ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k20_task1_organization
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.7747
- Qwk: 0.6812
- Mse: 0.7747
- Rmse: 0.8802
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 | 0.0222 | 2 | 7.0013 | 0.0242 | 7.0013 | 2.6460 |
| No log | 0.0444 | 4 | 5.0500 | 0.0576 | 5.0500 | 2.2472 |
| No log | 0.0667 | 6 | 3.9026 | 0.0580 | 3.9026 | 1.9755 |
| No log | 0.0889 | 8 | 3.1181 | 0.0121 | 3.1181 | 1.7658 |
| No log | 0.1111 | 10 | 2.7249 | 0.1325 | 2.7249 | 1.6507 |
| No log | 0.1333 | 12 | 2.5451 | 0.1793 | 2.5451 | 1.5953 |
| No log | 0.1556 | 14 | 2.2750 | 0.1818 | 2.2750 | 1.5083 |
| No log | 0.1778 | 16 | 2.1894 | 0.1528 | 2.1894 | 1.4797 |
| No log | 0.2 | 18 | 2.1072 | 0.0794 | 2.1072 | 1.4516 |
| No log | 0.2222 | 20 | 2.4160 | 0.0000 | 2.4160 | 1.5543 |
| No log | 0.2444 | 22 | 2.4168 | 0.0 | 2.4168 | 1.5546 |
| No log | 0.2667 | 24 | 2.5722 | -0.0620 | 2.5722 | 1.6038 |
| No log | 0.2889 | 26 | 2.4570 | 0.0593 | 2.4570 | 1.5675 |
| No log | 0.3111 | 28 | 1.8505 | 0.1301 | 1.8505 | 1.3603 |
| No log | 0.3333 | 30 | 1.7334 | 0.3193 | 1.7334 | 1.3166 |
| No log | 0.3556 | 32 | 1.6760 | 0.3193 | 1.6760 | 1.2946 |
| No log | 0.3778 | 34 | 1.5266 | 0.3130 | 1.5266 | 1.2355 |
| No log | 0.4 | 36 | 1.4295 | 0.2364 | 1.4295 | 1.1956 |
| No log | 0.4222 | 38 | 1.4063 | 0.2364 | 1.4063 | 1.1859 |
| No log | 0.4444 | 40 | 1.3301 | 0.3333 | 1.3301 | 1.1533 |
| No log | 0.4667 | 42 | 1.3693 | 0.4103 | 1.3693 | 1.1702 |
| No log | 0.4889 | 44 | 1.7724 | 0.3030 | 1.7724 | 1.3313 |
| No log | 0.5111 | 46 | 1.9098 | 0.2519 | 1.9098 | 1.3820 |
| No log | 0.5333 | 48 | 1.4759 | 0.384 | 1.4759 | 1.2149 |
| No log | 0.5556 | 50 | 1.1696 | 0.4483 | 1.1696 | 1.0815 |
| No log | 0.5778 | 52 | 1.5509 | 0.2703 | 1.5509 | 1.2454 |
| No log | 0.6 | 54 | 1.8891 | 0.2435 | 1.8891 | 1.3744 |
| No log | 0.6222 | 56 | 1.9740 | 0.1709 | 1.9740 | 1.4050 |
| No log | 0.6444 | 58 | 1.5854 | 0.2143 | 1.5854 | 1.2591 |
| No log | 0.6667 | 60 | 1.2149 | 0.5167 | 1.2149 | 1.1022 |
| No log | 0.6889 | 62 | 1.3390 | 0.4252 | 1.3390 | 1.1571 |
| No log | 0.7111 | 64 | 1.5781 | 0.3459 | 1.5781 | 1.2562 |
| No log | 0.7333 | 66 | 1.5672 | 0.3459 | 1.5672 | 1.2519 |
| No log | 0.7556 | 68 | 1.2951 | 0.4252 | 1.2951 | 1.1380 |
| No log | 0.7778 | 70 | 1.0850 | 0.5161 | 1.0850 | 1.0417 |
| No log | 0.8 | 72 | 1.2360 | 0.5528 | 1.2360 | 1.1118 |
| No log | 0.8222 | 74 | 1.4216 | 0.4154 | 1.4216 | 1.1923 |
| No log | 0.8444 | 76 | 1.4215 | 0.4031 | 1.4215 | 1.1923 |
| No log | 0.8667 | 78 | 1.2927 | 0.4576 | 1.2927 | 1.1370 |
| No log | 0.8889 | 80 | 1.1658 | 0.4522 | 1.1658 | 1.0797 |
| No log | 0.9111 | 82 | 1.1678 | 0.4138 | 1.1678 | 1.0807 |
| No log | 0.9333 | 84 | 1.1491 | 0.4444 | 1.1491 | 1.0720 |
| No log | 0.9556 | 86 | 1.1132 | 0.4655 | 1.1132 | 1.0551 |
| No log | 0.9778 | 88 | 1.0337 | 0.5289 | 1.0337 | 1.0167 |
| No log | 1.0 | 90 | 0.9552 | 0.5714 | 0.9552 | 0.9774 |
| No log | 1.0222 | 92 | 0.9465 | 0.5714 | 0.9465 | 0.9729 |
| No log | 1.0444 | 94 | 0.9291 | 0.5714 | 0.9291 | 0.9639 |
| No log | 1.0667 | 96 | 0.9185 | 0.5984 | 0.9185 | 0.9584 |
| No log | 1.0889 | 98 | 1.1206 | 0.5 | 1.1206 | 1.0586 |
| No log | 1.1111 | 100 | 1.2323 | 0.4160 | 1.2323 | 1.1101 |
