ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run3_AugV5_k3_task7_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: 0.4471
- Qwk: 0.5556
- Mse: 0.4471
- Rmse: 0.6687
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100
Training results
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|---|---|---|---|---|---|---|
| No log | 0.1333 | 2 | 2.6123 | -0.0788 | 2.6123 | 1.6163 |
| No log | 0.2667 | 4 | 1.1244 | 0.1268 | 1.1244 | 1.0604 |
| No log | 0.4 | 6 | 0.7119 | 0.2118 | 0.7119 | 0.8437 |
| No log | 0.5333 | 8 | 0.7069 | 0.2558 | 0.7069 | 0.8408 |
| No log | 0.6667 | 10 | 0.6753 | 0.3536 | 0.6753 | 0.8218 |
| No log | 0.8 | 12 | 0.7064 | 0.3286 | 0.7064 | 0.8405 |
| No log | 0.9333 | 14 | 0.6883 | 0.2872 | 0.6883 | 0.8296 |
| No log | 1.0667 | 16 | 0.7426 | 0.2456 | 0.7426 | 0.8617 |
| No log | 1.2 | 18 | 0.8584 | 0.1924 | 0.8584 | 0.9265 |
| No log | 1.3333 | 20 | 0.7923 | 0.2746 | 0.7923 | 0.8901 |
| No log | 1.4667 | 22 | 0.7792 | 0.1952 | 0.7792 | 0.8827 |
| No log | 1.6 | 24 | 0.7564 | 0.3183 | 0.7564 | 0.8697 |
| No log | 1.7333 | 26 | 0.7882 | 0.1906 | 0.7882 | 0.8878 |
| No log | 1.8667 | 28 | 0.9353 | 0.1925 | 0.9353 | 0.9671 |
| No log | 2.0 | 30 | 0.7960 | 0.1973 | 0.7960 | 0.8922 |
| No log | 2.1333 | 32 | 0.6628 | 0.3577 | 0.6628 | 0.8141 |
| No log | 2.2667 | 34 | 0.7264 | 0.4911 | 0.7264 | 0.8523 |
| No log | 2.4 | 36 | 0.7001 | 0.4464 | 0.7001 | 0.8367 |
| No log | 2.5333 | 38 | 0.6357 | 0.4023 | 0.6357 | 0.7973 |
| No log | 2.6667 | 40 | 0.7076 | 0.3157 | 0.7076 | 0.8412 |
| No log | 2.8 | 42 | 0.9176 | 0.3461 | 0.9176 | 0.9579 |
| No log | 2.9333 | 44 | 0.7883 | 0.3719 | 0.7883 | 0.8878 |
| No log | 3.0667 | 46 | 0.7043 | 0.3739 | 0.7043 | 0.8392 |
| No log | 3.2 | 48 | 0.5885 | 0.4731 | 0.5885 | 0.7672 |
| No log | 3.3333 | 50 | 0.5940 | 0.4738 | 0.5940 | 0.7707 |
| No log | 3.4667 | 52 | 0.7071 | 0.3957 | 0.7071 | 0.8409 |
| No log | 3.6 | 54 | 0.8778 | 0.3160 | 0.8778 | 0.9369 |
| No log | 3.7333 | 56 | 0.8439 | 0.3137 | 0.8439 | 0.9186 |
| No log | 3.8667 | 58 | 0.6444 | 0.4677 | 0.6444 | 0.8028 |
| No log | 4.0 | 60 | 0.6385 | 0.4601 | 0.6385 | 0.7991 |
| No log | 4.1333 | 62 | 0.6503 | 0.4743 | 0.6503 | 0.8064 |
| No log | 4.2667 | 64 | 0.6837 | 0.4494 | 0.6837 | 0.8268 |
| No log | 4.4 | 66 | 0.7900 | 0.3204 | 0.7900 | 0.8888 |
| No log | 4.5333 | 68 | 0.7983 | 0.2886 | 0.7983 | 0.8935 |
| No log | 4.6667 | 70 | 0.6949 | 0.4139 | 0.6949 | 0.8336 |
| No log | 4.8 | 72 | 0.6675 | 0.4397 | 0.6675 | 0.8170 |
| No log | 4.9333 | 74 | 0.6664 | 0.4772 | 0.6664 | 0.8163 |
| No log | 5.0667 | 76 | 0.6342 | 0.5389 | 0.6342 | 0.7964 |
| No log | 5.2 | 78 | 0.7407 | 0.3517 | 0.7407 | 0.8607 |
| No log | 5.3333 | 80 | 0.7813 | 0.3431 | 0.7813 | 0.8839 |
| No log | 5.4667 | 82 | 0.6177 | 0.5467 | 0.6177 | 0.7859 |
| No log | 5.6 | 84 | 0.6711 | 0.5484 | 0.6711 | 0.8192 |
| No log | 5.7333 | 86 | 0.7348 | 0.4757 | 0.7348 | 0.8572 |
| No log | 5.8667 | 88 | 0.5615 | 0.4984 | 0.5615 | 0.7493 |
| No log | 6.0 | 90 | 0.5921 | 0.4888 | 0.5921 | 0.7695 |
| No log | 6.1333 | 92 | 0.7173 | 0.3663 | 0.7173 | 0.8469 |
| No log | 6.2667 | 94 | 0.6513 | 0.4477 | 0.6513 | 0.8070 |
| No log | 6.4 | 96 | 0.6096 | 0.4979 | 0.6096 | 0.7808 |
| No log | 6.5333 | 98 | 0.5877 | 0.4795 | 0.5877 | 0.7666 |
| No log | 6.6667 | 100 | 0.6407 | 0.5563 | 0.6407 | 0.8004 |
| No log | 6.8 | 102 | 0.6323 | 0.5302 | 0.6323 | 0.7952 |
| No log | 6.9333 | 104 | 0.6061 | 0.5586 | 0.6061 | 0.7785 |
| No log | 7.0667 | 106 | 0.5815 | 0.5494 | 0.5815 | 0.7625 |
| No log | 7.2 | 108 | 0.6046 | 0.4598 | 0.6046 | 0.7776 |
| No log | 7.3333 | 110 | 0.6139 | 0.4272 | 0.6139 | 0.7835 |
| No log | 7.4667 | 112 | 0.5311 | 0.5860 | 0.5311 | 0.7288 |
| No log | 7.6 | 114 | 0.6351 | 0.5308 | 0.6351 | 0.7969 |
| No log | 7.7333 | 116 | 0.7537 | 0.5414 | 0.7537 | 0.8682 |
| No log | 7.8667 | 118 | 0.6657 | 0.5181 | 0.6657 | 0.8159 |
| No log | 8.0 | 120 | 0.5775 | 0.5741 | 0.5775 | 0.7599 |
| No log | 8.1333 | 122 | 0.5636 | 0.5352 | 0.5636 | 0.7508 |
