4595 | 8.5636 | 942 | 0.4461 | 0.5080 | 0.4461 | 0.6679 |
| 0.4595 | 8.5818 | 944 | 0.4473 | 0.5080 | 0.4473 | 0.6688 |
| 0.4595 | 8.6 | 946 | 0.4572 | 0.4157 | 0.4572 | 0.6761 |
| 0.4595 | 8.6182 | 948 | 0.4651 | 0.4157 | 0.4651 | 0.6820 |
| 0.4595 | 8.6364 | 950 | 0.4655 | 0.4157 | 0.4655 | 0.6823 |
| 0.4595 | 8.6545 | 952 | 0.4618 | 0.4536 | 0.4618 | 0.6795 |
| 0.4595 | 8.6727 | 954 | 0.4643 | 0.4536 | 0.4643 | 0.6814 |
| 0.4595 | 8.6909 | 956 | 0.4627 | 0.4409 | 0.4627 | 0.6802 |
| 0.4595 | 8.7091 | 958 | 0.4663 | 0.4764 | 0.4663 | 0.6829 |
| 0.4595 | 8.7273 | 960 | 0.4621 | 0.5025 | 0.4621 | 0.6797 |
| 0.4595 | 8.7455 | 962 | 0.4493 | 0.5468 | 0.4493 | 0.6703 |
| 0.4595 | 8.7636 | 964 | 0.4440 | 0.52 | 0.4440 | 0.6663 |
| 0.4595 | 8.7818 | 966 | 0.4446 | 0.5048 | 0.4446 | 0.6668 |
| 0.4595 | 8.8 | 968 | 0.4438 | 0.5294 | 0.4438 | 0.6662 |
| 0.4595 | 8.8182 | 970 | 0.4484 | 0.4815 | 0.4484 | 0.6696 |
| 0.4595 | 8.8364 | 972 | 0.4613 | 0.4554 | 0.4613 | 0.6792 |
| 0.4595 | 8.8545 | 974 | 0.4621 | 0.4554 | 0.4621 | 0.6797 |
| 0.4595 | 8.8727 | 976 | 0.4549 | 0.4815 | 0.4549 | 0.6745 |
| 0.4595 | 8.8909 | 978 | 0.4507 | 0.4815 | 0.4507 | 0.6714 |
| 0.4595 | 8.9091 | 980 | 0.4453 | 0.5215 | 0.4453 | 0.6673 |
| 0.4595 | 8.9273 | 982 | 0.4434 | 0.5169 | 0.4434 | 0.6659 |
| 0.4595 | 8.9455 | 984 | 0.4476 | 0.5468 | 0.4476 | 0.6690 |
| 0.4595 | 8.9636 | 986 | 0.4621 | 0.5025 | 0.4621 | 0.6798 |
| 0.4595 | 8.9818 | 988 | 0.4817 | 0.5 | 0.4817 | 0.6941 |
| 0.4595 | 9.0 | 990 | 0.4874 | 0.4652 | 0.4874 | 0.6982 |
| 0.4595 | 9.0182 | 992 | 0.4791 | 0.4652 | 0.4791 | 0.6922 |
| 0.4595 | 9.0364 | 994 | 0.4700 | 0.5 | 0.4700 | 0.6856 |
| 0.4595 | 9.0545 | 996 | 0.4571 | 0.5102 | 0.4571 | 0.6761 |
| 0.4595 | 9.0727 | 998 | 0.4458 | 0.5468 | 0.4458 | 0.6677 |
| 0.0866 | 9.0909 | 1000 | 0.4414 | 0.56 | 0.4414 | 0.6644 |
| 0.0866 | 9.1091 | 1002 | 0.4431 | 0.56 | 0.4431 | 0.6656 |
| 0.0866 | 9.1273 | 1004 | 0.4462 | 0.5152 | 0.4462 | 0.6680 |
| 0.0866 | 9.1455 | 1006 | 0.4491 | 0.5152 | 0.4491 | 0.6701 |
| 0.0866 | 9.1636 | 1008 | 0.4479 | 0.5152 | 0.4479 | 0.6693 |
| 0.0866 | 9.1818 | 1010 | 0.4420 | 0.56 | 0.4420 | 0.6648 |
| 0.0866 | 9.2 | 1012 | 0.4382 | 0.5464 | 0.4382 | 0.6620 |
| 0.0866 | 9.2182 | 1014 | 0.4351 | 0.5464 | 0.4351 | 0.6597 |
| 0.0866 | 9.2364 | 1016 | 0.4340 | 0.5377 | 0.4340 | 0.6588 |
| 0.0866 | 9.2545 | 1018 | 0.4332 | 0.5294 | 0.4332 | 0.6582 |
| 0.0866 | 9.2727 | 1020 | 0.4334 | 0.5294 | 0.4334 | 0.6583 |
| 0.0866 | 9.2909 | 1022 | 0.4340 | 0.5294 | 0.4340 | 0.6588 |
