ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run2_AugV5_k19_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: 0.6886
- Qwk: 0.7259
- Mse: 0.6886
- Rmse: 0.8298
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 | 0.0225 | 2 | 6.9666 | 0.0056 | 6.9666 | 2.6394 |
| No log | 0.0449 | 4 | 4.7904 | 0.0669 | 4.7904 | 2.1887 |
| No log | 0.0674 | 6 | 3.4116 | 0.0108 | 3.4116 | 1.8471 |
| No log | 0.0899 | 8 | 3.3271 | 0.0114 | 3.3271 | 1.8240 |
| No log | 0.1124 | 10 | 2.3796 | 0.0635 | 2.3796 | 1.5426 |
| No log | 0.1348 | 12 | 2.1598 | 0.0813 | 2.1598 | 1.4696 |
| No log | 0.1573 | 14 | 2.3907 | 0.1727 | 2.3907 | 1.5462 |
| No log | 0.1798 | 16 | 2.3342 | 0.1594 | 2.3342 | 1.5278 |
| No log | 0.2022 | 18 | 1.9628 | 0.1805 | 1.9628 | 1.4010 |
| No log | 0.2247 | 20 | 1.9409 | 0.3158 | 1.9409 | 1.3931 |
| No log | 0.2472 | 22 | 2.1314 | 0.2044 | 2.1314 | 1.4599 |
| No log | 0.2697 | 24 | 2.0991 | 0.2044 | 2.0991 | 1.4488 |
| No log | 0.2921 | 26 | 1.9004 | 0.3158 | 1.9004 | 1.3785 |
| No log | 0.3146 | 28 | 1.7475 | 0.2901 | 1.7475 | 1.3219 |
| No log | 0.3371 | 30 | 1.8848 | 0.3401 | 1.8848 | 1.3729 |
| No log | 0.3596 | 32 | 1.7416 | 0.2963 | 1.7416 | 1.3197 |
| No log | 0.3820 | 34 | 1.6027 | 0.3359 | 1.6027 | 1.2660 |
| No log | 0.4045 | 36 | 1.5465 | 0.3089 | 1.5465 | 1.2436 |
| No log | 0.4270 | 38 | 1.5380 | 0.3566 | 1.5380 | 1.2401 |
| No log | 0.4494 | 40 | 1.8027 | 0.3472 | 1.8027 | 1.3426 |
| No log | 0.4719 | 42 | 2.0724 | 0.3165 | 2.0724 | 1.4396 |
| No log | 0.4944 | 44 | 1.7677 | 0.3624 | 1.7677 | 1.3296 |
| No log | 0.5169 | 46 | 1.3519 | 0.3636 | 1.3519 | 1.1627 |
| No log | 0.5393 | 48 | 1.2894 | 0.3186 | 1.2894 | 1.1355 |
| No log | 0.5618 | 50 | 1.2013 | 0.4538 | 1.2013 | 1.0960 |
| No log | 0.5843 | 52 | 1.1782 | 0.4839 | 1.1782 | 1.0855 |
| No log | 0.6067 | 54 | 1.5307 | 0.4654 | 1.5307 | 1.2372 |
| No log | 0.6292 | 56 | 2.9282 | 0.3551 | 2.9282 | 1.7112 |
| No log | 0.6517 | 58 | 3.5352 | 0.2530 | 3.5352 | 1.8802 |
| No log | 0.6742 | 60 | 2.5199 | 0.3575 | 2.5199 | 1.5874 |
| No log | 0.6966 | 62 | 1.3908 | 0.5839 | 1.3908 | 1.1793 |
| No log | 0.7191 | 64 | 1.1527 | 0.5072 | 1.1527 | 1.0736 |
| No log | 0.7416 | 66 | 1.0828 | 0.5185 | 1.0828 | 1.0406 |
| No log | 0.7640 | 68 | 1.1011 | 0.5156 | 1.1011 | 1.0493 |
| No log | 0.7865 | 70 | 1.1903 | 0.4818 | 1.1903 | 1.0910 |
| No log | 0.8090 | 72 | 1.5196 | 0.4648 | 1.5196 | 1.2327 |
| No log | 0.8315 | 74 | 1.9223 | 0.4051 | 1.9223 | 1.3865 |
| No log | 0.8539 | 76 | 2.0152 | 0.3375 | 2.0152 | 1.4196 |
| No log | 0.8764 | 78 | 1.8275 | 0.3553 | 1.8275 | 1.3518 |
| No log | 0.8989 | 80 | 1.6936 | 0.4490 | 1.6936 | 1.3014 |
| No log | 0.9213 | 82 | 1.5810 | 0.4865 | 1.5810 | 1.2574 |
| No log | 0.9438 | 84 | 1.6277 | 0.4768 | 1.6277 | 1.2758 |
| No log | 0.9663 | 86 | 2.0590 | 0.3721 | 2.0590 | 1.4349 |
| No log | 0.9888 | 88 | 2.5531 | 0.3169 | 2.5531 | 1.5978 |
| No log | 1.0112 | 90 | 2.2238 | 0.3390 | 2.2238 | 1.4912 |
| No log | 1.0337 | 92 | 1.5946 | 0.4258 | 1.5946 | 1.2628 |
| No log | 1.0562 | 94 | 1.2780 | 0.5571 | 1.2780 | 1.1305 |
| No log | 1.0787 | 96 | 1.1640 | 0.5588 | 1.1640 | 1.0789 |
| No log | 1.1011 | 98 | 1.1295 | 0.5588 | 1.1295 | 1.0628 |
| No log | 1.1236 | 100 | 1.1429 | 0.5775 | 1.1429 | 1.0691 |
| No log | 1.1461 | 102 | 1.1609 | 0.6093 | 1.1609 | 1.0774 |
| No log | 1.1685 | 104 | 1.2234 | 0.6013 | 1.2234 | 1.1061 |
| No log | 1.1910 | 106 | 1.2165 | 0.5867 | 1.2165 | 1.1030 |
| No log | 1.2135 | 108 | 1.0835 | 0.6122 | 1.0835 | 1.0409 |
| No log | 1.2360 | 110 | 0.9695 | 0.625 | 0.9695 | 0.9846 |
| No log | 1.2584 | 112 | 0.8755 | 0.6667 | 0.8755 | 0.9357 |
| No log | 1.2809 | 114 | 0.8473 | 0.6525 | 0.8473 | 0.9205 |
| No log | 1.3034 | 116 | 0.8519 | 0.6525 | 0.8519 | 0.9230 |
| No log | 1.3258 | 118 | 0.8616 | 0.6197 | 0.8616 | 0.9282 |
| No log | 1.3483 | 120 | 0.9303 | 0.6259 | 0.9303 | 0.9645 |
| No log | 1.3708 | 122 | 0.9498 | 0.5714 | 0.9498 | 0.9746 |
| No log | 1.3933 | 124 | 0.9115 | 0.5758 | 0.9115 | 0.9547 |
| No log | 1.4157 | 126 | 0.9218 | 0.5865 | 0.9218 | 0.9601 |
| No log | 1.4382 | 128 | 0.9598 | 0.6131 | 0.9598 | 0.9797 |
| No log | 1.4607 | 130 | 1.0028 | 0.5942 | 1.0028 | 1.0014 |
| No log | 1.4831 | 132 | 1.0032 | 0.6316 | 1.0032 | 1.0016 |
| No log | 1.5056 | 134 | 1.0044 | 0.6788 | 1.0044 | 1.0022 |
| No log | 1.5281 | 136 | 0.9101 | 0.6832 | 0.9101 | 0.9540 |
| No log | 1.5506 | 138 | 0.7305 | 0.72 | 0.7305 | 0.8547 |
| No log | 1.5730 | 140 | 0.7405 | 0.7448 | 0.7405 | 0.8605 |
| No log | 1.5955 | 142 | 0.8197 | 0.7429 | 0.8197 | 0.9054 |
| No log | 1.6180 | 144 | 0.7620 | 0.75 | 0.7620 | 0.8730 |