| No log | 1.1333 | 102 | 1.0833 | 0.5041 | 1.0833 | 1.0408 |
| No log | 1.1556 | 104 | 1.0025 | 0.6260 | 1.0025 | 1.0012 |
| No log | 1.1778 | 106 | 1.0920 | 0.6277 | 1.0920 | 1.0450 |
| No log | 1.2 | 108 | 1.0896 | 0.5612 | 1.0896 | 1.0439 |
| No log | 1.2222 | 110 | 1.0531 | 0.5775 | 1.0531 | 1.0262 |
| No log | 1.2444 | 112 | 1.0538 | 0.5833 | 1.0538 | 1.0266 |
| No log | 1.2667 | 114 | 1.1546 | 0.5493 | 1.1546 | 1.0745 |
| No log | 1.2889 | 116 | 1.2073 | 0.5324 | 1.2073 | 1.0987 |
| No log | 1.3111 | 118 | 1.2736 | 0.5373 | 1.2736 | 1.1286 |
| No log | 1.3333 | 120 | 1.3305 | 0.5344 | 1.3305 | 1.1535 |
| No log | 1.3556 | 122 | 1.3542 | 0.4961 | 1.3542 | 1.1637 |
| No log | 1.3778 | 124 | 1.3704 | 0.4361 | 1.3704 | 1.1706 |
| No log | 1.4 | 126 | 1.2581 | 0.5039 | 1.2581 | 1.1216 |
| No log | 1.4222 | 128 | 1.1363 | 0.5426 | 1.1363 | 1.0660 |
| No log | 1.4444 | 130 | 1.0288 | 0.5781 | 1.0288 | 1.0143 |
| No log | 1.4667 | 132 | 0.9659 | 0.6462 | 0.9659 | 0.9828 |
| No log | 1.4889 | 134 | 0.9506 | 0.5909 | 0.9506 | 0.9750 |
| No log | 1.5111 | 136 | 0.9383 | 0.5802 | 0.9383 | 0.9687 |
| No log | 1.5333 | 138 | 0.9369 | 0.6719 | 0.9369 | 0.9680 |
| No log | 1.5556 | 140 | 0.9922 | 0.6240 | 0.9922 | 0.9961 |
| No log | 1.5778 | 142 | 1.0250 | 0.6016 | 1.0250 | 1.0124 |
| No log | 1.6 | 144 | 1.0451 | 0.5854 | 1.0451 | 1.0223 |
| No log | 1.6222 | 146 | 1.0426 | 0.6260 | 1.0426 | 1.0211 |
| No log | 1.6444 | 148 | 1.0034 | 0.5909 | 1.0034 | 1.0017 |
| No log | 1.6667 | 150 | 1.0190 | 0.5538 | 1.0190 | 1.0095 |
| No log | 1.6889 | 152 | 0.9225 | 0.6617 | 0.9225 | 0.9604 |
| No log | 1.7111 | 154 | 1.0909 | 0.5882 | 1.0909 | 1.0445 |
| No log | 1.7333 | 156 | 1.2562 | 0.4748 | 1.2562 | 1.1208 |
| No log | 1.7556 | 158 | 1.1511 | 0.5538 | 1.1511 | 1.0729 |
| No log | 1.7778 | 160 | 0.9825 | 0.6462 | 0.9825 | 0.9912 |
| No log | 1.8 | 162 | 0.9662 | 0.5161 | 0.9662 | 0.9829 |
| No log | 1.8222 | 164 | 0.9808 | 0.4677 | 0.9808 | 0.9904 |
| No log | 1.8444 | 166 | 0.8948 | 0.6202 | 0.8948 | 0.9459 |
| No log | 1.8667 | 168 | 0.8950 | 0.6299 | 0.8950 | 0.9461 |
| No log | 1.8889 | 170 | 0.9822 | 0.625 | 0.9822 | 0.9911 |
| No log | 1.9111 | 172 | 1.0244 | 0.6047 | 1.0244 | 1.0121 |
| No log | 1.9333 | 174 | 0.9467 | 0.6617 | 0.9467 | 0.9730 |
| No log | 1.9556 | 176 | 0.8951 | 0.6716 | 0.8951 | 0.9461 |
| No log | 1.9778 | 178 | 0.9344 | 0.625 | 0.9344 | 0.9667 |
| No log | 2.0 | 180 | 0.9642 | 0.5574 | 0.9642 | 0.9819 |
| No log | 2.0222 | 182 | 1.0124 | 0.5378 | 1.0124 | 1.0062 |
| No log | 2.0444 | 184 | 0.9956 | 0.5333 | 0.9956 | 0.9978 |
| No log | 2.0667 | 186 | 0.9644 | 0.5366 | 0.9644 | 0.9820 |
| No log | 2.0889 | 188 | 0.9467 | 0.5354 | 0.9467 | 0.9730 |
| No log | 2.1111 | 190 | 0.9076 | 0.6466 | 0.9076 | 0.9527 |
| No log | 2.1333 | 192 | 0.9026 | 0.6466 | 0.9026 | 0.9501 |
| No log | 2.1556 | 194 | 1.0963 | 0.5942 | 1.0963 | 1.0471 |
| No log | 2.1778 | 196 | 1.4287 | 0.4276 | 1.4287 | 1.1953 |
| No log | 2.2 | 198 | 1.4915 | 0.4028 | 1.4915 | 1.2213 |
| No log | 2.2222 | 200 | 1.3220 | 0.4203 | 1.3220 | 1.1498 |
| No log | 2.2444 | 202 | 1.0652 | 0.6107 | 1.0652 | 1.0321 |
| No log | 2.2667 | 204 | 0.9159 | 0.6260 | 0.9159 | 0.9570 |