| No log | 8.2667 | 124 | 0.6433 | 0.4616 | 0.6433 | 0.8021 |
| No log | 8.4 | 126 | 0.5998 | 0.5483 | 0.5998 | 0.7745 |
| No log | 8.5333 | 128 | 0.5815 | 0.5812 | 0.5815 | 0.7625 |
| No log | 8.6667 | 130 | 0.5851 | 0.5563 | 0.5851 | 0.7649 |
| No log | 8.8 | 132 | 0.5985 | 0.5383 | 0.5985 | 0.7736 |
| No log | 8.9333 | 134 | 0.5772 | 0.5707 | 0.5772 | 0.7597 |
| No log | 9.0667 | 136 | 0.5768 | 0.5463 | 0.5768 | 0.7595 |
| No log | 9.2 | 138 | 0.5845 | 0.5611 | 0.5845 | 0.7645 |
| No log | 9.3333 | 140 | 0.5825 | 0.5831 | 0.5825 | 0.7632 |
| No log | 9.4667 | 142 | 0.6894 | 0.4436 | 0.6894 | 0.8303 |
| No log | 9.6 | 144 | 0.6741 | 0.5096 | 0.6741 | 0.8210 |
| No log | 9.7333 | 146 | 0.5747 | 0.5831 | 0.5747 | 0.7581 |
| No log | 9.8667 | 148 | 0.5291 | 0.5611 | 0.5291 | 0.7274 |
| No log | 10.0 | 150 | 0.5552 | 0.5429 | 0.5552 | 0.7451 |
| No log | 10.1333 | 152 | 0.4877 | 0.6577 | 0.4877 | 0.6984 |
| No log | 10.2667 | 154 | 0.5006 | 0.5577 | 0.5006 | 0.7075 |
| No log | 10.4 | 156 | 0.5440 | 0.5673 | 0.5440 | 0.7375 |
| No log | 10.5333 | 158 | 0.5477 | 0.5673 | 0.5477 | 0.7401 |
| No log | 10.6667 | 160 | 0.4817 | 0.6313 | 0.4817 | 0.6941 |
| No log | 10.8 | 162 | 0.5885 | 0.5874 | 0.5885 | 0.7671 |
| No log | 10.9333 | 164 | 0.5966 | 0.5552 | 0.5966 | 0.7724 |
| No log | 11.0667 | 166 | 0.4997 | 0.6133 | 0.4997 | 0.7069 |
| No log | 11.2 | 168 | 0.5396 | 0.5291 | 0.5396 | 0.7346 |
| No log | 11.3333 | 170 | 0.5378 | 0.5653 | 0.5378 | 0.7333 |
| No log | 11.4667 | 172 | 0.5032 | 0.5899 | 0.5032 | 0.7094 |
| No log | 11.6 | 174 | 0.5725 | 0.5970 | 0.5725 | 0.7566 |
| No log | 11.7333 | 176 | 0.6406 | 0.4429 | 0.6406 | 0.8004 |
| No log | 11.8667 | 178 | 0.5722 | 0.5918 | 0.5722 | 0.7564 |
| No log | 12.0 | 180 | 0.5279 | 0.5567 | 0.5279 | 0.7266 |
| No log | 12.1333 | 182 | 0.5588 | 0.5457 | 0.5588 | 0.7475 |
| No log | 12.2667 | 184 | 0.6163 | 0.5307 | 0.6163 | 0.7850 |
| No log | 12.4 | 186 | 0.5552 | 0.5457 | 0.5552 | 0.7451 |
| No log | 12.5333 | 188 | 0.5232 | 0.5890 | 0.5232 | 0.7233 |
| No log | 12.6667 | 190 | 0.5372 | 0.6066 | 0.5372 | 0.7329 |
| No log | 12.8 | 192 | 0.5272 | 0.6269 | 0.5272 | 0.7261 |
| No log | 12.9333 | 194 | 0.5123 | 0.6504 | 0.5123 | 0.7158 |
| No log | 13.0667 | 196 | 0.5256 | 0.5947 | 0.5256 | 0.7250 |
| No log | 13.2 | 198 | 0.5411 | 0.6025 | 0.5411 | 0.7356 |
| No log | 13.3333 | 200 | 0.5275 | 0.6431 | 0.5275 | 0.7263 |
| No log | 13.4667 | 202 | 0.5317 | 0.5479 | 0.5317 | 0.7292 |
| No log | 13.6 | 204 | 0.5426 | 0.4715 | 0.5426 | 0.7366 |
| No log | 13.7333 | 206 | 0.5479 | 0.5846 | 0.5479 | 0.7402 |
| No log | 13.8667 | 208 | 0.6139 | 0.5014 | 0.6139 | 0.7835 |
| No log | 14.0 | 210 | 0.6147 | 0.5014 | 0.6147 | 0.7840 |
| No log | 14.1333 | 212 | 0.5687 | 0.6082 | 0.5687 | 0.7541 |
| No log | 14.2667 | 214 | 0.5897 | 0.5418 | 0.5897 | 0.7679 |
| No log | 14.4 | 216 | 0.5851 | 0.5732 | 0.5851 | 0.7649 |
| No log | 14.5333 | 218 | 0.5565 | 0.5915 | 0.5565 | 0.7460 |
| No log | 14.6667 | 220 | 0.6232 | 0.5160 | 0.6232 | 0.7894 |
| No log | 14.8 | 222 | 0.7947 | 0.4458 | 0.7947 | 0.8915 |
| No log | 14.9333 | 224 | 0.8190 | 0.4277 | 0.8190 | 0.9050 |
| No log | 15.0667 | 226 | 0.7215 | 0.3909 | 0.7215 | 0.8494 |
| No log | 15.2 | 228 | 0.5949 | 0.5406 | 0.5949 | 0.7713 |
| No log | 15.3333 | 230 | 0.5996 | 0.6022 | 0.5996 | 0.7744 |
| No log | 15.4667 | 232 | 0.6064 | 0.5908 | 0.6064 | 0.7787 |
| No log | 15.6 | 234 | 0.5735 | 0.6295 | 0.5735 | 0.7573 |
| No log | 15.7333 | 236 | 0.5698 | 0.6112 | 0.5698 | 0.7548 |
| No log | 15.8667 | 238 | 0.5690 | 0.6186 | 0.5690 | 0.7543 |
| No log | 16.0 | 240 | 0.5529 | 0.5888 | 0.5529 | 0.7436 |
| No log | 16.1333 | 242 | 0.5431 | 0.5107 | 0.5431 | 0.7370 |
| No log | 16.2667 | 244 | 0.5343 | 0.4953 | 0.5343 | 0.7309 |
| No log | 16.4 | 246 | 0.5362 | 0.5022 | 0.5362 | 0.7323 |
| No log | 16.5333 | 248 | 0.5326 | 0.5095 | 0.5326 | 0.7298 |
| No log | 16.6667 | 250 | 0.5274 | 0.5022 | 0.5274 | 0.7262 |