| No log | 1.6404 | 146 | 0.7393 | 0.6939 | 0.7393 | 0.8599 |
| No log | 1.6629 | 148 | 0.8793 | 0.6538 | 0.8793 | 0.9377 |
| No log | 1.6854 | 150 | 1.1176 | 0.6590 | 1.1176 | 1.0572 |
| No log | 1.7079 | 152 | 1.0644 | 0.6590 | 1.0644 | 1.0317 |
| No log | 1.7303 | 154 | 0.9486 | 0.6667 | 0.9486 | 0.9740 |
| No log | 1.7528 | 156 | 0.8699 | 0.6752 | 0.8699 | 0.9327 |
| No log | 1.7753 | 158 | 0.8219 | 0.6842 | 0.8219 | 0.9066 |
| No log | 1.7978 | 160 | 0.7967 | 0.6939 | 0.7967 | 0.8926 |
| No log | 1.8202 | 162 | 0.7503 | 0.7432 | 0.7503 | 0.8662 |
| No log | 1.8427 | 164 | 0.7756 | 0.7261 | 0.7756 | 0.8807 |
| No log | 1.8652 | 166 | 0.8074 | 0.7261 | 0.8074 | 0.8986 |
| No log | 1.8876 | 168 | 0.9321 | 0.6335 | 0.9321 | 0.9654 |
| No log | 1.9101 | 170 | 1.0138 | 0.6380 | 1.0138 | 1.0069 |
| No log | 1.9326 | 172 | 1.5067 | 0.5730 | 1.5067 | 1.2275 |
| No log | 1.9551 | 174 | 2.3058 | 0.4078 | 2.3058 | 1.5185 |
| No log | 1.9775 | 176 | 1.8914 | 0.4949 | 1.8914 | 1.3753 |
| No log | 2.0 | 178 | 1.2016 | 0.6369 | 1.2016 | 1.0962 |
| No log | 2.0225 | 180 | 0.8437 | 0.6752 | 0.8437 | 0.9185 |
| No log | 2.0449 | 182 | 0.7200 | 0.7619 | 0.7200 | 0.8486 |
| No log | 2.0674 | 184 | 0.7073 | 0.7733 | 0.7073 | 0.8410 |
| No log | 2.0899 | 186 | 0.7143 | 0.7534 | 0.7143 | 0.8452 |
| No log | 2.1124 | 188 | 0.7846 | 0.7391 | 0.7846 | 0.8858 |
| No log | 2.1348 | 190 | 0.8115 | 0.7194 | 0.8115 | 0.9008 |
| No log | 2.1573 | 192 | 0.7858 | 0.7429 | 0.7858 | 0.8865 |
| No log | 2.1798 | 194 | 0.7961 | 0.6522 | 0.7961 | 0.8922 |
| No log | 2.2022 | 196 | 0.8321 | 0.6712 | 0.8321 | 0.9122 |
| No log | 2.2247 | 198 | 0.7860 | 0.7143 | 0.7860 | 0.8866 |
| No log | 2.2472 | 200 | 0.8072 | 0.7183 | 0.8072 | 0.8984 |
| No log | 2.2697 | 202 | 0.7927 | 0.7183 | 0.7927 | 0.8903 |
| No log | 2.2921 | 204 | 0.8859 | 0.6667 | 0.8859 | 0.9412 |
| No log | 2.3146 | 206 | 1.0202 | 0.6706 | 1.0202 | 1.0100 |
| No log | 2.3371 | 208 | 0.9160 | 0.6447 | 0.9160 | 0.9571 |
| No log | 2.3596 | 210 | 0.8414 | 0.6383 | 0.8414 | 0.9173 |
| No log | 2.3820 | 212 | 0.8147 | 0.7183 | 0.8147 | 0.9026 |
| No log | 2.4045 | 214 | 0.7942 | 0.7172 | 0.7942 | 0.8912 |
| No log | 2.4270 | 216 | 0.7843 | 0.7034 | 0.7843 | 0.8856 |
| No log | 2.4494 | 218 | 0.7667 | 0.7222 | 0.7667 | 0.8756 |
| No log | 2.4719 | 220 | 0.7873 | 0.6571 | 0.7873 | 0.8873 |
| No log | 2.4944 | 222 | 0.8233 | 0.6573 | 0.8233 | 0.9074 |
| No log | 2.5169 | 224 | 0.9283 | 0.6286 | 0.9283 | 0.9635 |
| No log | 2.5393 | 226 | 1.0368 | 0.5429 | 1.0368 | 1.0182 |
| No log | 2.5618 | 228 | 0.9384 | 0.5522 | 0.9384 | 0.9687 |
| No log | 2.5843 | 230 | 0.8328 | 0.7153 | 0.8328 | 0.9126 |
| No log | 2.6067 | 232 | 0.9430 | 0.5778 | 0.9430 | 0.9711 |
| No log | 2.6292 | 234 | 1.0086 | 0.5735 | 1.0086 | 1.0043 |
| No log | 2.6517 | 236 | 0.9018 | 0.6667 | 0.9018 | 0.9496 |
| No log | 2.6742 | 238 | 0.7706 | 0.7432 | 0.7706 | 0.8778 |
| No log | 2.6966 | 240 | 0.8580 | 0.6626 | 0.8580 | 0.9263 |
| No log | 2.7191 | 242 | 0.9506 | 0.6627 | 0.9506 | 0.9750 |
| No log | 2.7416 | 244 | 0.8838 | 0.6626 | 0.8838 | 0.9401 |
| No log | 2.7640 | 246 | 0.7601 | 0.7333 | 0.7601 | 0.8718 |
| No log | 2.7865 | 248 | 0.7552 | 0.7310 | 0.7552 | 0.8690 |
| No log | 2.8090 | 250 | 0.8015 | 0.6536 | 0.8015 | 0.8953 |
| No log | 2.8315 | 252 | 0.9933 | 0.6456 | 0.9933 | 0.9967 |
| No log | 2.8539 | 254 | 1.0561 | 0.6854 | 1.0561 | 1.0277 |
| No log | 2.8764 | 256 | 0.9327 | 0.6707 | 0.9327 | 0.9658 |
| No log | 2.8989 | 258 | 0.7352 | 0.7067 | 0.7352 | 0.8574 |
| No log | 2.9213 | 260 | 0.7131 | 0.7448 | 0.7131 | 0.8445 |
| No log | 2.9438 | 262 | 0.7492 | 0.7211 | 0.7492 | 0.8656 |
| No log | 2.9663 | 264 | 0.7601 | 0.7172 | 0.7601 | 0.8719 |
| No log | 2.9888 | 266 | 0.7267 | 0.7034 | 0.7267 | 0.8525 |
| No log | 3.0112 | 268 | 0.7523 | 0.72 | 0.7523 | 0.8674 |
| No log | 3.0337 | 270 | 0.7651 | 0.72 | 0.7651 | 0.8747 |
| No log | 3.0562 | 272 | 0.7629 | 0.6944 | 0.7629 | 0.8734 |
| No log | 3.0787 | 274 | 0.7584 | 0.7034 | 0.7584 | 0.8708 |
| No log | 3.1011 | 276 | 0.7909 | 0.7320 | 0.7909 | 0.8893 |
| No log | 3.1236 | 278 | 0.7518 | 0.7172 | 0.7518 | 0.8671 |
| No log | 3.1461 | 280 | 0.7388 | 0.7353 | 0.7388 | 0.8596 |
| No log | 3.1685 | 282 | 0.8640 | 0.7015 | 0.8640 | 0.9295 |
| No log | 3.1910 | 284 | 0.9051 | 0.6519 | 0.9051 | 0.9514 |
| No log | 3.2135 | 286 | 0.8219 | 0.7111 | 0.8219 | 0.9066 |
| No log | 3.2360 | 288 | 0.7292 | 0.6667 | 0.7292 | 0.8539 |
| No log | 3.2584 | 290 | 0.8205 | 0.6757 | 0.8205 | 0.9058 |
| No log | 3.2809 | 292 | 0.8760 | 0.6541 | 0.8760 | 0.9359 |