| No log | 2.2889 | 206 | 0.9162 | 0.5909 | 0.9162 | 0.9572 |
| No log | 2.3111 | 208 | 0.9149 | 0.6222 | 0.9149 | 0.9565 |
| No log | 2.3333 | 210 | 0.9322 | 0.6567 | 0.9322 | 0.9655 |
| No log | 2.3556 | 212 | 0.9996 | 0.6515 | 0.9996 | 0.9998 |
| No log | 2.3778 | 214 | 1.1370 | 0.5588 | 1.1370 | 1.0663 |
| No log | 2.4 | 216 | 1.3557 | 0.4056 | 1.3557 | 1.1643 |
| No log | 2.4222 | 218 | 1.3924 | 0.4056 | 1.3924 | 1.1800 |
| No log | 2.4444 | 220 | 1.2581 | 0.5324 | 1.2581 | 1.1217 |
| No log | 2.4667 | 222 | 1.0360 | 0.6364 | 1.0360 | 1.0179 |
| No log | 2.4889 | 224 | 0.9033 | 0.6202 | 0.9033 | 0.9504 |
| No log | 2.5111 | 226 | 0.9693 | 0.4688 | 0.9693 | 0.9845 |
| No log | 2.5333 | 228 | 1.0202 | 0.4390 | 1.0202 | 1.0100 |
| No log | 2.5556 | 230 | 0.9828 | 0.4715 | 0.9828 | 0.9914 |
| No log | 2.5778 | 232 | 0.9289 | 0.5738 | 0.9289 | 0.9638 |
| No log | 2.6 | 234 | 0.9551 | 0.6462 | 0.9551 | 0.9773 |
| No log | 2.6222 | 236 | 1.0071 | 0.6562 | 1.0071 | 1.0036 |
| No log | 2.6444 | 238 | 0.9942 | 0.5854 | 0.9942 | 0.9971 |
| No log | 2.6667 | 240 | 0.9552 | 0.5574 | 0.9552 | 0.9773 |
| No log | 2.6889 | 242 | 0.8853 | 0.6154 | 0.8853 | 0.9409 |
| No log | 2.7111 | 244 | 0.8273 | 0.6519 | 0.8273 | 0.9095 |
| No log | 2.7333 | 246 | 0.8161 | 0.6806 | 0.8161 | 0.9034 |
| No log | 2.7556 | 248 | 0.8557 | 0.6713 | 0.8557 | 0.9251 |
| No log | 2.7778 | 250 | 0.9149 | 0.6986 | 0.9149 | 0.9565 |
| No log | 2.8 | 252 | 0.9948 | 0.6713 | 0.9948 | 0.9974 |
| No log | 2.8222 | 254 | 1.0985 | 0.6331 | 1.0985 | 1.0481 |
| No log | 2.8444 | 256 | 1.1375 | 0.6074 | 1.1375 | 1.0666 |
| No log | 2.8667 | 258 | 1.1296 | 0.5469 | 1.1296 | 1.0628 |
| No log | 2.8889 | 260 | 1.1772 | 0.5079 | 1.1772 | 1.0850 |
| No log | 2.9111 | 262 | 1.2131 | 0.5197 | 1.2131 | 1.1014 |
| No log | 2.9333 | 264 | 1.2273 | 0.528 | 1.2273 | 1.1078 |
| No log | 2.9556 | 266 | 1.1646 | 0.5736 | 1.1646 | 1.0792 |
| No log | 2.9778 | 268 | 1.0726 | 0.5954 | 1.0726 | 1.0357 |
| No log | 3.0 | 270 | 1.0202 | 0.5692 | 1.0202 | 1.0100 |
| No log | 3.0222 | 272 | 0.9566 | 0.6165 | 0.9566 | 0.9781 |
| No log | 3.0444 | 274 | 0.9146 | 0.6269 | 0.9146 | 0.9564 |
| No log | 3.0667 | 276 | 0.8983 | 0.6324 | 0.8983 | 0.9478 |
| No log | 3.0889 | 278 | 0.9099 | 0.6324 | 0.9099 | 0.9539 |
| No log | 3.1111 | 280 | 0.9341 | 0.6619 | 0.9341 | 0.9665 |
| No log | 3.1333 | 282 | 0.9773 | 0.5797 | 0.9773 | 0.9886 |
| No log | 3.1556 | 284 | 0.9516 | 0.5821 | 0.9516 | 0.9755 |
| No log | 3.1778 | 286 | 0.9203 | 0.6423 | 0.9203 | 0.9593 |
| No log | 3.2 | 288 | 0.9182 | 0.7133 | 0.9182 | 0.9582 |
| No log | 3.2222 | 290 | 0.8681 | 0.7143 | 0.8681 | 0.9317 |
| No log | 3.2444 | 292 | 0.8299 | 0.6522 | 0.8299 | 0.9110 |
| No log | 3.2667 | 294 | 0.8641 | 0.5649 | 0.8641 | 0.9296 |
| No log | 3.2889 | 296 | 0.9299 | 0.6222 | 0.9299 | 0.9643 |
| No log | 3.3111 | 298 | 0.9286 | 0.6222 | 0.9286 | 0.9636 |
| No log | 3.3333 | 300 | 0.8017 | 0.6107 | 0.8017 | 0.8954 |
| No log | 3.3556 | 302 | 0.7152 | 0.7273 | 0.7152 | 0.8457 |
| No log | 3.3778 | 304 | 0.7670 | 0.6806 | 0.7670 | 0.8758 |
| No log | 3.4 | 306 | 0.7431 | 0.6939 | 0.7431 | 0.8620 |
| No log | 3.4222 | 308 | 0.6571 | 0.7222 | 0.6571 | 0.8106 |