| 0.0866 | 9.3091 | 1024 | 0.4353 | 0.5294 | 0.4353 | 0.6598 |
| 0.0866 | 9.3273 | 1026 | 0.4367 | 0.5215 | 0.4367 | 0.6609 |
| 0.0866 | 9.3455 | 1028 | 0.4372 | 0.5215 | 0.4372 | 0.6612 |
| 0.0866 | 9.3636 | 1030 | 0.4368 | 0.5294 | 0.4368 | 0.6609 |
| 0.0866 | 9.3818 | 1032 | 0.4373 | 0.5294 | 0.4373 | 0.6613 |
| 0.0866 | 9.4 | 1034 | 0.4404 | 0.5377 | 0.4404 | 0.6637 |
| 0.0866 | 9.4182 | 1036 | 0.4469 | 0.5468 | 0.4469 | 0.6685 |
| 0.0866 | 9.4364 | 1038 | 0.4550 | 0.5152 | 0.4550 | 0.6745 |
| 0.0866 | 9.4545 | 1040 | 0.4656 | 0.4694 | 0.4656 | 0.6824 |
| 0.0866 | 9.4727 | 1042 | 0.4732 | 0.3978 | 0.4732 | 0.6879 |
| 0.0866 | 9.4909 | 1044 | 0.4775 | 0.4033 | 0.4775 | 0.6910 |
| 0.0866 | 9.5091 | 1046 | 0.4739 | 0.4033 | 0.4739 | 0.6884 |
| 0.0866 | 9.5273 | 1048 | 0.4658 | 0.4346 | 0.4658 | 0.6825 |
| 0.0866 | 9.5455 | 1050 | 0.4560 | 0.5152 | 0.4560 | 0.6752 |
| 0.0866 | 9.5636 | 1052 | 0.4510 | 0.5152 | 0.4510 | 0.6715 |
| 0.0866 | 9.5818 | 1054 | 0.4478 | 0.52 | 0.4478 | 0.6692 |
| 0.0866 | 9.6 | 1056 | 0.4463 | 0.52 | 0.4463 | 0.6680 |
| 0.0866 | 9.6182 | 1058 | 0.4449 | 0.52 | 0.4449 | 0.6670 |
| 0.0866 | 9.6364 | 1060 | 0.4440 | 0.5330 | 0.4440 | 0.6663 |
| 0.0866 | 9.6545 | 1062 | 0.4427 | 0.5330 | 0.4427 | 0.6654 |
| 0.0866 | 9.6727 | 1064 | 0.4432 | 0.5330 | 0.4432 | 0.6657 |
| 0.0866 | 9.6909 | 1066 | 0.4444 | 0.5330 | 0.4444 | 0.6666 |
| 0.0866 | 9.7091 | 1068 | 0.4445 | 0.5330 | 0.4445 | 0.6667 |
| 0.0866 | 9.7273 | 1070 | 0.4443 | 0.5330 | 0.4443 | 0.6666 |
| 0.0866 | 9.7455 | 1072 | 0.4456 | 0.5330 | 0.4456 | 0.6675 |
| 0.0866 | 9.7636 | 1074 | 0.4474 | 0.4872 | 0.4474 | 0.6689 |
| 0.0866 | 9.7818 | 1076 | 0.4483 | 0.4872 | 0.4483 | 0.6696 |
| 0.0866 | 9.8 | 1078 | 0.4498 | 0.4872 | 0.4498 | 0.6706 |
| 0.0866 | 9.8182 | 1080 | 0.4514 | 0.5152 | 0.4514 | 0.6718 |
| 0.0866 | 9.8364 | 1082 | 0.4529 | 0.5152 | 0.4529 | 0.6730 |
| 0.0866 | 9.8545 | 1084 | 0.4545 | 0.5152 | 0.4545 | 0.6742 |
| 0.0866 | 9.8727 | 1086 | 0.4560 | 0.5152 | 0.4560 | 0.6753 |
| 0.0866 | 9.8909 | 1088 | 0.4573 | 0.5152 | 0.4573 | 0.6763 |
| 0.0866 | 9.9091 | 1090 | 0.4575 | 0.5152 | 0.4575 | 0.6764 |
| 0.0866 | 9.9273 | 1092 | 0.4576 | 0.5152 | 0.4576 | 0.6765 |
| 0.0866 | 9.9455 | 1094 | 0.4572 | 0.5152 | 0.4572 | 0.6762 |
| 0.0866 | 9.9636 | 1096 | 0.4566 | 0.5152 | 0.4566 | 0.6757 |
| 0.0866 | 9.9818 | 1098 | 0.4562 | 0.5152 | 0.4562 | 0.6754 |
| 0.0866 | 10.0 | 1100 | 0.4559 | 0.5152 | 0.4559 | 0.6752 |
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_k19_task3_organization
Base model
aubmindlab/bert-base-arabertv02