| No log | 3.3034 | 294 | 0.8021 | 0.6832 | 0.8021 | 0.8956 |
| No log | 3.3258 | 296 | 0.8031 | 0.6946 | 0.8031 | 0.8962 |
| No log | 3.3483 | 298 | 0.7044 | 0.7742 | 0.7044 | 0.8393 |
| No log | 3.3708 | 300 | 0.6962 | 0.7310 | 0.6962 | 0.8344 |
| No log | 3.3933 | 302 | 0.7466 | 0.7194 | 0.7466 | 0.8640 |
| No log | 3.4157 | 304 | 0.7188 | 0.7286 | 0.7188 | 0.8478 |
| No log | 3.4382 | 306 | 0.6914 | 0.75 | 0.6914 | 0.8315 |
| No log | 3.4607 | 308 | 0.6684 | 0.7785 | 0.6684 | 0.8176 |
| No log | 3.4831 | 310 | 0.6329 | 0.7974 | 0.6329 | 0.7955 |
| No log | 3.5056 | 312 | 0.6711 | 0.7568 | 0.6711 | 0.8192 |
| No log | 3.5281 | 314 | 0.7100 | 0.7692 | 0.7100 | 0.8426 |
| No log | 3.5506 | 316 | 0.7002 | 0.7550 | 0.7002 | 0.8368 |
| No log | 3.5730 | 318 | 0.7122 | 0.7484 | 0.7122 | 0.8439 |
| No log | 3.5955 | 320 | 0.7644 | 0.7273 | 0.7644 | 0.8743 |
| No log | 3.6180 | 322 | 0.7373 | 0.7285 | 0.7373 | 0.8587 |
| No log | 3.6404 | 324 | 0.7096 | 0.7432 | 0.7096 | 0.8423 |
| No log | 3.6629 | 326 | 0.7279 | 0.6861 | 0.7279 | 0.8531 |
| No log | 3.6854 | 328 | 0.7490 | 0.7286 | 0.7490 | 0.8654 |
| No log | 3.7079 | 330 | 0.7214 | 0.7286 | 0.7214 | 0.8494 |
| No log | 3.7303 | 332 | 0.6763 | 0.7482 | 0.6763 | 0.8224 |
| No log | 3.7528 | 334 | 0.6726 | 0.7143 | 0.6726 | 0.8202 |
| No log | 3.7753 | 336 | 0.6968 | 0.6715 | 0.6968 | 0.8347 |
| No log | 3.7978 | 338 | 0.7329 | 0.6857 | 0.7329 | 0.8561 |
| No log | 3.8202 | 340 | 0.7464 | 0.6715 | 0.7464 | 0.8639 |
| No log | 3.8427 | 342 | 0.7236 | 0.6857 | 0.7236 | 0.8507 |
| No log | 3.8652 | 344 | 0.6947 | 0.7568 | 0.6947 | 0.8335 |
| No log | 3.8876 | 346 | 0.6724 | 0.7692 | 0.6724 | 0.8200 |
| No log | 3.9101 | 348 | 0.6888 | 0.7515 | 0.6888 | 0.8299 |
| No log | 3.9326 | 350 | 0.6513 | 0.8 | 0.6513 | 0.8070 |
| No log | 3.9551 | 352 | 0.6253 | 0.7848 | 0.6253 | 0.7908 |
| No log | 3.9775 | 354 | 0.6981 | 0.7564 | 0.6981 | 0.8355 |
| No log | 4.0 | 356 | 0.7612 | 0.6622 | 0.7612 | 0.8724 |
| No log | 4.0225 | 358 | 0.7710 | 0.6853 | 0.7710 | 0.8781 |
| No log | 4.0449 | 360 | 0.6684 | 0.7692 | 0.6684 | 0.8176 |
| No log | 4.0674 | 362 | 0.5987 | 0.8 | 0.5987 | 0.7738 |
| No log | 4.0899 | 364 | 0.5809 | 0.8148 | 0.5809 | 0.7622 |
| No log | 4.1124 | 366 | 0.5658 | 0.7950 | 0.5658 | 0.7522 |
| No log | 4.1348 | 368 | 0.5600 | 0.8 | 0.5600 | 0.7483 |
| No log | 4.1573 | 370 | 0.5807 | 0.7929 | 0.5807 | 0.7620 |
| No log | 4.1798 | 372 | 0.7018 | 0.7485 | 0.7018 | 0.8377 |
| No log | 4.2022 | 374 | 0.6463 | 0.7929 | 0.6463 | 0.8039 |
| No log | 4.2247 | 376 | 0.5854 | 0.7703 | 0.5854 | 0.7651 |
| No log | 4.2472 | 378 | 0.6082 | 0.7518 | 0.6082 | 0.7799 |
| No log | 4.2697 | 380 | 0.6111 | 0.7626 | 0.6111 | 0.7817 |
| No log | 4.2921 | 382 | 0.6136 | 0.7746 | 0.6136 | 0.7834 |
| No log | 4.3146 | 384 | 0.5971 | 0.8079 | 0.5971 | 0.7727 |
| No log | 4.3371 | 386 | 0.5987 | 0.7974 | 0.5987 | 0.7738 |
| No log | 4.3596 | 388 | 0.6246 | 0.7792 | 0.6246 | 0.7903 |
| No log | 4.3820 | 390 | 0.5991 | 0.7826 | 0.5991 | 0.7740 |
| No log | 4.4045 | 392 | 0.6024 | 0.8171 | 0.6024 | 0.7762 |
| No log | 4.4270 | 394 | 0.6528 | 0.7805 | 0.6528 | 0.8079 |
| No log | 4.4494 | 396 | 0.6424 | 0.7799 | 0.6424 | 0.8015 |
| No log | 4.4719 | 398 | 0.6334 | 0.7792 | 0.6334 | 0.7959 |
| No log | 4.4944 | 400 | 0.6348 | 0.7619 | 0.6348 | 0.7968 |
| No log | 4.5169 | 402 | 0.6067 | 0.7945 | 0.6067 | 0.7789 |
| No log | 4.5393 | 404 | 0.6382 | 0.7246 | 0.6382 | 0.7989 |
| No log | 4.5618 | 406 | 0.6428 | 0.7153 | 0.6428 | 0.8018 |
| No log | 4.5843 | 408 | 0.6790 | 0.7153 | 0.6790 | 0.8240 |
| No log | 4.6067 | 410 | 0.7100 | 0.7286 | 0.7100 | 0.8426 |
| No log | 4.6292 | 412 | 0.7284 | 0.7050 | 0.7284 | 0.8535 |
| No log | 4.6517 | 414 | 0.6320 | 0.7273 | 0.6320 | 0.7950 |
| No log | 4.6742 | 416 | 0.6022 | 0.8077 | 0.6022 | 0.7760 |
| No log | 4.6966 | 418 | 0.6374 | 0.7975 | 0.6374 | 0.7984 |
| No log | 4.7191 | 420 | 0.6305 | 0.7821 | 0.6305 | 0.7940 |
| No log | 4.7416 | 422 | 0.6397 | 0.8025 | 0.6397 | 0.7998 |
| No log | 4.7640 | 424 | 0.6534 | 0.8077 | 0.6534 | 0.8083 |
| No log | 4.7865 | 426 | 0.6889 | 0.7733 | 0.6889 | 0.8300 |
| No log | 4.8090 | 428 | 0.7439 | 0.7651 | 0.7439 | 0.8625 |
| No log | 4.8315 | 430 | 0.7701 | 0.7586 | 0.7701 | 0.8775 |
| No log | 4.8539 | 432 | 0.7432 | 0.7448 | 0.7432 | 0.8621 |
| No log | 4.8764 | 434 | 0.7381 | 0.7417 | 0.7381 | 0.8591 |
| No log | 4.8989 | 436 | 0.7088 | 0.7564 | 0.7088 | 0.8419 |
| No log | 4.9213 | 438 | 0.6580 | 0.7613 | 0.6580 | 0.8112 |
| No log | 4.9438 | 440 | 0.6286 | 0.7867 | 0.6286 | 0.7928 |
| No log | 4.9663 | 442 | 0.6263 | 0.7919 | 0.6263 | 0.7914 |