| No log | 3.4444 | 310 | 0.6404 | 0.7671 | 0.6404 | 0.8002 |
| No log | 3.4667 | 312 | 0.6568 | 0.7619 | 0.6568 | 0.8104 |
| No log | 3.4889 | 314 | 0.6642 | 0.7568 | 0.6642 | 0.8150 |
| No log | 3.5111 | 316 | 0.7205 | 0.7273 | 0.7205 | 0.8488 |
| No log | 3.5333 | 318 | 0.7418 | 0.7075 | 0.7418 | 0.8613 |
| No log | 3.5556 | 320 | 0.7099 | 0.7397 | 0.7099 | 0.8426 |
| No log | 3.5778 | 322 | 0.7126 | 0.7310 | 0.7126 | 0.8442 |
| No log | 3.6 | 324 | 0.7086 | 0.7552 | 0.7086 | 0.8418 |
| No log | 3.6222 | 326 | 0.7187 | 0.7397 | 0.7187 | 0.8478 |
| No log | 3.6444 | 328 | 0.7493 | 0.7397 | 0.7493 | 0.8656 |
| No log | 3.6667 | 330 | 0.8007 | 0.7361 | 0.8007 | 0.8948 |
| No log | 3.6889 | 332 | 0.8103 | 0.7234 | 0.8103 | 0.9002 |
| No log | 3.7111 | 334 | 0.7965 | 0.7324 | 0.7965 | 0.8925 |
| No log | 3.7333 | 336 | 0.8114 | 0.6232 | 0.8114 | 0.9008 |
| No log | 3.7556 | 338 | 0.7813 | 0.6714 | 0.7813 | 0.8839 |
| No log | 3.7778 | 340 | 0.7672 | 0.7234 | 0.7672 | 0.8759 |
| No log | 3.8 | 342 | 0.7757 | 0.7361 | 0.7757 | 0.8807 |
| No log | 3.8222 | 344 | 0.7797 | 0.7183 | 0.7797 | 0.8830 |
| No log | 3.8444 | 346 | 0.8531 | 0.7042 | 0.8531 | 0.9236 |
| No log | 3.8667 | 348 | 0.8578 | 0.7042 | 0.8578 | 0.9262 |
| No log | 3.8889 | 350 | 0.8465 | 0.6861 | 0.8465 | 0.9201 |
| No log | 3.9111 | 352 | 0.8105 | 0.7 | 0.8105 | 0.9003 |
| No log | 3.9333 | 354 | 0.7981 | 0.6857 | 0.7981 | 0.8933 |
| No log | 3.9556 | 356 | 0.7904 | 0.6857 | 0.7904 | 0.8891 |
| No log | 3.9778 | 358 | 0.8542 | 0.6667 | 0.8542 | 0.9242 |
| No log | 4.0 | 360 | 0.9484 | 0.6232 | 0.9484 | 0.9738 |
| No log | 4.0222 | 362 | 0.9388 | 0.6471 | 0.9388 | 0.9689 |
| No log | 4.0444 | 364 | 0.9233 | 0.6471 | 0.9233 | 0.9609 |
| No log | 4.0667 | 366 | 0.8700 | 0.6471 | 0.8700 | 0.9327 |
| No log | 4.0889 | 368 | 0.7971 | 0.7222 | 0.7971 | 0.8928 |
| No log | 4.1111 | 370 | 0.7658 | 0.7222 | 0.7658 | 0.8751 |
| No log | 4.1333 | 372 | 0.7830 | 0.7222 | 0.7830 | 0.8849 |
| No log | 4.1556 | 374 | 0.7622 | 0.7222 | 0.7622 | 0.8730 |
| No log | 4.1778 | 376 | 0.7398 | 0.7222 | 0.7398 | 0.8601 |
| No log | 4.2 | 378 | 0.7211 | 0.7448 | 0.7211 | 0.8492 |
| No log | 4.2222 | 380 | 0.7095 | 0.7448 | 0.7095 | 0.8423 |
| No log | 4.2444 | 382 | 0.7055 | 0.76 | 0.7055 | 0.8400 |
| No log | 4.2667 | 384 | 0.7103 | 0.7320 | 0.7103 | 0.8428 |
| No log | 4.2889 | 386 | 0.6978 | 0.7651 | 0.6978 | 0.8354 |
| No log | 4.3111 | 388 | 0.6970 | 0.7619 | 0.6970 | 0.8349 |
| No log | 4.3333 | 390 | 0.7712 | 0.7172 | 0.7712 | 0.8782 |
| No log | 4.3556 | 392 | 0.8001 | 0.7172 | 0.8001 | 0.8945 |
| No log | 4.3778 | 394 | 0.7747 | 0.7448 | 0.7747 | 0.8802 |
| No log | 4.4 | 396 | 0.7474 | 0.7639 | 0.7474 | 0.8645 |
| No log | 4.4222 | 398 | 0.7693 | 0.6714 | 0.7693 | 0.8771 |
| No log | 4.4444 | 400 | 0.7533 | 0.6809 | 0.7533 | 0.8679 |
| No log | 4.4667 | 402 | 0.6973 | 0.75 | 0.6973 | 0.8350 |
| No log | 4.4889 | 404 | 0.6895 | 0.7483 | 0.6895 | 0.8304 |
| No log | 4.5111 | 406 | 0.6966 | 0.7534 | 0.6966 | 0.8346 |
| No log | 4.5333 | 408 | 0.6768 | 0.7724 | 0.6768 | 0.8227 |
| No log | 4.5556 | 410 | 0.7051 | 0.7133 | 0.7051 | 0.8397 |
| No log | 4.5778 | 412 | 0.7035 | 0.7133 | 0.7035 | 0.8388 |
| No log | 4.6 | 414 | 0.6969 | 0.6993 | 0.6969 | 0.8348 |