| No log | 16.8 | 252 | 0.5269 | 0.5022 | 0.5269 | 0.7258 |
| No log | 16.9333 | 254 | 0.5317 | 0.5231 | 0.5317 | 0.7292 |
| No log | 17.0667 | 256 | 0.5620 | 0.5422 | 0.5620 | 0.7496 |
| No log | 17.2 | 258 | 0.6009 | 0.4935 | 0.6009 | 0.7751 |
| No log | 17.3333 | 260 | 0.5796 | 0.4935 | 0.5796 | 0.7613 |
| No log | 17.4667 | 262 | 0.5532 | 0.5405 | 0.5532 | 0.7438 |
| No log | 17.6 | 264 | 0.6074 | 0.5871 | 0.6074 | 0.7794 |
| No log | 17.7333 | 266 | 0.7109 | 0.5155 | 0.7109 | 0.8432 |
| No log | 17.8667 | 268 | 0.7739 | 0.4222 | 0.7739 | 0.8797 |
| No log | 18.0 | 270 | 0.6710 | 0.5326 | 0.6710 | 0.8191 |
| No log | 18.1333 | 272 | 0.5608 | 0.5095 | 0.5608 | 0.7489 |
| No log | 18.2667 | 274 | 0.5797 | 0.4611 | 0.5797 | 0.7614 |
| No log | 18.4 | 276 | 0.6678 | 0.3761 | 0.6678 | 0.8172 |
| No log | 18.5333 | 278 | 0.6232 | 0.4616 | 0.6232 | 0.7894 |
| No log | 18.6667 | 280 | 0.5937 | 0.4935 | 0.5937 | 0.7705 |
| No log | 18.8 | 282 | 0.5678 | 0.4895 | 0.5678 | 0.7535 |
| No log | 18.9333 | 284 | 0.5446 | 0.5266 | 0.5446 | 0.7380 |
| No log | 19.0667 | 286 | 0.5257 | 0.4973 | 0.5257 | 0.7250 |
| No log | 19.2 | 288 | 0.5439 | 0.6423 | 0.5439 | 0.7375 |
| No log | 19.3333 | 290 | 0.5264 | 0.5840 | 0.5264 | 0.7255 |
| No log | 19.4667 | 292 | 0.5250 | 0.5697 | 0.5250 | 0.7246 |
| No log | 19.6 | 294 | 0.5418 | 0.4981 | 0.5418 | 0.7361 |
| No log | 19.7333 | 296 | 0.5220 | 0.5300 | 0.5220 | 0.7225 |
| No log | 19.8667 | 298 | 0.4957 | 0.6460 | 0.4957 | 0.7041 |
| No log | 20.0 | 300 | 0.5019 | 0.6518 | 0.5019 | 0.7085 |
| No log | 20.1333 | 302 | 0.5098 | 0.6601 | 0.5098 | 0.7140 |
| No log | 20.2667 | 304 | 0.5058 | 0.5923 | 0.5058 | 0.7112 |
| No log | 20.4 | 306 | 0.5028 | 0.6303 | 0.5028 | 0.7091 |
| No log | 20.5333 | 308 | 0.4981 | 0.5286 | 0.4981 | 0.7058 |
| No log | 20.6667 | 310 | 0.5140 | 0.4876 | 0.5140 | 0.7169 |
| No log | 20.8 | 312 | 0.5223 | 0.4876 | 0.5223 | 0.7227 |
| No log | 20.9333 | 314 | 0.5128 | 0.6156 | 0.5128 | 0.7161 |
| No log | 21.0667 | 316 | 0.5520 | 0.5957 | 0.5520 | 0.7430 |
| No log | 21.2 | 318 | 0.6083 | 0.4893 | 0.6083 | 0.7799 |
| No log | 21.3333 | 320 | 0.5883 | 0.5042 | 0.5883 | 0.7670 |
| No log | 21.4667 | 322 | 0.5123 | 0.5521 | 0.5123 | 0.7157 |
| No log | 21.6 | 324 | 0.5422 | 0.4548 | 0.5421 | 0.7363 |
| No log | 21.7333 | 326 | 0.5860 | 0.4193 | 0.5860 | 0.7655 |
| No log | 21.8667 | 328 | 0.5658 | 0.4569 | 0.5658 | 0.7522 |
| No log | 22.0 | 330 | 0.5146 | 0.5122 | 0.5146 | 0.7173 |
| No log | 22.1333 | 332 | 0.5272 | 0.4705 | 0.5272 | 0.7261 |
| No log | 22.2667 | 334 | 0.5430 | 0.4705 | 0.5430 | 0.7369 |
| No log | 22.4 | 336 | 0.5171 | 0.5631 | 0.5171 | 0.7191 |
| No log | 22.5333 | 338 | 0.4934 | 0.5860 | 0.4934 | 0.7024 |
| No log | 22.6667 | 340 | 0.5330 | 0.5429 | 0.5330 | 0.7301 |
| No log | 22.8 | 342 | 0.5783 | 0.5298 | 0.5783 | 0.7604 |
| No log | 22.9333 | 344 | 0.5303 | 0.5553 | 0.5303 | 0.7282 |
| No log | 23.0667 | 346 | 0.4888 | 0.6001 | 0.4888 | 0.6991 |
| No log | 23.2 | 348 | 0.5288 | 0.5433 | 0.5288 | 0.7272 |
| No log | 23.3333 | 350 | 0.5618 | 0.5484 | 0.5618 | 0.7495 |
| No log | 23.4667 | 352 | 0.5139 | 0.5910 | 0.5139 | 0.7169 |
| No log | 23.6 | 354 | 0.4959 | 0.6222 | 0.4959 | 0.7042 |
| No log | 23.7333 | 356 | 0.5146 | 0.5767 | 0.5146 | 0.7174 |
| No log | 23.8667 | 358 | 0.4972 | 0.6333 | 0.4972 | 0.7051 |
| No log | 24.0 | 360 | 0.4805 | 0.6014 | 0.4805 | 0.6932 |
| No log | 24.1333 | 362 | 0.4761 | 0.6014 | 0.4761 | 0.6900 |
| No log | 24.2667 | 364 | 0.4702 | 0.6007 | 0.4702 | 0.6857 |
| No log | 24.4 | 366 | 0.4590 | 0.5941 | 0.4590 | 0.6775 |
| No log | 24.5333 | 368 | 0.4587 | 0.5941 | 0.4587 | 0.6772 |
| No log | 24.6667 | 370 | 0.4583 | 0.5941 | 0.4583 | 0.6770 |
| No log | 24.8 | 372 | 0.4546 | 0.5941 | 0.4546 | 0.6742 |
| No log | 24.9333 | 374 | 0.4536 | 0.5941 | 0.4536 | 0.6735 |
| No log | 25.0667 | 376 | 0.4533 | 0.6435 | 0.4533 | 0.6733 |
| No log | 25.2 | 378 | 0.4564 | 0.6024 | 0.4564 | 0.6756 |