| No log | 4.9888 | 444 | 0.6284 | 0.7867 | 0.6284 | 0.7927 |
| No log | 5.0112 | 446 | 0.6459 | 0.8050 | 0.6459 | 0.8037 |
| No log | 5.0337 | 448 | 0.5623 | 0.8025 | 0.5623 | 0.7499 |
| No log | 5.0562 | 450 | 0.5394 | 0.8205 | 0.5394 | 0.7344 |
| No log | 5.0787 | 452 | 0.5533 | 0.7949 | 0.5533 | 0.7438 |
| No log | 5.1011 | 454 | 0.5212 | 0.8052 | 0.5212 | 0.7219 |
| No log | 5.1236 | 456 | 0.5081 | 0.8199 | 0.5081 | 0.7128 |
| No log | 5.1461 | 458 | 0.5339 | 0.8199 | 0.5339 | 0.7307 |
| No log | 5.1685 | 460 | 0.5376 | 0.8101 | 0.5376 | 0.7332 |
| No log | 5.1910 | 462 | 0.5639 | 0.8052 | 0.5639 | 0.7509 |
| No log | 5.2135 | 464 | 0.5769 | 0.8052 | 0.5769 | 0.7596 |
| No log | 5.2360 | 466 | 0.5782 | 0.7895 | 0.5782 | 0.7604 |
| No log | 5.2584 | 468 | 0.5912 | 0.7671 | 0.5912 | 0.7689 |
| No log | 5.2809 | 470 | 0.5761 | 0.7671 | 0.5761 | 0.7590 |
| No log | 5.3034 | 472 | 0.5832 | 0.8199 | 0.5832 | 0.7637 |
| No log | 5.3258 | 474 | 0.5766 | 0.8199 | 0.5766 | 0.7594 |
| No log | 5.3483 | 476 | 0.5582 | 0.8075 | 0.5582 | 0.7472 |
| No log | 5.3708 | 478 | 0.5686 | 0.8075 | 0.5686 | 0.7540 |
| No log | 5.3933 | 480 | 0.5946 | 0.7853 | 0.5946 | 0.7711 |
| No log | 5.4157 | 482 | 0.6553 | 0.7516 | 0.6553 | 0.8095 |
| No log | 5.4382 | 484 | 0.7152 | 0.7034 | 0.7152 | 0.8457 |
| No log | 5.4607 | 486 | 0.7017 | 0.7448 | 0.7017 | 0.8377 |
| No log | 5.4831 | 488 | 0.6864 | 0.7324 | 0.6864 | 0.8285 |
| No log | 5.5056 | 490 | 0.6380 | 0.7571 | 0.6380 | 0.7987 |
| No log | 5.5281 | 492 | 0.6365 | 0.7518 | 0.6365 | 0.7978 |
| No log | 5.5506 | 494 | 0.6188 | 0.7606 | 0.6188 | 0.7866 |
| No log | 5.5730 | 496 | 0.5981 | 0.7552 | 0.5981 | 0.7734 |
| No log | 5.5955 | 498 | 0.6209 | 0.7413 | 0.6209 | 0.7880 |
| 0.4379 | 5.6180 | 500 | 0.6299 | 0.7133 | 0.6299 | 0.7937 |
| 0.4379 | 5.6404 | 502 | 0.5983 | 0.7483 | 0.5983 | 0.7735 |
| 0.4379 | 5.6629 | 504 | 0.5818 | 0.7755 | 0.5818 | 0.7628 |
| 0.4379 | 5.6854 | 506 | 0.5935 | 0.7919 | 0.5935 | 0.7704 |
| 0.4379 | 5.7079 | 508 | 0.6380 | 0.7733 | 0.6380 | 0.7987 |
| 0.4379 | 5.7303 | 510 | 0.6357 | 0.7639 | 0.6357 | 0.7973 |
| 0.4379 | 5.7528 | 512 | 0.6371 | 0.7571 | 0.6371 | 0.7982 |
| 0.4379 | 5.7753 | 514 | 0.6994 | 0.7299 | 0.6994 | 0.8363 |
| 0.4379 | 5.7978 | 516 | 0.7349 | 0.7 | 0.7349 | 0.8573 |
| 0.4379 | 5.8202 | 518 | 0.7103 | 0.7 | 0.7103 | 0.8428 |
| 0.4379 | 5.8427 | 520 | 0.6486 | 0.6993 | 0.6486 | 0.8054 |
| 0.4379 | 5.8652 | 522 | 0.6093 | 0.7482 | 0.6093 | 0.7806 |
| 0.4379 | 5.8876 | 524 | 0.5884 | 0.7518 | 0.5884 | 0.7670 |
| 0.4379 | 5.9101 | 526 | 0.6133 | 0.7571 | 0.6133 | 0.7831 |
| 0.4379 | 5.9326 | 528 | 0.6244 | 0.7724 | 0.6244 | 0.7902 |
| 0.4379 | 5.9551 | 530 | 0.6294 | 0.7871 | 0.6294 | 0.7933 |
| 0.4379 | 5.9775 | 532 | 0.6779 | 0.7516 | 0.6779 | 0.8233 |
| 0.4379 | 6.0 | 534 | 0.6525 | 0.7564 | 0.6525 | 0.8078 |
| 0.4379 | 6.0225 | 536 | 0.5955 | 0.8199 | 0.5955 | 0.7717 |
| 0.4379 | 6.0449 | 538 | 0.6109 | 0.8052 | 0.6109 | 0.7816 |
| 0.4379 | 6.0674 | 540 | 0.6519 | 0.7550 | 0.6519 | 0.8074 |
| 0.4379 | 6.0899 | 542 | 0.8022 | 0.6842 | 0.8022 | 0.8957 |
| 0.4379 | 6.1124 | 544 | 0.8460 | 0.6667 | 0.8460 | 0.9198 |
| 0.4379 | 6.1348 | 546 | 0.7075 | 0.7643 | 0.7075 | 0.8411 |
| 0.4379 | 6.1573 | 548 | 0.6119 | 0.8129 | 0.6119 | 0.7823 |
| 0.4379 | 6.1798 | 550 | 0.6232 | 0.7361 | 0.6232 | 0.7895 |
| 0.4379 | 6.2022 | 552 | 0.6404 | 0.7413 | 0.6404 | 0.8002 |
| 0.4379 | 6.2247 | 554 | 0.6200 | 0.7763 | 0.6200 | 0.7874 |
| 0.4379 | 6.2472 | 556 | 0.6781 | 0.7561 | 0.6781 | 0.8235 |
| 0.4379 | 6.2697 | 558 | 0.7567 | 0.7684 | 0.7567 | 0.8699 |
| 0.4379 | 6.2921 | 560 | 0.6944 | 0.7719 | 0.6944 | 0.8333 |
| 0.4379 | 6.3146 | 562 | 0.6045 | 0.8199 | 0.6045 | 0.7775 |
| 0.4379 | 6.3371 | 564 | 0.6727 | 0.7448 | 0.6727 | 0.8202 |
| 0.4379 | 6.3596 | 566 | 0.7561 | 0.6857 | 0.7561 | 0.8695 |
| 0.4379 | 6.3820 | 568 | 0.7616 | 0.7338 | 0.7616 | 0.8727 |
| 0.4379 | 6.4045 | 570 | 0.6975 | 0.7571 | 0.6975 | 0.8351 |
| 0.4379 | 6.4270 | 572 | 0.6548 | 0.7692 | 0.6548 | 0.8092 |
| 0.4379 | 6.4494 | 574 | 0.6542 | 0.7518 | 0.6542 | 0.8088 |
| 0.4379 | 6.4719 | 576 | 0.6620 | 0.7660 | 0.6620 | 0.8136 |
| 0.4379 | 6.4944 | 578 | 0.6576 | 0.7626 | 0.6576 | 0.8109 |
| 0.4379 | 6.5169 | 580 | 0.6716 | 0.7571 | 0.6716 | 0.8195 |
| 0.4379 | 6.5393 | 582 | 0.6557 | 0.7606 | 0.6557 | 0.8098 |
| 0.4379 | 6.5618 | 584 | 0.6230 | 0.7724 | 0.6230 | 0.7893 |
| 0.4379 | 6.5843 | 586 | 0.6503 | 0.7273 | 0.6503 | 0.8064 |
| 0.4379 | 6.6067 | 588 | 0.6415 | 0.7586 | 0.6415 | 0.8009 |
| 0.4379 | 6.6292 | 590 | 0.6079 | 0.7755 | 0.6079 | 0.7797 |