| No log | 4.6222 | 416 | 0.7057 | 0.7448 | 0.7057 | 0.8401 |
| No log | 4.6444 | 418 | 0.7364 | 0.7222 | 0.7364 | 0.8581 |
| No log | 4.6667 | 420 | 0.7136 | 0.7361 | 0.7136 | 0.8447 |
| No log | 4.6889 | 422 | 0.7118 | 0.7034 | 0.7118 | 0.8437 |
| No log | 4.7111 | 424 | 0.7158 | 0.7248 | 0.7158 | 0.8460 |
| No log | 4.7333 | 426 | 0.7065 | 0.72 | 0.7065 | 0.8405 |
| No log | 4.7556 | 428 | 0.6833 | 0.7123 | 0.6833 | 0.8266 |
| No log | 4.7778 | 430 | 0.6866 | 0.7172 | 0.6866 | 0.8286 |
| No log | 4.8 | 432 | 0.7020 | 0.7172 | 0.7020 | 0.8378 |
| No log | 4.8222 | 434 | 0.7185 | 0.7260 | 0.7185 | 0.8476 |
| No log | 4.8444 | 436 | 0.7212 | 0.7260 | 0.7212 | 0.8492 |
| No log | 4.8667 | 438 | 0.7392 | 0.7162 | 0.7392 | 0.8598 |
| No log | 4.8889 | 440 | 0.7688 | 0.7297 | 0.7688 | 0.8768 |
| No log | 4.9111 | 442 | 0.7988 | 0.7211 | 0.7988 | 0.8937 |
| No log | 4.9333 | 444 | 0.7842 | 0.7211 | 0.7842 | 0.8855 |
| No log | 4.9556 | 446 | 0.7567 | 0.7083 | 0.7567 | 0.8699 |
| No log | 4.9778 | 448 | 0.8493 | 0.6571 | 0.8493 | 0.9216 |
| No log | 5.0 | 450 | 0.9398 | 0.5926 | 0.9398 | 0.9694 |
| No log | 5.0222 | 452 | 0.9138 | 0.5882 | 0.9138 | 0.9559 |
| No log | 5.0444 | 454 | 0.7930 | 0.6569 | 0.7930 | 0.8905 |
| No log | 5.0667 | 456 | 0.7494 | 0.6812 | 0.7494 | 0.8657 |
| No log | 5.0889 | 458 | 0.7209 | 0.7133 | 0.7209 | 0.8490 |
| No log | 5.1111 | 460 | 0.6754 | 0.6853 | 0.6754 | 0.8218 |
| No log | 5.1333 | 462 | 0.6616 | 0.7310 | 0.6616 | 0.8134 |
| No log | 5.1556 | 464 | 0.7050 | 0.7347 | 0.7050 | 0.8396 |
| No log | 5.1778 | 466 | 0.7590 | 0.7034 | 0.7590 | 0.8712 |
| No log | 5.2 | 468 | 0.7283 | 0.7211 | 0.7283 | 0.8534 |
| No log | 5.2222 | 470 | 0.7014 | 0.7211 | 0.7014 | 0.8375 |
| No log | 5.2444 | 472 | 0.6926 | 0.7034 | 0.6926 | 0.8322 |
| No log | 5.2667 | 474 | 0.7152 | 0.6950 | 0.7152 | 0.8457 |
| No log | 5.2889 | 476 | 0.7469 | 0.6857 | 0.7469 | 0.8642 |
| No log | 5.3111 | 478 | 0.8095 | 0.6950 | 0.8095 | 0.8997 |
| No log | 5.3333 | 480 | 0.7867 | 0.6857 | 0.7867 | 0.8870 |
| No log | 5.3556 | 482 | 0.7805 | 0.6857 | 0.7805 | 0.8835 |
| No log | 5.3778 | 484 | 0.7601 | 0.7034 | 0.7601 | 0.8718 |
| No log | 5.4 | 486 | 0.7257 | 0.7297 | 0.7257 | 0.8519 |
| No log | 5.4222 | 488 | 0.6889 | 0.6933 | 0.6889 | 0.8300 |
| No log | 5.4444 | 490 | 0.6987 | 0.6980 | 0.6987 | 0.8359 |
| No log | 5.4667 | 492 | 0.7094 | 0.6757 | 0.7094 | 0.8423 |
| No log | 5.4889 | 494 | 0.7089 | 0.6986 | 0.7089 | 0.8420 |
| No log | 5.5111 | 496 | 0.7445 | 0.7347 | 0.7445 | 0.8629 |
| No log | 5.5333 | 498 | 0.8250 | 0.6853 | 0.8250 | 0.9083 |
| 0.4342 | 5.5556 | 500 | 0.9829 | 0.6522 | 0.9829 | 0.9914 |
| 0.4342 | 5.5778 | 502 | 1.0351 | 0.6423 | 1.0351 | 1.0174 |
| 0.4342 | 5.6 | 504 | 0.9744 | 0.6522 | 0.9744 | 0.9871 |
| 0.4342 | 5.6222 | 506 | 0.8555 | 0.6993 | 0.8555 | 0.9249 |
| 0.4342 | 5.6444 | 508 | 0.7813 | 0.7260 | 0.7813 | 0.8839 |
| 0.4342 | 5.6667 | 510 | 0.7524 | 0.7297 | 0.7524 | 0.8674 |
| 0.4342 | 5.6889 | 512 | 0.7700 | 0.7260 | 0.7700 | 0.8775 |
| 0.4342 | 5.7111 | 514 | 0.8336 | 0.6846 | 0.8336 | 0.9130 |
| 0.4342 | 5.7333 | 516 | 0.9709 | 0.6887 | 0.9709 | 0.9854 |
| 0.4342 | 5.7556 | 518 | 1.0522 | 0.6887 | 1.0522 | 1.0258 |