| No log | 25.3333 | 380 | 0.4687 | 0.6252 | 0.4687 | 0.6846 |
| No log | 25.4667 | 382 | 0.4954 | 0.6691 | 0.4954 | 0.7039 |
| No log | 25.6 | 384 | 0.4801 | 0.6434 | 0.4801 | 0.6929 |
| No log | 25.7333 | 386 | 0.4697 | 0.6434 | 0.4697 | 0.6853 |
| No log | 25.8667 | 388 | 0.4650 | 0.6426 | 0.4650 | 0.6819 |
| No log | 26.0 | 390 | 0.4534 | 0.6024 | 0.4534 | 0.6734 |
| No log | 26.1333 | 392 | 0.4557 | 0.6448 | 0.4557 | 0.6751 |
| No log | 26.2667 | 394 | 0.4603 | 0.5714 | 0.4603 | 0.6784 |
| No log | 26.4 | 396 | 0.4682 | 0.5633 | 0.4682 | 0.6843 |
| No log | 26.5333 | 398 | 0.4544 | 0.6543 | 0.4544 | 0.6741 |
| No log | 26.6667 | 400 | 0.4483 | 0.6111 | 0.4483 | 0.6696 |
| No log | 26.8 | 402 | 0.4417 | 0.6111 | 0.4417 | 0.6646 |
| No log | 26.9333 | 404 | 0.4396 | 0.6242 | 0.4396 | 0.6630 |
| No log | 27.0667 | 406 | 0.4595 | 0.6317 | 0.4595 | 0.6779 |
| No log | 27.2 | 408 | 0.5122 | 0.5874 | 0.5122 | 0.7157 |
| No log | 27.3333 | 410 | 0.5148 | 0.5874 | 0.5148 | 0.7175 |
| No log | 27.4667 | 412 | 0.4644 | 0.6317 | 0.4644 | 0.6815 |
| No log | 27.6 | 414 | 0.4486 | 0.6321 | 0.4486 | 0.6698 |
| No log | 27.7333 | 416 | 0.4579 | 0.6321 | 0.4579 | 0.6767 |
| No log | 27.8667 | 418 | 0.4692 | 0.6661 | 0.4692 | 0.6850 |
| No log | 28.0 | 420 | 0.4911 | 0.5956 | 0.4911 | 0.7008 |
| No log | 28.1333 | 422 | 0.5030 | 0.5970 | 0.5030 | 0.7093 |
| No log | 28.2667 | 424 | 0.4917 | 0.5554 | 0.4917 | 0.7012 |
| No log | 28.4 | 426 | 0.4728 | 0.5899 | 0.4728 | 0.6876 |
| No log | 28.5333 | 428 | 0.4713 | 0.5749 | 0.4713 | 0.6865 |
| No log | 28.6667 | 430 | 0.4767 | 0.6321 | 0.4767 | 0.6905 |
| No log | 28.8 | 432 | 0.4749 | 0.6106 | 0.4749 | 0.6892 |
| No log | 28.9333 | 434 | 0.4810 | 0.5321 | 0.4810 | 0.6936 |
| No log | 29.0667 | 436 | 0.4841 | 0.5302 | 0.4841 | 0.6957 |
| No log | 29.2 | 438 | 0.4961 | 0.5943 | 0.4961 | 0.7044 |
| No log | 29.3333 | 440 | 0.5237 | 0.5793 | 0.5237 | 0.7237 |
| No log | 29.4667 | 442 | 0.5195 | 0.5706 | 0.5195 | 0.7207 |
| No log | 29.6 | 444 | 0.4766 | 0.6007 | 0.4766 | 0.6903 |
| No log | 29.7333 | 446 | 0.4667 | 0.5831 | 0.4667 | 0.6832 |
| No log | 29.8667 | 448 | 0.4886 | 0.6406 | 0.4886 | 0.6990 |
| No log | 30.0 | 450 | 0.4912 | 0.6201 | 0.4912 | 0.7008 |
| No log | 30.1333 | 452 | 0.4666 | 0.5687 | 0.4666 | 0.6831 |
| No log | 30.2667 | 454 | 0.4744 | 0.5714 | 0.4744 | 0.6888 |
| No log | 30.4 | 456 | 0.5047 | 0.6308 | 0.5047 | 0.7104 |
| No log | 30.5333 | 458 | 0.5700 | 0.5190 | 0.5700 | 0.7550 |
| No log | 30.6667 | 460 | 0.5752 | 0.5190 | 0.5752 | 0.7584 |
| No log | 30.8 | 462 | 0.5004 | 0.5822 | 0.5004 | 0.7074 |
| No log | 30.9333 | 464 | 0.4750 | 0.6672 | 0.4750 | 0.6892 |
| No log | 31.0667 | 466 | 0.4665 | 0.7012 | 0.4665 | 0.6830 |
| No log | 31.2 | 468 | 0.4699 | 0.6446 | 0.4699 | 0.6855 |
| No log | 31.3333 | 470 | 0.4748 | 0.5886 | 0.4748 | 0.6891 |
| No log | 31.4667 | 472 | 0.4715 | 0.5753 | 0.4715 | 0.6867 |
| No log | 31.6 | 474 | 0.4691 | 0.6171 | 0.4691 | 0.6849 |
| No log | 31.7333 | 476 | 0.4705 | 0.6566 | 0.4705 | 0.6860 |
| No log | 31.8667 | 478 | 0.4732 | 0.6388 | 0.4732 | 0.6879 |
| No log | 32.0 | 480 | 0.4798 | 0.6933 | 0.4798 | 0.6927 |
| No log | 32.1333 | 482 | 0.5117 | 0.6036 | 0.5117 | 0.7153 |
| No log | 32.2667 | 484 | 0.5023 | 0.6445 | 0.5023 | 0.7087 |
| No log | 32.4 | 486 | 0.4742 | 0.6158 | 0.4742 | 0.6886 |
| No log | 32.5333 | 488 | 0.5081 | 0.6495 | 0.5081 | 0.7128 |
| No log | 32.6667 | 490 | 0.6051 | 0.5007 | 0.6051 | 0.7779 |
| No log | 32.8 | 492 | 0.6382 | 0.4748 | 0.6382 | 0.7989 |
| No log | 32.9333 | 494 | 0.5657 | 0.4964 | 0.5657 | 0.7521 |
| No log | 33.0667 | 496 | 0.4917 | 0.6276 | 0.4917 | 0.7012 |
| No log | 33.2 | 498 | 0.4671 | 0.5422 | 0.4671 | 0.6835 |
| 0.2591 | 33.3333 | 500 | 0.4617 | 0.5440 | 0.4617 | 0.6795 |
| 0.2591 | 33.4667 | 502 | 0.4548 | 0.6335 | 0.4548 | 0.6744 |
| 0.2591 | 33.6 | 504 | 0.4534 | 0.6335 | 0.4534 | 0.6734 |
| 0.2591 | 33.7333 | 506 | 0.4624 | 0.6462 | 0.4624 | 0.6800 |