| 0.4379 | 6.6517 | 592 | 0.6162 | 0.7536 | 0.6162 | 0.7850 |
| 0.4379 | 6.6742 | 594 | 0.6099 | 0.7606 | 0.6099 | 0.7810 |
| 0.4379 | 6.6966 | 596 | 0.5703 | 0.7843 | 0.5703 | 0.7552 |
| 0.4379 | 6.7191 | 598 | 0.5792 | 0.8125 | 0.5792 | 0.7610 |
| 0.4379 | 6.7416 | 600 | 0.6775 | 0.7547 | 0.6775 | 0.8231 |
| 0.4379 | 6.7640 | 602 | 0.7413 | 0.6923 | 0.7413 | 0.8610 |
| 0.4379 | 6.7865 | 604 | 0.7011 | 0.7320 | 0.7011 | 0.8373 |
| 0.4379 | 6.8090 | 606 | 0.6858 | 0.7179 | 0.6858 | 0.8281 |
| 0.4379 | 6.8315 | 608 | 0.6468 | 0.7879 | 0.6468 | 0.8042 |
| 0.4379 | 6.8539 | 610 | 0.5799 | 0.8221 | 0.5799 | 0.7615 |
| 0.4379 | 6.8764 | 612 | 0.5837 | 0.7808 | 0.5837 | 0.7640 |
| 0.4379 | 6.8989 | 614 | 0.6338 | 0.7746 | 0.6338 | 0.7961 |
| 0.4379 | 6.9213 | 616 | 0.7193 | 0.7591 | 0.7193 | 0.8481 |
| 0.4379 | 6.9438 | 618 | 0.7510 | 0.7647 | 0.7510 | 0.8666 |
| 0.4379 | 6.9663 | 620 | 0.7467 | 0.7591 | 0.7467 | 0.8641 |
| 0.4379 | 6.9888 | 622 | 0.6615 | 0.7591 | 0.6615 | 0.8134 |
| 0.4379 | 7.0112 | 624 | 0.5824 | 0.7692 | 0.5824 | 0.7632 |
| 0.4379 | 7.0337 | 626 | 0.5592 | 0.7808 | 0.5592 | 0.7478 |
| 0.4379 | 7.0562 | 628 | 0.5661 | 0.7949 | 0.5661 | 0.7524 |
| 0.4379 | 7.0787 | 630 | 0.5809 | 0.7949 | 0.5809 | 0.7622 |
| 0.4379 | 7.1011 | 632 | 0.5891 | 0.7763 | 0.5891 | 0.7676 |
| 0.4379 | 7.1236 | 634 | 0.6050 | 0.7724 | 0.6050 | 0.7778 |
| 0.4379 | 7.1461 | 636 | 0.6124 | 0.7724 | 0.6124 | 0.7826 |
| 0.4379 | 7.1685 | 638 | 0.6161 | 0.7724 | 0.6161 | 0.7849 |
| 0.4379 | 7.1910 | 640 | 0.6050 | 0.7949 | 0.6050 | 0.7778 |
| 0.4379 | 7.2135 | 642 | 0.5958 | 0.7949 | 0.5958 | 0.7719 |
| 0.4379 | 7.2360 | 644 | 0.6010 | 0.8 | 0.6010 | 0.7752 |
| 0.4379 | 7.2584 | 646 | 0.6351 | 0.7692 | 0.6351 | 0.7969 |
| 0.4379 | 7.2809 | 648 | 0.6385 | 0.7785 | 0.6385 | 0.7991 |
| 0.4379 | 7.3034 | 650 | 0.6324 | 0.8 | 0.6324 | 0.7952 |
| 0.4379 | 7.3258 | 652 | 0.6347 | 0.8 | 0.6347 | 0.7967 |
| 0.4379 | 7.3483 | 654 | 0.6281 | 0.7843 | 0.6281 | 0.7925 |
| 0.4379 | 7.3708 | 656 | 0.6181 | 0.8101 | 0.6181 | 0.7862 |
| 0.4379 | 7.3933 | 658 | 0.6158 | 0.8 | 0.6158 | 0.7847 |
| 0.4379 | 7.4157 | 660 | 0.6168 | 0.8 | 0.6168 | 0.7853 |
| 0.4379 | 7.4382 | 662 | 0.6115 | 0.7785 | 0.6115 | 0.7820 |
| 0.4379 | 7.4607 | 664 | 0.6062 | 0.7703 | 0.6062 | 0.7786 |
| 0.4379 | 7.4831 | 666 | 0.6460 | 0.7482 | 0.6460 | 0.8037 |
| 0.4379 | 7.5056 | 668 | 0.6683 | 0.7591 | 0.6683 | 0.8175 |
| 0.4379 | 7.5281 | 670 | 0.6480 | 0.7724 | 0.6480 | 0.8050 |
| 0.4379 | 7.5506 | 672 | 0.6744 | 0.7297 | 0.6744 | 0.8212 |
| 0.4379 | 7.5730 | 674 | 0.8153 | 0.7081 | 0.8153 | 0.9029 |
| 0.4379 | 7.5955 | 676 | 0.8617 | 0.6875 | 0.8617 | 0.9283 |
| 0.4379 | 7.6180 | 678 | 0.7416 | 0.7643 | 0.7416 | 0.8611 |
| 0.4379 | 7.6404 | 680 | 0.6343 | 0.7643 | 0.6343 | 0.7964 |
| 0.4379 | 7.6629 | 682 | 0.5753 | 0.8025 | 0.5753 | 0.7585 |
| 0.4379 | 7.6854 | 684 | 0.5582 | 0.8199 | 0.5582 | 0.7471 |
| 0.4379 | 7.7079 | 686 | 0.5546 | 0.8344 | 0.5546 | 0.7447 |
| 0.4379 | 7.7303 | 688 | 0.5493 | 0.825 | 0.5493 | 0.7412 |
| 0.4379 | 7.7528 | 690 | 0.5820 | 0.8176 | 0.5820 | 0.7629 |
| 0.4379 | 7.7753 | 692 | 0.6206 | 0.7785 | 0.6206 | 0.7878 |
| 0.4379 | 7.7978 | 694 | 0.6812 | 0.7353 | 0.6812 | 0.8254 |
| 0.4379 | 7.8202 | 696 | 0.7326 | 0.7059 | 0.7326 | 0.8559 |
| 0.4379 | 7.8427 | 698 | 0.7154 | 0.7259 | 0.7154 | 0.8458 |
| 0.4379 | 7.8652 | 700 | 0.6699 | 0.7246 | 0.6699 | 0.8185 |
| 0.4379 | 7.8876 | 702 | 0.6714 | 0.7133 | 0.6714 | 0.8194 |
| 0.4379 | 7.9101 | 704 | 0.6849 | 0.7143 | 0.6849 | 0.8276 |
| 0.4379 | 7.9326 | 706 | 0.7368 | 0.6667 | 0.7368 | 0.8584 |
| 0.4379 | 7.9551 | 708 | 0.7613 | 0.6471 | 0.7613 | 0.8725 |
| 0.4379 | 7.9775 | 710 | 0.7559 | 0.6466 | 0.7559 | 0.8694 |
| 0.4379 | 8.0 | 712 | 0.7465 | 0.7143 | 0.7465 | 0.8640 |
| 0.4379 | 8.0225 | 714 | 0.7530 | 0.7172 | 0.7530 | 0.8678 |
| 0.4379 | 8.0449 | 716 | 0.7736 | 0.7211 | 0.7736 | 0.8796 |
| 0.4379 | 8.0674 | 718 | 0.7817 | 0.7248 | 0.7817 | 0.8841 |
| 0.4379 | 8.0899 | 720 | 0.7781 | 0.7248 | 0.7781 | 0.8821 |
| 0.4379 | 8.1124 | 722 | 0.7654 | 0.6993 | 0.7654 | 0.8749 |
| 0.4379 | 8.1348 | 724 | 0.7579 | 0.7172 | 0.7579 | 0.8706 |
| 0.4379 | 8.1573 | 726 | 0.7611 | 0.7172 | 0.7611 | 0.8724 |
| 0.4379 | 8.1798 | 728 | 0.7877 | 0.7333 | 0.7877 | 0.8875 |
| 0.4379 | 8.2022 | 730 | 0.7965 | 0.7143 | 0.7965 | 0.8924 |
| 0.4379 | 8.2247 | 732 | 0.7375 | 0.7468 | 0.7375 | 0.8588 |
| 0.4379 | 8.2472 | 734 | 0.6781 | 0.7613 | 0.6781 | 0.8235 |
| 0.4379 | 8.2697 | 736 | 0.6565 | 0.7742 | 0.6565 | 0.8103 |
| 0.4379 | 8.2921 | 738 | 0.6675 | 0.7333 | 0.6675 | 0.8170 |
| 0.4379 | 8.3146 | 740 | 0.6932 | 0.7260 | 0.6932 | 0.8326 |