| 0.4342 | 5.7778 | 520 | 0.9883 | 0.6757 | 0.9883 | 0.9941 |
| 0.4342 | 5.8 | 522 | 0.8623 | 0.6757 | 0.8623 | 0.9286 |
| 0.4342 | 5.8222 | 524 | 0.8138 | 0.7361 | 0.8138 | 0.9021 |
| 0.4342 | 5.8444 | 526 | 0.8296 | 0.6324 | 0.8296 | 0.9108 |
| 0.4342 | 5.8667 | 528 | 0.8292 | 0.6522 | 0.8292 | 0.9106 |
| 0.4342 | 5.8889 | 530 | 0.7777 | 0.6763 | 0.7777 | 0.8819 |
| 0.4342 | 5.9111 | 532 | 0.7100 | 0.7397 | 0.7100 | 0.8426 |
| 0.4342 | 5.9333 | 534 | 0.6639 | 0.7347 | 0.6639 | 0.8148 |
| 0.4342 | 5.9556 | 536 | 0.6743 | 0.7248 | 0.6743 | 0.8211 |
| 0.4342 | 5.9778 | 538 | 0.6699 | 0.7248 | 0.6699 | 0.8185 |
| 0.4342 | 6.0 | 540 | 0.6483 | 0.7484 | 0.6483 | 0.8052 |
| 0.4342 | 6.0222 | 542 | 0.6389 | 0.7662 | 0.6389 | 0.7993 |
| 0.4342 | 6.0444 | 544 | 0.7644 | 0.7692 | 0.7644 | 0.8743 |
| 0.4342 | 6.0667 | 546 | 0.8452 | 0.7484 | 0.8452 | 0.9193 |
| 0.4342 | 6.0889 | 548 | 0.7768 | 0.7613 | 0.7768 | 0.8814 |
| 0.4342 | 6.1111 | 550 | 0.7034 | 0.7742 | 0.7034 | 0.8387 |
| 0.4342 | 6.1333 | 552 | 0.6807 | 0.7368 | 0.6807 | 0.8251 |
| 0.4342 | 6.1556 | 554 | 0.6899 | 0.7582 | 0.6899 | 0.8306 |
| 0.4342 | 6.1778 | 556 | 0.6973 | 0.7451 | 0.6973 | 0.8350 |
| 0.4342 | 6.2 | 558 | 0.7359 | 0.75 | 0.7359 | 0.8578 |
| 0.4342 | 6.2222 | 560 | 0.7587 | 0.7368 | 0.7587 | 0.8710 |
| 0.4342 | 6.2444 | 562 | 0.7866 | 0.7285 | 0.7866 | 0.8869 |
| 0.4342 | 6.2667 | 564 | 0.8019 | 0.7285 | 0.8019 | 0.8955 |
| 0.4342 | 6.2889 | 566 | 0.8109 | 0.7067 | 0.8109 | 0.9005 |
| 0.4342 | 6.3111 | 568 | 0.8212 | 0.7067 | 0.8212 | 0.9062 |
| 0.4342 | 6.3333 | 570 | 0.8467 | 0.6892 | 0.8467 | 0.9202 |
| 0.4342 | 6.3556 | 572 | 0.8386 | 0.7027 | 0.8386 | 0.9158 |
| 0.4342 | 6.3778 | 574 | 0.8319 | 0.6986 | 0.8319 | 0.9121 |
| 0.4342 | 6.4 | 576 | 0.8466 | 0.7034 | 0.8466 | 0.9201 |
| 0.4342 | 6.4222 | 578 | 0.8356 | 0.7034 | 0.8356 | 0.9141 |
| 0.4342 | 6.4444 | 580 | 0.8137 | 0.7211 | 0.8137 | 0.9021 |
| 0.4342 | 6.4667 | 582 | 0.8044 | 0.6901 | 0.8044 | 0.8969 |
| 0.4342 | 6.4889 | 584 | 0.7765 | 0.7172 | 0.7765 | 0.8812 |
| 0.4342 | 6.5111 | 586 | 0.7873 | 0.7075 | 0.7873 | 0.8873 |
| 0.4342 | 6.5333 | 588 | 0.8767 | 0.6897 | 0.8767 | 0.9363 |
| 0.4342 | 6.5556 | 590 | 0.9927 | 0.6331 | 0.9927 | 0.9964 |
| 0.4342 | 6.5778 | 592 | 1.0610 | 0.6331 | 1.0610 | 1.0301 |
| 0.4342 | 6.6 | 594 | 1.0046 | 0.6621 | 1.0046 | 1.0023 |
| 0.4342 | 6.6222 | 596 | 0.9334 | 0.6757 | 0.9334 | 0.9661 |
| 0.4342 | 6.6444 | 598 | 0.9344 | 0.6757 | 0.9344 | 0.9667 |
| 0.4342 | 6.6667 | 600 | 0.9430 | 0.6757 | 0.9430 | 0.9711 |
| 0.4342 | 6.6889 | 602 | 0.9342 | 0.7034 | 0.9342 | 0.9666 |
| 0.4342 | 6.7111 | 604 | 0.9640 | 0.6667 | 0.9640 | 0.9819 |
| 0.4342 | 6.7333 | 606 | 0.9747 | 0.6615 | 0.9747 | 0.9873 |
| 0.4342 | 6.7556 | 608 | 0.9637 | 0.6767 | 0.9637 | 0.9817 |
| 0.4342 | 6.7778 | 610 | 0.9671 | 0.6618 | 0.9671 | 0.9834 |
| 0.4342 | 6.8 | 612 | 0.9394 | 0.6714 | 0.9394 | 0.9692 |
| 0.4342 | 6.8222 | 614 | 0.8837 | 0.6986 | 0.8837 | 0.9400 |
| 0.4342 | 6.8444 | 616 | 0.8386 | 0.6974 | 0.8386 | 0.9158 |
| 0.4342 | 6.8667 | 618 | 0.8159 | 0.6980 | 0.8159 | 0.9033 |
| 0.4342 | 6.8889 | 620 | 0.8188 | 0.6980 | 0.8188 | 0.9048 |
| 0.4342 | 6.9111 | 622 | 0.8535 | 0.6980 | 0.8535 | 0.9238 |