| 0.2591 | 33.8667 | 508 | 0.4608 | 0.6243 | 0.4608 | 0.6788 |
| 0.2591 | 34.0 | 510 | 0.4517 | 0.6243 | 0.4517 | 0.6721 |
| 0.2591 | 34.1333 | 512 | 0.4544 | 0.6370 | 0.4544 | 0.6741 |
| 0.2591 | 34.2667 | 514 | 0.4597 | 0.6793 | 0.4597 | 0.6780 |
| 0.2591 | 34.4 | 516 | 0.4563 | 0.6383 | 0.4563 | 0.6755 |
| 0.2591 | 34.5333 | 518 | 0.4584 | 0.6650 | 0.4584 | 0.6771 |
| 0.2591 | 34.6667 | 520 | 0.4621 | 0.7012 | 0.4621 | 0.6798 |
| 0.2591 | 34.8 | 522 | 0.4654 | 0.6334 | 0.4654 | 0.6822 |
| 0.2591 | 34.9333 | 524 | 0.4631 | 0.6632 | 0.4631 | 0.6805 |
| 0.2591 | 35.0667 | 526 | 0.4631 | 0.6422 | 0.4631 | 0.6805 |
| 0.2591 | 35.2 | 528 | 0.4614 | 0.6091 | 0.4614 | 0.6792 |
| 0.2591 | 35.3333 | 530 | 0.4636 | 0.6184 | 0.4636 | 0.6809 |
| 0.2591 | 35.4667 | 532 | 0.4700 | 0.5943 | 0.4700 | 0.6856 |
| 0.2591 | 35.6 | 534 | 0.4836 | 0.5329 | 0.4836 | 0.6954 |
| 0.2591 | 35.7333 | 536 | 0.5015 | 0.6052 | 0.5015 | 0.7082 |
| 0.2591 | 35.8667 | 538 | 0.5024 | 0.5712 | 0.5024 | 0.7088 |
| 0.2591 | 36.0 | 540 | 0.4825 | 0.5872 | 0.4825 | 0.6946 |
| 0.2591 | 36.1333 | 542 | 0.4604 | 0.6321 | 0.4604 | 0.6785 |
| 0.2591 | 36.2667 | 544 | 0.4724 | 0.6690 | 0.4724 | 0.6873 |
| 0.2591 | 36.4 | 546 | 0.5196 | 0.6414 | 0.5196 | 0.7208 |
| 0.2591 | 36.5333 | 548 | 0.5336 | 0.5233 | 0.5336 | 0.7305 |
| 0.2591 | 36.6667 | 550 | 0.5070 | 0.6414 | 0.5070 | 0.7120 |
| 0.2591 | 36.8 | 552 | 0.4693 | 0.6295 | 0.4693 | 0.6851 |
| 0.2591 | 36.9333 | 554 | 0.4574 | 0.6579 | 0.4574 | 0.6763 |
| 0.2591 | 37.0667 | 556 | 0.4588 | 0.6579 | 0.4588 | 0.6774 |
| 0.2591 | 37.2 | 558 | 0.4620 | 0.6579 | 0.4620 | 0.6797 |
| 0.2591 | 37.3333 | 560 | 0.4626 | 0.5633 | 0.4626 | 0.6801 |
| 0.2591 | 37.4667 | 562 | 0.4621 | 0.5227 | 0.4621 | 0.6798 |
| 0.2591 | 37.6 | 564 | 0.4648 | 0.5869 | 0.4648 | 0.6818 |
| 0.2591 | 37.7333 | 566 | 0.4851 | 0.5386 | 0.4851 | 0.6965 |
| 0.2591 | 37.8667 | 568 | 0.4892 | 0.5655 | 0.4892 | 0.6994 |
| 0.2591 | 38.0 | 570 | 0.4738 | 0.5665 | 0.4738 | 0.6883 |
| 0.2591 | 38.1333 | 572 | 0.4679 | 0.5556 | 0.4679 | 0.6840 |
| 0.2591 | 38.2667 | 574 | 0.4983 | 0.6210 | 0.4983 | 0.7059 |
| 0.2591 | 38.4 | 576 | 0.5105 | 0.5642 | 0.5105 | 0.7145 |
| 0.2591 | 38.5333 | 578 | 0.5067 | 0.6127 | 0.5067 | 0.7119 |
| 0.2591 | 38.6667 | 580 | 0.4895 | 0.6210 | 0.4895 | 0.6996 |
| 0.2591 | 38.8 | 582 | 0.4719 | 0.5831 | 0.4719 | 0.6870 |
| 0.2591 | 38.9333 | 584 | 0.4833 | 0.6087 | 0.4833 | 0.6952 |
| 0.2591 | 39.0667 | 586 | 0.5045 | 0.5989 | 0.5045 | 0.7103 |
| 0.2591 | 39.2 | 588 | 0.5215 | 0.6073 | 0.5215 | 0.7222 |
| 0.2591 | 39.3333 | 590 | 0.5206 | 0.6073 | 0.5206 | 0.7215 |
| 0.2591 | 39.4667 | 592 | 0.4935 | 0.5989 | 0.4935 | 0.7025 |
| 0.2591 | 39.6 | 594 | 0.4678 | 0.6418 | 0.4678 | 0.6840 |
| 0.2591 | 39.7333 | 596 | 0.4619 | 0.6808 | 0.4619 | 0.6796 |
| 0.2591 | 39.8667 | 598 | 0.4533 | 0.5941 | 0.4533 | 0.6733 |
| 0.2591 | 40.0 | 600 | 0.4487 | 0.6439 | 0.4487 | 0.6699 |
| 0.2591 | 40.1333 | 602 | 0.4458 | 0.6530 | 0.4458 | 0.6677 |
| 0.2591 | 40.2667 | 604 | 0.4470 | 0.6307 | 0.4470 | 0.6686 |
| 0.2591 | 40.4 | 606 | 0.4495 | 0.6403 | 0.4495 | 0.6704 |
| 0.2591 | 40.5333 | 608 | 0.4460 | 0.6403 | 0.4460 | 0.6678 |
| 0.2591 | 40.6667 | 610 | 0.4401 | 0.6403 | 0.4401 | 0.6634 |
| 0.2591 | 40.8 | 612 | 0.4385 | 0.5970 | 0.4385 | 0.6622 |
| 0.2591 | 40.9333 | 614 | 0.4419 | 0.6082 | 0.4419 | 0.6648 |
| 0.2591 | 41.0667 | 616 | 0.4355 | 0.6214 | 0.4355 | 0.6599 |
| 0.2591 | 41.2 | 618 | 0.4351 | 0.6228 | 0.4351 | 0.6596 |
| 0.2591 | 41.3333 | 620 | 0.4240 | 0.6639 | 0.4240 | 0.6512 |
| 0.2591 | 41.4667 | 622 | 0.4316 | 0.7032 | 0.4316 | 0.6569 |
| 0.2591 | 41.6 | 624 | 0.4640 | 0.6468 | 0.4640 | 0.6812 |
| 0.2591 | 41.7333 | 626 | 0.5126 | 0.6314 | 0.5126 | 0.7160 |
| 0.2591 | 41.8667 | 628 | 0.5238 | 0.5887 | 0.5238 | 0.7237 |
| 0.2591 | 42.0 | 630 | 0.4933 | 0.6390 | 0.4933 | 0.7024 |
| 0.2591 | 42.1333 | 632 | 0.4468 | 0.6082 | 0.4468 | 0.6684 |
| 0.2591 | 42.2667 | 634 | 0.4292 | 0.6017 | 0.4292 | 0.6551 |
| 0.2591 | 42.4 | 636 | 0.4363 | 0.6229 | 0.4363 | 0.6605 |