| 0.4379 | 8.3371 | 742 | 0.6977 | 0.7260 | 0.6977 | 0.8353 |
| 0.4379 | 8.3596 | 744 | 0.7080 | 0.7397 | 0.7080 | 0.8415 |
| 0.4379 | 8.3820 | 746 | 0.7223 | 0.7222 | 0.7223 | 0.8499 |
| 0.4379 | 8.4045 | 748 | 0.7816 | 0.7 | 0.7816 | 0.8841 |
| 0.4379 | 8.4270 | 750 | 0.8499 | 0.6269 | 0.8499 | 0.9219 |
| 0.4379 | 8.4494 | 752 | 0.8040 | 0.6466 | 0.8040 | 0.8967 |
| 0.4379 | 8.4719 | 754 | 0.7020 | 0.7482 | 0.7020 | 0.8378 |
| 0.4379 | 8.4944 | 756 | 0.6699 | 0.7483 | 0.6699 | 0.8185 |
| 0.4379 | 8.5169 | 758 | 0.6773 | 0.7246 | 0.6773 | 0.8230 |
| 0.4379 | 8.5393 | 760 | 0.7015 | 0.7353 | 0.7015 | 0.8376 |
| 0.4379 | 8.5618 | 762 | 0.7314 | 0.7313 | 0.7314 | 0.8552 |
| 0.4379 | 8.5843 | 764 | 0.7280 | 0.7111 | 0.7280 | 0.8532 |
| 0.4379 | 8.6067 | 766 | 0.6944 | 0.75 | 0.6944 | 0.8333 |
| 0.4379 | 8.6292 | 768 | 0.7028 | 0.75 | 0.7028 | 0.8384 |
| 0.4379 | 8.6517 | 770 | 0.7139 | 0.75 | 0.7139 | 0.8449 |
| 0.4379 | 8.6742 | 772 | 0.6938 | 0.75 | 0.6938 | 0.8329 |
| 0.4379 | 8.6966 | 774 | 0.6558 | 0.7338 | 0.6558 | 0.8098 |
| 0.4379 | 8.7191 | 776 | 0.6527 | 0.7482 | 0.6527 | 0.8079 |
| 0.4379 | 8.7416 | 778 | 0.6724 | 0.7391 | 0.6724 | 0.8200 |
| 0.4379 | 8.7640 | 780 | 0.7332 | 0.6957 | 0.7332 | 0.8562 |
| 0.4379 | 8.7865 | 782 | 0.7324 | 0.6957 | 0.7324 | 0.8558 |
| 0.4379 | 8.8090 | 784 | 0.7153 | 0.7246 | 0.7153 | 0.8457 |
| 0.4379 | 8.8315 | 786 | 0.6785 | 0.7714 | 0.6785 | 0.8237 |
| 0.4379 | 8.8539 | 788 | 0.6454 | 0.7451 | 0.6454 | 0.8034 |
| 0.4379 | 8.8764 | 790 | 0.6205 | 0.7564 | 0.6205 | 0.7877 |
| 0.4379 | 8.8989 | 792 | 0.6033 | 0.7771 | 0.6033 | 0.7767 |
| 0.4379 | 8.9213 | 794 | 0.5759 | 0.7843 | 0.5759 | 0.7589 |
| 0.4379 | 8.9438 | 796 | 0.5803 | 0.7785 | 0.5803 | 0.7618 |
| 0.4379 | 8.9663 | 798 | 0.5881 | 0.7671 | 0.5881 | 0.7669 |
| 0.4379 | 8.9888 | 800 | 0.6066 | 0.75 | 0.6066 | 0.7788 |
| 0.4379 | 9.0112 | 802 | 0.6271 | 0.7445 | 0.6271 | 0.7919 |
| 0.4379 | 9.0337 | 804 | 0.6096 | 0.7626 | 0.6096 | 0.7808 |
| 0.4379 | 9.0562 | 806 | 0.5490 | 0.7703 | 0.5490 | 0.7410 |
| 0.4379 | 9.0787 | 808 | 0.5381 | 0.7895 | 0.5381 | 0.7336 |
| 0.4379 | 9.1011 | 810 | 0.5433 | 0.8 | 0.5433 | 0.7371 |
| 0.4379 | 9.1236 | 812 | 0.5489 | 0.7651 | 0.5489 | 0.7409 |
| 0.4379 | 9.1461 | 814 | 0.5548 | 0.7949 | 0.5548 | 0.7448 |
| 0.4379 | 9.1685 | 816 | 0.5601 | 0.7843 | 0.5601 | 0.7484 |
| 0.4379 | 9.1910 | 818 | 0.5675 | 0.7651 | 0.5675 | 0.7533 |
| 0.4379 | 9.2135 | 820 | 0.6022 | 0.7703 | 0.6022 | 0.7760 |
| 0.4379 | 9.2360 | 822 | 0.5881 | 0.7843 | 0.5881 | 0.7669 |
| 0.4379 | 9.2584 | 824 | 0.6052 | 0.7826 | 0.6052 | 0.7779 |
| 0.4379 | 9.2809 | 826 | 0.6751 | 0.7516 | 0.6751 | 0.8217 |
| 0.4379 | 9.3034 | 828 | 0.6953 | 0.7673 | 0.6953 | 0.8338 |
| 0.4379 | 9.3258 | 830 | 0.6932 | 0.8075 | 0.6932 | 0.8326 |
| 0.4379 | 9.3483 | 832 | 0.7180 | 0.7821 | 0.7180 | 0.8473 |
| 0.4379 | 9.3708 | 834 | 0.7553 | 0.7682 | 0.7553 | 0.8691 |
| 0.4379 | 9.3933 | 836 | 0.7434 | 0.7518 | 0.7434 | 0.8622 |
| 0.4379 | 9.4157 | 838 | 0.7053 | 0.7606 | 0.7053 | 0.8398 |
| 0.4379 | 9.4382 | 840 | 0.6529 | 0.7465 | 0.6529 | 0.8080 |
| 0.4379 | 9.4607 | 842 | 0.6106 | 0.7376 | 0.6106 | 0.7814 |
| 0.4379 | 9.4831 | 844 | 0.6020 | 0.7376 | 0.6020 | 0.7759 |
| 0.4379 | 9.5056 | 846 | 0.5827 | 0.7571 | 0.5827 | 0.7633 |
| 0.4379 | 9.5281 | 848 | 0.5687 | 0.7571 | 0.5687 | 0.7541 |
| 0.4379 | 9.5506 | 850 | 0.5764 | 0.7376 | 0.5764 | 0.7592 |
| 0.4379 | 9.5730 | 852 | 0.5679 | 0.7571 | 0.5679 | 0.7536 |
| 0.4379 | 9.5955 | 854 | 0.5548 | 0.7660 | 0.5548 | 0.7449 |
| 0.4379 | 9.6180 | 856 | 0.5598 | 0.7660 | 0.5598 | 0.7482 |
| 0.4379 | 9.6404 | 858 | 0.5566 | 0.7619 | 0.5566 | 0.7460 |
| 0.4379 | 9.6629 | 860 | 0.5461 | 0.7815 | 0.5461 | 0.7390 |
| 0.4379 | 9.6854 | 862 | 0.5696 | 0.7465 | 0.5696 | 0.7547 |
| 0.4379 | 9.7079 | 864 | 0.6516 | 0.7194 | 0.6516 | 0.8072 |
| 0.4379 | 9.7303 | 866 | 0.6575 | 0.7324 | 0.6575 | 0.8109 |
| 0.4379 | 9.7528 | 868 | 0.6178 | 0.7632 | 0.6178 | 0.7860 |
| 0.4379 | 9.7753 | 870 | 0.6177 | 0.7815 | 0.6177 | 0.7860 |
| 0.4379 | 9.7978 | 872 | 0.6447 | 0.7755 | 0.6447 | 0.8029 |
| 0.4379 | 9.8202 | 874 | 0.6347 | 0.7922 | 0.6347 | 0.7967 |
| 0.4379 | 9.8427 | 876 | 0.6203 | 0.7922 | 0.6203 | 0.7876 |
| 0.4379 | 9.8652 | 878 | 0.6221 | 0.8024 | 0.6221 | 0.7888 |
| 0.4379 | 9.8876 | 880 | 0.6567 | 0.7929 | 0.6567 | 0.8103 |
| 0.4379 | 9.9101 | 882 | 0.6384 | 0.8 | 0.6384 | 0.7990 |
| 0.4379 | 9.9326 | 884 | 0.6483 | 0.8182 | 0.6483 | 0.8052 |
| 0.4379 | 9.9551 | 886 | 0.6074 | 0.8070 | 0.6074 | 0.7794 |
| 0.4379 | 9.9775 | 888 | 0.5725 | 0.8024 | 0.5725 | 0.7566 |