| 0.4342 | 6.9333 | 624 | 0.9507 | 0.6853 | 0.9507 | 0.9750 |
| 0.4342 | 6.9556 | 626 | 0.9887 | 0.6714 | 0.9887 | 0.9943 |
| 0.4342 | 6.9778 | 628 | 0.9935 | 0.6812 | 0.9935 | 0.9967 |
| 0.4342 | 7.0 | 630 | 0.9831 | 0.7007 | 0.9831 | 0.9915 |
| 0.4342 | 7.0222 | 632 | 0.9700 | 0.6269 | 0.9700 | 0.9849 |
| 0.4342 | 7.0444 | 634 | 0.9130 | 0.6812 | 0.9130 | 0.9555 |
| 0.4342 | 7.0667 | 636 | 0.8361 | 0.6986 | 0.8361 | 0.9144 |
| 0.4342 | 7.0889 | 638 | 0.8063 | 0.7211 | 0.8063 | 0.8979 |
| 0.4342 | 7.1111 | 640 | 0.8388 | 0.7067 | 0.8388 | 0.9158 |
| 0.4342 | 7.1333 | 642 | 0.8460 | 0.7143 | 0.8460 | 0.9198 |
| 0.4342 | 7.1556 | 644 | 0.8268 | 0.6980 | 0.8268 | 0.9093 |
| 0.4342 | 7.1778 | 646 | 0.7913 | 0.7034 | 0.7913 | 0.8895 |
| 0.4342 | 7.2 | 648 | 0.7990 | 0.7143 | 0.7990 | 0.8939 |
| 0.4342 | 7.2222 | 650 | 0.8213 | 0.7143 | 0.8213 | 0.9063 |
| 0.4342 | 7.2444 | 652 | 0.8691 | 0.6763 | 0.8691 | 0.9322 |
| 0.4342 | 7.2667 | 654 | 0.9255 | 0.6667 | 0.9255 | 0.9620 |
| 0.4342 | 7.2889 | 656 | 0.9042 | 0.6897 | 0.9042 | 0.9509 |
| 0.4342 | 7.3111 | 658 | 0.8485 | 0.6986 | 0.8485 | 0.9211 |
| 0.4342 | 7.3333 | 660 | 0.8517 | 0.7075 | 0.8517 | 0.9229 |
| 0.4342 | 7.3556 | 662 | 0.8356 | 0.7034 | 0.8356 | 0.9141 |
| 0.4342 | 7.3778 | 664 | 0.8034 | 0.7361 | 0.8034 | 0.8963 |
| 0.4342 | 7.4 | 666 | 0.8024 | 0.6809 | 0.8024 | 0.8958 |
| 0.4342 | 7.4222 | 668 | 0.7778 | 0.7211 | 0.7778 | 0.8820 |
| 0.4342 | 7.4444 | 670 | 0.7489 | 0.7347 | 0.7489 | 0.8654 |
| 0.4342 | 7.4667 | 672 | 0.7641 | 0.7347 | 0.7641 | 0.8742 |
| 0.4342 | 7.4889 | 674 | 0.7870 | 0.7123 | 0.7870 | 0.8871 |
| 0.4342 | 7.5111 | 676 | 0.8083 | 0.6986 | 0.8083 | 0.8990 |
| 0.4342 | 7.5333 | 678 | 0.8503 | 0.6757 | 0.8503 | 0.9221 |
| 0.4342 | 7.5556 | 680 | 0.8981 | 0.6980 | 0.8981 | 0.9477 |
| 0.4342 | 7.5778 | 682 | 0.8864 | 0.6980 | 0.8864 | 0.9415 |
| 0.4342 | 7.6 | 684 | 0.8181 | 0.6892 | 0.8181 | 0.9045 |
| 0.4342 | 7.6222 | 686 | 0.7563 | 0.7273 | 0.7563 | 0.8697 |
| 0.4342 | 7.6444 | 688 | 0.7227 | 0.7532 | 0.7227 | 0.8501 |
| 0.4342 | 7.6667 | 690 | 0.6943 | 0.7692 | 0.6943 | 0.8333 |
| 0.4342 | 7.6889 | 692 | 0.6912 | 0.7248 | 0.6912 | 0.8314 |
| 0.4342 | 7.7111 | 694 | 0.7307 | 0.7075 | 0.7307 | 0.8548 |
| 0.4342 | 7.7333 | 696 | 0.8078 | 0.7027 | 0.8078 | 0.8988 |
| 0.4342 | 7.7556 | 698 | 0.8458 | 0.7027 | 0.8458 | 0.9197 |
| 0.4342 | 7.7778 | 700 | 0.8050 | 0.7075 | 0.8050 | 0.8972 |
| 0.4342 | 7.8 | 702 | 0.7172 | 0.7114 | 0.7172 | 0.8469 |
| 0.4342 | 7.8222 | 704 | 0.6628 | 0.7211 | 0.6628 | 0.8141 |
| 0.4342 | 7.8444 | 706 | 0.6604 | 0.7483 | 0.6604 | 0.8126 |
| 0.4342 | 7.8667 | 708 | 0.6559 | 0.7483 | 0.6559 | 0.8099 |
| 0.4342 | 7.8889 | 710 | 0.6507 | 0.7297 | 0.6507 | 0.8066 |
| 0.4342 | 7.9111 | 712 | 0.6477 | 0.7297 | 0.6477 | 0.8048 |
| 0.4342 | 7.9333 | 714 | 0.6415 | 0.7564 | 0.6415 | 0.8010 |
| 0.4342 | 7.9556 | 716 | 0.6529 | 0.7643 | 0.6529 | 0.8080 |
| 0.4342 | 7.9778 | 718 | 0.6425 | 0.7643 | 0.6425 | 0.8016 |
| 0.4342 | 8.0 | 720 | 0.6487 | 0.7643 | 0.6487 | 0.8054 |
| 0.4342 | 8.0222 | 722 | 0.6410 | 0.7436 | 0.6410 | 0.8006 |
| 0.4342 | 8.0444 | 724 | 0.6598 | 0.7320 | 0.6598 | 0.8123 |
| 0.4342 | 8.0667 | 726 | 0.6734 | 0.7162 | 0.6734 | 0.8206 |
| 0.4342 | 8.0889 | 728 | 0.6989 | 0.6939 | 0.6989 | 0.8360 |