| 0.2591 | 42.5333 | 638 | 0.4460 | 0.6518 | 0.4460 | 0.6679 |
| 0.2591 | 42.6667 | 640 | 0.4589 | 0.6518 | 0.4589 | 0.6774 |
| 0.2591 | 42.8 | 642 | 0.4620 | 0.6518 | 0.4620 | 0.6797 |
| 0.2591 | 42.9333 | 644 | 0.4510 | 0.6518 | 0.4510 | 0.6715 |
| 0.2591 | 43.0667 | 646 | 0.4462 | 0.6017 | 0.4462 | 0.6680 |
| 0.2591 | 43.2 | 648 | 0.4544 | 0.5930 | 0.4544 | 0.6741 |
| 0.2591 | 43.3333 | 650 | 0.4904 | 0.5796 | 0.4904 | 0.7003 |
| 0.2591 | 43.4667 | 652 | 0.5278 | 0.5908 | 0.5278 | 0.7265 |
| 0.2591 | 43.6 | 654 | 0.5323 | 0.5908 | 0.5323 | 0.7296 |
| 0.2591 | 43.7333 | 656 | 0.5116 | 0.5908 | 0.5116 | 0.7153 |
| 0.2591 | 43.8667 | 658 | 0.4887 | 0.5627 | 0.4887 | 0.6991 |
| 0.2591 | 44.0 | 660 | 0.4682 | 0.6170 | 0.4682 | 0.6842 |
| 0.2591 | 44.1333 | 662 | 0.4615 | 0.6170 | 0.4615 | 0.6794 |
| 0.2591 | 44.2667 | 664 | 0.4613 | 0.6255 | 0.4613 | 0.6792 |
| 0.2591 | 44.4 | 666 | 0.4636 | 0.6255 | 0.4636 | 0.6809 |
| 0.2591 | 44.5333 | 668 | 0.4683 | 0.5633 | 0.4683 | 0.6843 |
| 0.2591 | 44.6667 | 670 | 0.4902 | 0.5098 | 0.4902 | 0.7001 |
| 0.2591 | 44.8 | 672 | 0.5209 | 0.5498 | 0.5209 | 0.7218 |
| 0.2591 | 44.9333 | 674 | 0.5274 | 0.5706 | 0.5274 | 0.7263 |
| 0.2591 | 45.0667 | 676 | 0.5103 | 0.5569 | 0.5103 | 0.7143 |
| 0.2591 | 45.2 | 678 | 0.4853 | 0.5507 | 0.4853 | 0.6966 |
| 0.2591 | 45.3333 | 680 | 0.4726 | 0.6919 | 0.4726 | 0.6875 |
| 0.2591 | 45.4667 | 682 | 0.4765 | 0.6612 | 0.4765 | 0.6903 |
| 0.2591 | 45.6 | 684 | 0.4827 | 0.6201 | 0.4827 | 0.6948 |
| 0.2591 | 45.7333 | 686 | 0.4840 | 0.5614 | 0.4840 | 0.6957 |
| 0.2591 | 45.8667 | 688 | 0.4839 | 0.5715 | 0.4839 | 0.6956 |
| 0.2591 | 46.0 | 690 | 0.4793 | 0.5485 | 0.4793 | 0.6923 |
| 0.2591 | 46.1333 | 692 | 0.4695 | 0.5899 | 0.4695 | 0.6852 |
| 0.2591 | 46.2667 | 694 | 0.4672 | 0.6106 | 0.4672 | 0.6835 |
| 0.2591 | 46.4 | 696 | 0.4753 | 0.6154 | 0.4753 | 0.6894 |
| 0.2591 | 46.5333 | 698 | 0.4839 | 0.5633 | 0.4839 | 0.6957 |
| 0.2591 | 46.6667 | 700 | 0.4971 | 0.5266 | 0.4971 | 0.7050 |
| 0.2591 | 46.8 | 702 | 0.5012 | 0.5266 | 0.5012 | 0.7080 |
| 0.2591 | 46.9333 | 704 | 0.4967 | 0.5781 | 0.4967 | 0.7048 |
| 0.2591 | 47.0667 | 706 | 0.4914 | 0.5633 | 0.4914 | 0.7010 |
| 0.2591 | 47.2 | 708 | 0.4832 | 0.5846 | 0.4832 | 0.6951 |
| 0.2591 | 47.3333 | 710 | 0.4866 | 0.5846 | 0.4866 | 0.6976 |
| 0.2591 | 47.4667 | 712 | 0.4843 | 0.5846 | 0.4843 | 0.6959 |
| 0.2591 | 47.6 | 714 | 0.4806 | 0.5714 | 0.4806 | 0.6933 |
| 0.2591 | 47.7333 | 716 | 0.4786 | 0.5246 | 0.4786 | 0.6918 |
| 0.2591 | 47.8667 | 718 | 0.4698 | 0.6017 | 0.4698 | 0.6854 |
| 0.2591 | 48.0 | 720 | 0.4652 | 0.6111 | 0.4652 | 0.6820 |
| 0.2591 | 48.1333 | 722 | 0.4755 | 0.6604 | 0.4755 | 0.6896 |
| 0.2591 | 48.2667 | 724 | 0.4788 | 0.6604 | 0.4788 | 0.6919 |
| 0.2591 | 48.4 | 726 | 0.4852 | 0.6506 | 0.4852 | 0.6965 |
| 0.2591 | 48.5333 | 728 | 0.4989 | 0.6226 | 0.4989 | 0.7063 |
| 0.2591 | 48.6667 | 730 | 0.4974 | 0.6309 | 0.4974 | 0.7052 |
| 0.2591 | 48.8 | 732 | 0.4800 | 0.6506 | 0.4800 | 0.6928 |
| 0.2591 | 48.9333 | 734 | 0.4588 | 0.6616 | 0.4588 | 0.6773 |
| 0.2591 | 49.0667 | 736 | 0.4545 | 0.6648 | 0.4545 | 0.6742 |
| 0.2591 | 49.2 | 738 | 0.4575 | 0.5098 | 0.4575 | 0.6764 |
| 0.2591 | 49.3333 | 740 | 0.4549 | 0.5246 | 0.4549 | 0.6745 |
| 0.2591 | 49.4667 | 742 | 0.4525 | 0.5556 | 0.4525 | 0.6727 |
| 0.2591 | 49.6 | 744 | 0.4514 | 0.6106 | 0.4514 | 0.6719 |
| 0.2591 | 49.7333 | 746 | 0.4513 | 0.6335 | 0.4513 | 0.6718 |
| 0.2591 | 49.8667 | 748 | 0.4516 | 0.6335 | 0.4516 | 0.6720 |
| 0.2591 | 50.0 | 750 | 0.4478 | 0.6106 | 0.4478 | 0.6692 |
| 0.2591 | 50.1333 | 752 | 0.4442 | 0.6106 | 0.4442 | 0.6665 |
| 0.2591 | 50.2667 | 754 | 0.4418 | 0.6106 | 0.4418 | 0.6647 |
| 0.2591 | 50.4 | 756 | 0.4378 | 0.6106 | 0.4378 | 0.6617 |
| 0.2591 | 50.5333 | 758 | 0.4341 | 0.6321 | 0.4341 | 0.6589 |
| 0.2591 | 50.6667 | 760 | 0.4321 | 0.6330 | 0.4321 | 0.6574 |
| 0.2591 | 50.8 | 762 | 0.4303 | 0.6819 | 0.4303 | 0.6560 |
| 0.2591 | 50.9333 | 764 | 0.4307 | 0.6819 | 0.4307 | 0.6563 |