| 0.4379 | 10.0 | 890 | 0.5908 | 0.7949 | 0.5908 | 0.7686 |
| 0.4379 | 10.0225 | 892 | 0.6239 | 0.7518 | 0.6239 | 0.7899 |
| 0.4379 | 10.0449 | 894 | 0.6405 | 0.7571 | 0.6405 | 0.8003 |
| 0.4379 | 10.0674 | 896 | 0.6555 | 0.7626 | 0.6555 | 0.8096 |
| 0.4379 | 10.0899 | 898 | 0.6692 | 0.7571 | 0.6692 | 0.8180 |
| 0.4379 | 10.1124 | 900 | 0.6884 | 0.7714 | 0.6884 | 0.8297 |
| 0.4379 | 10.1348 | 902 | 0.7227 | 0.7299 | 0.7227 | 0.8501 |
| 0.4379 | 10.1573 | 904 | 0.7200 | 0.7299 | 0.7200 | 0.8485 |
| 0.4379 | 10.1798 | 906 | 0.6674 | 0.7571 | 0.6674 | 0.8169 |
| 0.4379 | 10.2022 | 908 | 0.6570 | 0.7571 | 0.6570 | 0.8106 |
| 0.4379 | 10.2247 | 910 | 0.6647 | 0.7299 | 0.6647 | 0.8153 |
| 0.4379 | 10.2472 | 912 | 0.6531 | 0.7737 | 0.6531 | 0.8082 |
| 0.4379 | 10.2697 | 914 | 0.6434 | 0.7536 | 0.6434 | 0.8021 |
| 0.4379 | 10.2921 | 916 | 0.6365 | 0.7536 | 0.6365 | 0.7978 |
| 0.4379 | 10.3146 | 918 | 0.6526 | 0.7647 | 0.6526 | 0.8078 |
| 0.4379 | 10.3371 | 920 | 0.6504 | 0.7591 | 0.6504 | 0.8065 |
| 0.4379 | 10.3596 | 922 | 0.6279 | 0.7626 | 0.6279 | 0.7924 |
| 0.4379 | 10.3820 | 924 | 0.5803 | 0.7660 | 0.5803 | 0.7618 |
| 0.4379 | 10.4045 | 926 | 0.5361 | 0.7778 | 0.5361 | 0.7322 |
| 0.4379 | 10.4270 | 928 | 0.5156 | 0.7838 | 0.5156 | 0.7181 |
| 0.4379 | 10.4494 | 930 | 0.5181 | 0.76 | 0.5181 | 0.7198 |
| 0.4379 | 10.4719 | 932 | 0.5010 | 0.7785 | 0.5010 | 0.7078 |
| 0.4379 | 10.4944 | 934 | 0.4785 | 0.7947 | 0.4785 | 0.6917 |
| 0.4379 | 10.5169 | 936 | 0.4928 | 0.7724 | 0.4928 | 0.7020 |
| 0.4379 | 10.5393 | 938 | 0.5521 | 0.7801 | 0.5521 | 0.7430 |
| 0.4379 | 10.5618 | 940 | 0.6461 | 0.7518 | 0.6461 | 0.8038 |
| 0.4379 | 10.5843 | 942 | 0.6935 | 0.7101 | 0.6935 | 0.8328 |
| 0.4379 | 10.6067 | 944 | 0.6424 | 0.7518 | 0.6424 | 0.8015 |
| 0.4379 | 10.6292 | 946 | 0.6224 | 0.7606 | 0.6224 | 0.7889 |
| 0.4379 | 10.6517 | 948 | 0.5723 | 0.7826 | 0.5723 | 0.7565 |
| 0.4379 | 10.6742 | 950 | 0.5734 | 0.7887 | 0.5734 | 0.7573 |
| 0.4379 | 10.6966 | 952 | 0.6157 | 0.7626 | 0.6157 | 0.7847 |
| 0.4379 | 10.7191 | 954 | 0.6426 | 0.7571 | 0.6426 | 0.8016 |
| 0.4379 | 10.7416 | 956 | 0.6406 | 0.7606 | 0.6406 | 0.8004 |
| 0.4379 | 10.7640 | 958 | 0.6638 | 0.7299 | 0.6638 | 0.8147 |
| 0.4379 | 10.7865 | 960 | 0.6336 | 0.7536 | 0.6336 | 0.7960 |
| 0.4379 | 10.8090 | 962 | 0.6202 | 0.7826 | 0.6202 | 0.7876 |
| 0.4379 | 10.8315 | 964 | 0.5976 | 0.7552 | 0.5976 | 0.7730 |
| 0.4379 | 10.8539 | 966 | 0.6220 | 0.7465 | 0.6220 | 0.7887 |
| 0.4379 | 10.8764 | 968 | 0.6094 | 0.7465 | 0.6094 | 0.7806 |
| 0.4379 | 10.8989 | 970 | 0.5914 | 0.7101 | 0.5914 | 0.7690 |
| 0.4379 | 10.9213 | 972 | 0.5977 | 0.7714 | 0.5977 | 0.7731 |
| 0.4379 | 10.9438 | 974 | 0.6268 | 0.7626 | 0.6268 | 0.7917 |
| 0.4379 | 10.9663 | 976 | 0.6398 | 0.7681 | 0.6398 | 0.7999 |
| 0.4379 | 10.9888 | 978 | 0.6193 | 0.7536 | 0.6193 | 0.7869 |
| 0.4379 | 11.0112 | 980 | 0.5954 | 0.7376 | 0.5954 | 0.7717 |
| 0.4379 | 11.0337 | 982 | 0.6231 | 0.7771 | 0.6231 | 0.7894 |
| 0.4379 | 11.0562 | 984 | 0.6196 | 0.7771 | 0.6196 | 0.7871 |
| 0.4379 | 11.0787 | 986 | 0.5797 | 0.7771 | 0.5797 | 0.7614 |
| 0.4379 | 11.1011 | 988 | 0.5462 | 0.7922 | 0.5462 | 0.7390 |
| 0.4379 | 11.1236 | 990 | 0.5879 | 0.7714 | 0.5879 | 0.7668 |
| 0.4379 | 11.1461 | 992 | 0.6631 | 0.7015 | 0.6631 | 0.8143 |
| 0.4379 | 11.1685 | 994 | 0.7012 | 0.7015 | 0.7012 | 0.8374 |
| 0.4379 | 11.1910 | 996 | 0.7186 | 0.7015 | 0.7186 | 0.8477 |
| 0.4379 | 11.2135 | 998 | 0.7207 | 0.7068 | 0.7207 | 0.8490 |
| 0.0865 | 11.2360 | 1000 | 0.7170 | 0.7407 | 0.7170 | 0.8468 |
| 0.0865 | 11.2584 | 1002 | 0.6974 | 0.7407 | 0.6974 | 0.8351 |
| 0.0865 | 11.2809 | 1004 | 0.6679 | 0.75 | 0.6679 | 0.8173 |
| 0.0865 | 11.3034 | 1006 | 0.6689 | 0.7299 | 0.6689 | 0.8178 |
| 0.0865 | 11.3258 | 1008 | 0.6610 | 0.6957 | 0.6610 | 0.8130 |
| 0.0865 | 11.3483 | 1010 | 0.6302 | 0.7429 | 0.6302 | 0.7939 |
| 0.0865 | 11.3708 | 1012 | 0.6035 | 0.7586 | 0.6035 | 0.7768 |
| 0.0865 | 11.3933 | 1014 | 0.5951 | 0.7867 | 0.5951 | 0.7714 |
| 0.0865 | 11.4157 | 1016 | 0.6287 | 0.8 | 0.6287 | 0.7929 |
| 0.0865 | 11.4382 | 1018 | 0.6623 | 0.7922 | 0.6623 | 0.8138 |
| 0.0865 | 11.4607 | 1020 | 0.6588 | 0.7733 | 0.6588 | 0.8117 |
| 0.0865 | 11.4831 | 1022 | 0.6374 | 0.7867 | 0.6374 | 0.7984 |
| 0.0865 | 11.5056 | 1024 | 0.6501 | 0.7465 | 0.6501 | 0.8063 |
| 0.0865 | 11.5281 | 1026 | 0.6406 | 0.7413 | 0.6406 | 0.8004 |
| 0.0865 | 11.5506 | 1028 | 0.6226 | 0.7413 | 0.6226 | 0.7891 |
| 0.0865 | 11.5730 | 1030 | 0.5951 | 0.7692 | 0.5951 | 0.7714 |
| 0.0865 | 11.5955 | 1032 | 0.5573 | 0.7755 | 0.5573 | 0.7465 |
| 0.0865 | 11.6180 | 1034 | 0.5574 | 0.7895 | 0.5574 | 0.7466 |
| 0.0865 | 11.6404 | 1036 | 0.5616 | 0.7895 | 0.5616 | 0.7494 |
| 0.0865 | 11.6629 | 1038 | 0.5689 | 0.7867 | 0.5689 | 0.7542 |
| 0.0865 | 11.6854 | 1040 | 0.5915 | 0.7785 | 0.5915 | 0.7691 |
| 0.0865 | 11.7079 | 1042 | 0.6325 | 0.7397 | 0.6325 | 0.7953 |
| 0.0865 | 11.7303 | 1044 | 0.6337 | 0.7397 | 0.6337 | 0.7961 |
| 0.0865 | 11.7528 | 1046 | 0.6282 | 0.7619 | 0.6282 | 0.7926 |
| 0.0865 | 11.7753 | 1048 | 0.6291 | 0.7832 | 0.6291 | 0.7932 |
| 0.0865 | 11.7978 | 1050 | 0.6268 | 0.7832 | 0.6268 | 0.7917 |
| 0.0865 | 11.8202 | 1052 | 0.6291 | 0.7639 | 0.6291 | 0.7932 |
| 0.0865 | 11.8427 | 1054 | 0.6221 | 0.7703 | 0.6221 | 0.7887 |
| 0.0865 | 11.8652 | 1056 | 0.5910 | 0.7838 | 0.5910 | 0.7688 |
| 0.0865 | 11.8876 | 1058 | 0.5914 | 0.7482 | 0.5914 | 0.7690 |
| 0.0865 | 11.9101 | 1060 | 0.6779 | 0.6957 | 0.6779 | 0.8233 |
| 0.0865 | 11.9326 | 1062 | 0.7290 | 0.6912 | 0.7290 | 0.8538 |
| 0.0865 | 11.9551 | 1064 | 0.7202 | 0.6912 | 0.7202 | 0.8487 |
| 0.0865 | 11.9775 | 1066 | 0.6683 | 0.7353 | 0.6683 | 0.8175 |
| 0.0865 | 12.0 | 1068 | 0.6499 | 0.7445 | 0.6499 | 0.8062 |
| 0.0865 | 12.0225 | 1070 | 0.6561 | 0.7445 | 0.6561 | 0.8100 |
| 0.0865 | 12.0449 | 1072 | 0.6778 | 0.7407 | 0.6778 | 0.8233 |
| 0.0865 | 12.0674 | 1074 | 0.7055 | 0.7313 | 0.7055 | 0.8399 |
| 0.0865 | 12.0899 | 1076 | 0.7201 | 0.7218 | 0.7201 | 0.8486 |
| 0.0865 | 12.1124 | 1078 | 0.7100 | 0.7313 | 0.7100 | 0.8426 |
| 0.0865 | 12.1348 | 1080 | 0.6676 | 0.7626 | 0.6676 | 0.8170 |
| 0.0865 | 12.1573 | 1082 | 0.6062 | 0.7974 | 0.6062 | 0.7786 |
| 0.0865 | 12.1798 | 1084 | 0.5886 | 0.7792 | 0.5886 | 0.7672 |
| 0.0865 | 12.2022 | 1086 | 0.5791 | 0.7871 | 0.5791 | 0.7610 |
| 0.0865 | 12.2247 | 1088 | 0.5582 | 0.8077 | 0.5582 | 0.7471 |
| 0.0865 | 12.2472 | 1090 | 0.5425 | 0.7974 | 0.5425 | 0.7365 |
| 0.0865 | 12.2697 | 1092 | 0.5231 | 0.8077 | 0.5231 | 0.7233 |
| 0.0865 | 12.2921 | 1094 | 0.5273 | 0.7974 | 0.5273 | 0.7262 |
| 0.0865 | 12.3146 | 1096 | 0.5468 | 0.7862 | 0.5468 | 0.7395 |
| 0.0865 | 12.3371 | 1098 | 0.5832 | 0.7778 | 0.5832 | 0.7637 |
| 0.0865 | 12.3596 | 1100 | 0.6018 | 0.7714 | 0.6018 | 0.7758 |
| 0.0865 | 12.3820 | 1102 | 0.6301 | 0.7591 | 0.6301 | 0.7938 |
| 0.0865 | 12.4045 | 1104 | 0.6586 | 0.7591 | 0.6586 | 0.8116 |
| 0.0865 | 12.4270 | 1106 | 0.6634 | 0.7647 | 0.6634 | 0.8145 |
| 0.0865 | 12.4494 | 1108 | 0.6391 | 0.7591 | 0.6391 | 0.7994 |
| 0.0865 | 12.4719 | 1110 | 0.6165 | 0.7571 | 0.6165 | 0.7852 |
| 0.0865 | 12.4944 | 1112 | 0.5951 | 0.7660 | 0.5951 | 0.7714 |
| 0.0865 | 12.5169 | 1114 | 0.5667 | 0.7606 | 0.5667 | 0.7528 |
| 0.0865 | 12.5393 | 1116 | 0.5668 | 0.7518 | 0.5668 | 0.7528 |
| 0.0865 | 12.5618 | 1118 | 0.5492 | 0.7518 | 0.5492 | 0.7411 |
| 0.0865 | 12.5843 | 1120 | 0.5227 | 0.7974 | 0.5227 | 0.7230 |
| 0.0865 | 12.6067 | 1122 | 0.5237 | 0.7843 | 0.5237 | 0.7237 |
| 0.0865 | 12.6292 | 1124 | 0.5339 | 0.7571 | 0.5339 | 0.7307 |
| 0.0865 | 12.6517 | 1126 | 0.5518 | 0.7518 | 0.5518 | 0.7428 |
| 0.0865 | 12.6742 | 1128 | 0.5973 | 0.7770 | 0.5973 | 0.7729 |
| 0.0865 | 12.6966 | 1130 | 0.6392 | 0.7286 | 0.6392 | 0.7995 |
| 0.0865 | 12.7191 | 1132 | 0.6641 | 0.7194 | 0.6641 | 0.8149 |
| 0.0865 | 12.7416 | 1134 | 0.6689 | 0.7391 | 0.6689 | 0.8179 |
| 0.0865 | 12.7640 | 1136 | 0.6410 | 0.7445 | 0.6410 | 0.8006 |
| 0.0865 | 12.7865 | 1138 | 0.6275 | 0.7770 | 0.6275 | 0.7921 |
| 0.0865 | 12.8090 | 1140 | 0.6549 | 0.7445 | 0.6549 | 0.8093 |
| 0.0865 | 12.8315 | 1142 | 0.6747 | 0.7445 | 0.6747 | 0.8214 |
| 0.0865 | 12.8539 | 1144 | 0.6963 | 0.7445 | 0.6963 | 0.8344 |
| 0.0865 | 12.8764 | 1146 | 0.7067 | 0.7259 | 0.7067 | 0.8407 |
| 0.0865 | 12.8989 | 1148 | 0.6903 | 0.7681 | 0.6903 | 0.8309 |
| 0.0865 | 12.9213 | 1150 | 0.6446 | 0.7770 | 0.6446 | 0.8029 |
| 0.0865 | 12.9438 | 1152 | 0.6229 | 0.7714 | 0.6229 | 0.7892 |
| 0.0865 | 12.9663 | 1154 | 0.5956 | 0.7714 | 0.5956 | 0.7718 |
| 0.0865 | 12.9888 | 1156 | 0.6100 | 0.7552 | 0.6100 | 0.7810 |
| 0.0865 | 13.0112 | 1158 | 0.6293 | 0.7606 | 0.6293 | 0.7933 |
| 0.0865 | 13.0337 | 1160 | 0.6242 | 0.7660 | 0.6242 | 0.7900 |
| 0.0865 | 13.0562 | 1162 | 0.6366 | 0.7338 | 0.6366 | 0.7979 |
| 0.0865 | 13.0787 | 1164 | 0.6326 | 0.7591 | 0.6326 | 0.7954 |
| 0.0865 | 13.1011 | 1166 | 0.6624 | 0.7407 | 0.6624 | 0.8139 |
| 0.0865 | 13.1236 | 1168 | 0.6760 | 0.7407 | 0.6760 | 0.8222 |
| 0.0865 | 13.1461 | 1170 | 0.6842 | 0.7259 | 0.6842 | 0.8271 |
| 0.0865 | 13.1685 | 1172 | 0.6904 | 0.7015 | 0.6904 | 0.8309 |
| 0.0865 | 13.1910 | 1174 | 0.6886 | 0.7259 | 0.6886 | 0.8298 |
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_run2_AugV5_k19_task1_organization
Base model
aubmindlab/bert-base-arabertv02