| 0.2591 | 51.0667 | 766 | 0.4346 | 0.6830 | 0.4346 | 0.6592 |
| 0.2591 | 51.2 | 768 | 0.4432 | 0.6344 | 0.4432 | 0.6657 |
| 0.2591 | 51.3333 | 770 | 0.4539 | 0.5160 | 0.4539 | 0.6737 |
| 0.2591 | 51.4667 | 772 | 0.4684 | 0.5495 | 0.4684 | 0.6844 |
| 0.2591 | 51.6 | 774 | 0.4697 | 0.5538 | 0.4697 | 0.6854 |
| 0.2591 | 51.7333 | 776 | 0.4534 | 0.6184 | 0.4534 | 0.6734 |
| 0.2591 | 51.8667 | 778 | 0.4530 | 0.6184 | 0.4530 | 0.6731 |
| 0.2591 | 52.0 | 780 | 0.4496 | 0.6828 | 0.4496 | 0.6705 |
| 0.2591 | 52.1333 | 782 | 0.4567 | 0.6184 | 0.4567 | 0.6758 |
| 0.2591 | 52.2667 | 784 | 0.4531 | 0.6371 | 0.4531 | 0.6731 |
| 0.2591 | 52.4 | 786 | 0.4472 | 0.7012 | 0.4472 | 0.6687 |
| 0.2591 | 52.5333 | 788 | 0.4490 | 0.6819 | 0.4490 | 0.6701 |
| 0.2591 | 52.6667 | 790 | 0.4523 | 0.6819 | 0.4523 | 0.6725 |
| 0.2591 | 52.8 | 792 | 0.4573 | 0.6819 | 0.4573 | 0.6763 |
| 0.2591 | 52.9333 | 794 | 0.4646 | 0.6518 | 0.4646 | 0.6816 |
| 0.2591 | 53.0667 | 796 | 0.4693 | 0.6518 | 0.4693 | 0.6850 |
| 0.2591 | 53.2 | 798 | 0.4669 | 0.6339 | 0.4669 | 0.6833 |
| 0.2591 | 53.3333 | 800 | 0.4751 | 0.6357 | 0.4751 | 0.6893 |
| 0.2591 | 53.4667 | 802 | 0.4997 | 0.5335 | 0.4997 | 0.7069 |
| 0.2591 | 53.6 | 804 | 0.5211 | 0.5636 | 0.5211 | 0.7219 |
| 0.2591 | 53.7333 | 806 | 0.5179 | 0.5636 | 0.5179 | 0.7197 |
| 0.2591 | 53.8667 | 808 | 0.4966 | 0.5621 | 0.4966 | 0.7047 |
| 0.2591 | 54.0 | 810 | 0.4887 | 0.6079 | 0.4887 | 0.6990 |
| 0.2591 | 54.1333 | 812 | 0.4774 | 0.6305 | 0.4774 | 0.6909 |
| 0.2591 | 54.2667 | 814 | 0.4753 | 0.5627 | 0.4753 | 0.6895 |
| 0.2591 | 54.4 | 816 | 0.4862 | 0.5765 | 0.4862 | 0.6973 |
| 0.2591 | 54.5333 | 818 | 0.4999 | 0.5217 | 0.4999 | 0.7070 |
| 0.2591 | 54.6667 | 820 | 0.5201 | 0.5636 | 0.5201 | 0.7212 |
| 0.2591 | 54.8 | 822 | 0.5228 | 0.5636 | 0.5228 | 0.7231 |
| 0.2591 | 54.9333 | 824 | 0.5181 | 0.5636 | 0.5181 | 0.7198 |
| 0.2591 | 55.0667 | 826 | 0.5020 | 0.5283 | 0.5020 | 0.7085 |
| 0.2591 | 55.2 | 828 | 0.4954 | 0.5627 | 0.4954 | 0.7038 |
| 0.2591 | 55.3333 | 830 | 0.4806 | 0.6477 | 0.4806 | 0.6933 |
| 0.2591 | 55.4667 | 832 | 0.4682 | 0.6632 | 0.4682 | 0.6842 |
| 0.2591 | 55.6 | 834 | 0.4650 | 0.6530 | 0.4650 | 0.6819 |
| 0.2591 | 55.7333 | 836 | 0.4630 | 0.5868 | 0.4630 | 0.6804 |
| 0.2591 | 55.8667 | 838 | 0.4652 | 0.5868 | 0.4652 | 0.6821 |
| 0.2591 | 56.0 | 840 | 0.4685 | 0.6171 | 0.4685 | 0.6844 |
| 0.2591 | 56.1333 | 842 | 0.4730 | 0.5939 | 0.4730 | 0.6878 |
| 0.2591 | 56.2667 | 844 | 0.4694 | 0.6492 | 0.4694 | 0.6851 |
| 0.2591 | 56.4 | 846 | 0.4662 | 0.6401 | 0.4662 | 0.6828 |
| 0.2591 | 56.5333 | 848 | 0.4546 | 0.6608 | 0.4546 | 0.6742 |
| 0.2591 | 56.6667 | 850 | 0.4518 | 0.6608 | 0.4518 | 0.6722 |
| 0.2591 | 56.8 | 852 | 0.4487 | 0.6604 | 0.4487 | 0.6699 |
| 0.2591 | 56.9333 | 854 | 0.4440 | 0.6716 | 0.4440 | 0.6664 |
| 0.2591 | 57.0667 | 856 | 0.4438 | 0.6736 | 0.4438 | 0.6662 |
| 0.2591 | 57.2 | 858 | 0.4477 | 0.6140 | 0.4477 | 0.6691 |
| 0.2591 | 57.3333 | 860 | 0.4527 | 0.5765 | 0.4527 | 0.6728 |
| 0.2591 | 57.4667 | 862 | 0.4515 | 0.6269 | 0.4515 | 0.6720 |
| 0.2591 | 57.6 | 864 | 0.4475 | 0.6554 | 0.4475 | 0.6690 |
| 0.2591 | 57.7333 | 866 | 0.4439 | 0.7085 | 0.4439 | 0.6663 |
| 0.2591 | 57.8667 | 868 | 0.4516 | 0.6709 | 0.4516 | 0.6720 |
| 0.2591 | 58.0 | 870 | 0.4689 | 0.6330 | 0.4689 | 0.6848 |
| 0.2591 | 58.1333 | 872 | 0.4611 | 0.6702 | 0.4611 | 0.6790 |
| 0.2591 | 58.2667 | 874 | 0.4512 | 0.6709 | 0.4512 | 0.6717 |
| 0.2591 | 58.4 | 876 | 0.4394 | 0.7085 | 0.4394 | 0.6629 |
| 0.2591 | 58.5333 | 878 | 0.4389 | 0.6344 | 0.4389 | 0.6625 |
| 0.2591 | 58.6667 | 880 | 0.4519 | 0.6140 | 0.4519 | 0.6722 |
| 0.2591 | 58.8 | 882 | 0.4625 | 0.5617 | 0.4625 | 0.6801 |
| 0.2591 | 58.9333 | 884 | 0.4674 | 0.5538 | 0.4674 | 0.6837 |
| 0.2591 | 59.0667 | 886 | 0.4643 | 0.5538 | 0.4643 | 0.6814 |
| 0.2591 | 59.2 | 888 | 0.4654 | 0.5538 | 0.4654 | 0.6822 |
| 0.2591 | 59.3333 | 890 | 0.4602 | 0.5617 | 0.4602 | 0.6784 |
| 0.2591 | 59.4667 | 892 | 0.4522 | 0.5617 | 0.4522 | 0.6724 |
| 0.2591 | 59.6 | 894 | 0.4481 | 0.5681 | 0.4481 | 0.6694 |
| 0.2591 | 59.7333 | 896 | 0.4529 | 0.5732 | 0.4529 | 0.6730 |
| 0.2591 | 59.8667 | 898 | 0.4597 | 0.6589 | 0.4597 | 0.6780 |
| 0.2591 | 60.0 | 900 | 0.4602 | 0.6374 | 0.4602 | 0.6784 |
| 0.2591 | 60.1333 | 902 | 0.4553 | 0.6278 | 0.4553 | 0.6748 |
| 0.2591 | 60.2667 | 904 | 0.4509 | 0.5681 | 0.4509 | 0.6715 |
| 0.2591 | 60.4 | 906 | 0.4473 | 0.5681 | 0.4473 | 0.6688 |
| 0.2591 | 60.5333 | 908 | 0.4437 | 0.5681 | 0.4437 | 0.6661 |
| 0.2591 | 60.6667 | 910 | 0.4467 | 0.5617 | 0.4467 | 0.6684 |
| 0.2591 | 60.8 | 912 | 0.4466 | 0.5617 | 0.4466 | 0.6683 |
| 0.2591 | 60.9333 | 914 | 0.4441 | 0.5617 | 0.4441 | 0.6664 |
| 0.2591 | 61.0667 | 916 | 0.4446 | 0.5617 | 0.4446 | 0.6668 |
| 0.2591 | 61.2 | 918 | 0.4411 | 0.5656 | 0.4411 | 0.6641 |
| 0.2591 | 61.3333 | 920 | 0.4384 | 0.5617 | 0.4384 | 0.6621 |
| 0.2591 | 61.4667 | 922 | 0.4388 | 0.5617 | 0.4388 | 0.6624 |
| 0.2591 | 61.6 | 924 | 0.4409 | 0.5617 | 0.4409 | 0.6640 |
| 0.2591 | 61.7333 | 926 | 0.4479 | 0.5538 | 0.4479 | 0.6692 |
| 0.2591 | 61.8667 | 928 | 0.4530 | 0.5171 | 0.4530 | 0.6730 |
| 0.2591 | 62.0 | 930 | 0.4465 | 0.5538 | 0.4465 | 0.6682 |
| 0.2591 | 62.1333 | 932 | 0.4379 | 0.5617 | 0.4379 | 0.6618 |
| 0.2591 | 62.2667 | 934 | 0.4329 | 0.7033 | 0.4329 | 0.6580 |
| 0.2591 | 62.4 | 936 | 0.4325 | 0.7033 | 0.4325 | 0.6577 |
| 0.2591 | 62.5333 | 938 | 0.4324 | 0.7033 | 0.4324 | 0.6576 |
| 0.2591 | 62.6667 | 940 | 0.4320 | 0.6832 | 0.4320 | 0.6572 |
| 0.2591 | 62.8 | 942 | 0.4325 | 0.7123 | 0.4325 | 0.6576 |
| 0.2591 | 62.9333 | 944 | 0.4396 | 0.7123 | 0.4396 | 0.6630 |
| 0.2591 | 63.0667 | 946 | 0.4569 | 0.5989 | 0.4569 | 0.6760 |
| 0.2591 | 63.2 | 948 | 0.4657 | 0.5989 | 0.4657 | 0.6824 |
| 0.2591 | 63.3333 | 950 | 0.4655 | 0.5989 | 0.4655 | 0.6822 |
| 0.2591 | 63.4667 | 952 | 0.4552 | 0.6201 | 0.4552 | 0.6747 |
| 0.2591 | 63.6 | 954 | 0.4425 | 0.6406 | 0.4425 | 0.6652 |
| 0.2591 | 63.7333 | 956 | 0.4328 | 0.6991 | 0.4328 | 0.6579 |
| 0.2591 | 63.8667 | 958 | 0.4270 | 0.7217 | 0.4270 | 0.6535 |
| 0.2591 | 64.0 | 960 | 0.4283 | 0.7033 | 0.4283 | 0.6545 |
| 0.2591 | 64.1333 | 962 | 0.4308 | 0.6344 | 0.4308 | 0.6564 |
| 0.2591 | 64.2667 | 964 | 0.4363 | 0.5750 | 0.4363 | 0.6605 |
| 0.2591 | 64.4 | 966 | 0.4393 | 0.5750 | 0.4393 | 0.6628 |
| 0.2591 | 64.5333 | 968 | 0.4368 | 0.5750 | 0.4368 | 0.6609 |
| 0.2591 | 64.6667 | 970 | 0.4319 | 0.6542 | 0.4319 | 0.6572 |
| 0.2591 | 64.8 | 972 | 0.4307 | 0.7002 | 0.4307 | 0.6562 |
| 0.2591 | 64.9333 | 974 | 0.4351 | 0.6903 | 0.4351 | 0.6596 |
| 0.2591 | 65.0667 | 976 | 0.4419 | 0.6701 | 0.4419 | 0.6647 |
| 0.2591 | 65.2 | 978 | 0.4491 | 0.6201 | 0.4491 | 0.6701 |
| 0.2591 | 65.3333 | 980 | 0.4571 | 0.6201 | 0.4571 | 0.6761 |
| 0.2591 | 65.4667 | 982 | 0.4511 | 0.6596 | 0.4511 | 0.6716 |
| 0.2591 | 65.6 | 984 | 0.4399 | 0.6701 | 0.4399 | 0.6632 |
| 0.2591 | 65.7333 | 986 | 0.4335 | 0.6326 | 0.4335 | 0.6584 |
| 0.2591 | 65.8667 | 988 | 0.4374 | 0.5617 | 0.4374 | 0.6613 |
| 0.2591 | 66.0 | 990 | 0.4483 | 0.5171 | 0.4483 | 0.6696 |
| 0.2591 | 66.1333 | 992 | 0.4628 | 0.5098 | 0.4628 | 0.6803 |
| 0.2591 | 66.2667 | 994 | 0.4682 | 0.5117 | 0.4682 | 0.6842 |
| 0.2591 | 66.4 | 996 | 0.4583 | 0.5098 | 0.4583 | 0.6770 |
| 0.2591 | 66.5333 | 998 | 0.4421 | 0.5538 | 0.4421 | 0.6649 |
| 0.0506 | 66.6667 | 1000 | 0.4331 | 0.6555 | 0.4331 | 0.6581 |
| 0.0506 | 66.8 | 1002 | 0.4319 | 0.6747 | 0.4319 | 0.6572 |
| 0.0506 | 66.9333 | 1004 | 0.4324 | 0.6747 | 0.4324 | 0.6576 |
| 0.0506 | 67.0667 | 1006 | 0.4347 | 0.5831 | 0.4347 | 0.6593 |
| 0.0506 | 67.2 | 1008 | 0.4402 | 0.5475 | 0.4402 | 0.6635 |
| 0.0506 | 67.3333 | 1010 | 0.4468 | 0.5475 | 0.4468 | 0.6684 |
| 0.0506 | 67.4667 | 1012 | 0.4487 | 0.5556 | 0.4487 | 0.6698 |
| 0.0506 | 67.6 | 1014 | 0.4471 | 0.5556 | 0.4471 | 0.6687 |
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/ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run3_AugV5_k3_task7_organization
Base model
aubmindlab/bert-base-arabertv02