| 0.4342 | 8.1111 | 730 | 0.7111 | 0.6892 | 0.7111 | 0.8432 |
| 0.4342 | 8.1333 | 732 | 0.7089 | 0.6755 | 0.7089 | 0.8420 |
| 0.4342 | 8.1556 | 734 | 0.6763 | 0.7013 | 0.6763 | 0.8224 |
| 0.4342 | 8.1778 | 736 | 0.6621 | 0.8025 | 0.6621 | 0.8137 |
| 0.4342 | 8.2 | 738 | 0.7374 | 0.7294 | 0.7374 | 0.8587 |
| 0.4342 | 8.2222 | 740 | 0.8793 | 0.7571 | 0.8793 | 0.9377 |
| 0.4342 | 8.2444 | 742 | 0.8995 | 0.7263 | 0.8995 | 0.9484 |
| 0.4342 | 8.2667 | 744 | 0.8780 | 0.7528 | 0.8780 | 0.9370 |
| 0.4342 | 8.2889 | 746 | 0.7581 | 0.7571 | 0.7581 | 0.8707 |
| 0.4342 | 8.3111 | 748 | 0.6536 | 0.7811 | 0.6536 | 0.8085 |
| 0.4342 | 8.3333 | 750 | 0.6677 | 0.7692 | 0.6677 | 0.8171 |
| 0.4342 | 8.3556 | 752 | 0.7462 | 0.7051 | 0.7462 | 0.8638 |
| 0.4342 | 8.3778 | 754 | 0.7687 | 0.7285 | 0.7687 | 0.8768 |
| 0.4342 | 8.4 | 756 | 0.7295 | 0.7248 | 0.7295 | 0.8541 |
| 0.4342 | 8.4222 | 758 | 0.6939 | 0.7027 | 0.6939 | 0.8330 |
| 0.4342 | 8.4444 | 760 | 0.6730 | 0.7333 | 0.6730 | 0.8204 |
| 0.4342 | 8.4667 | 762 | 0.6675 | 0.7310 | 0.6675 | 0.8170 |
| 0.4342 | 8.4889 | 764 | 0.6948 | 0.7050 | 0.6948 | 0.8335 |
| 0.4342 | 8.5111 | 766 | 0.7413 | 0.6806 | 0.7413 | 0.8610 |
| 0.4342 | 8.5333 | 768 | 0.7554 | 0.7179 | 0.7554 | 0.8691 |
| 0.4342 | 8.5556 | 770 | 0.7134 | 0.7284 | 0.7134 | 0.8446 |
| 0.4342 | 8.5778 | 772 | 0.6386 | 0.7105 | 0.6386 | 0.7991 |
| 0.4342 | 8.6 | 774 | 0.6071 | 0.7712 | 0.6071 | 0.7792 |
| 0.4342 | 8.6222 | 776 | 0.6162 | 0.8 | 0.6162 | 0.7850 |
| 0.4342 | 8.6444 | 778 | 0.6355 | 0.7949 | 0.6355 | 0.7972 |
| 0.4342 | 8.6667 | 780 | 0.6415 | 0.7619 | 0.6415 | 0.8009 |
| 0.4342 | 8.6889 | 782 | 0.6939 | 0.6618 | 0.6939 | 0.8330 |
| 0.4342 | 8.7111 | 784 | 0.7555 | 0.6912 | 0.7555 | 0.8692 |
| 0.4342 | 8.7333 | 786 | 0.8233 | 0.6906 | 0.8233 | 0.9073 |
| 0.4342 | 8.7556 | 788 | 0.8418 | 0.6714 | 0.8418 | 0.9175 |
| 0.4342 | 8.7778 | 790 | 0.8492 | 0.6713 | 0.8492 | 0.9215 |
| 0.4342 | 8.8 | 792 | 0.8299 | 0.6619 | 0.8299 | 0.9110 |
| 0.4342 | 8.8222 | 794 | 0.8073 | 0.6765 | 0.8073 | 0.8985 |
| 0.4342 | 8.8444 | 796 | 0.8115 | 0.6815 | 0.8115 | 0.9008 |
| 0.4342 | 8.8667 | 798 | 0.8155 | 0.6716 | 0.8155 | 0.9030 |
| 0.4342 | 8.8889 | 800 | 0.8241 | 0.6815 | 0.8241 | 0.9078 |
| 0.4342 | 8.9111 | 802 | 0.8424 | 0.6714 | 0.8424 | 0.9178 |
| 0.4342 | 8.9333 | 804 | 0.7874 | 0.7027 | 0.7874 | 0.8873 |
| 0.4342 | 8.9556 | 806 | 0.7209 | 0.7105 | 0.7209 | 0.8491 |
| 0.4342 | 8.9778 | 808 | 0.6779 | 0.7568 | 0.6779 | 0.8233 |
| 0.4342 | 9.0 | 810 | 0.6772 | 0.7568 | 0.6772 | 0.8229 |
| 0.4342 | 9.0222 | 812 | 0.6968 | 0.7568 | 0.6968 | 0.8347 |
| 0.4342 | 9.0444 | 814 | 0.7153 | 0.7347 | 0.7153 | 0.8458 |
| 0.4342 | 9.0667 | 816 | 0.7217 | 0.7347 | 0.7217 | 0.8496 |
| 0.4342 | 9.0889 | 818 | 0.7310 | 0.7347 | 0.7310 | 0.8550 |
| 0.4342 | 9.1111 | 820 | 0.7790 | 0.6944 | 0.7790 | 0.8826 |
| 0.4342 | 9.1333 | 822 | 0.8032 | 0.6944 | 0.8032 | 0.8962 |
| 0.4342 | 9.1556 | 824 | 0.8641 | 0.6752 | 0.8641 | 0.9296 |
| 0.4342 | 9.1778 | 826 | 0.8843 | 0.6752 | 0.8843 | 0.9404 |
| 0.4342 | 9.2 | 828 | 0.8121 | 0.7179 | 0.8121 | 0.9012 |
| 0.4342 | 9.2222 | 830 | 0.7197 | 0.7417 | 0.7197 | 0.8483 |
| 0.4342 | 9.2444 | 832 | 0.6712 | 0.7517 | 0.6712 | 0.8192 |
| 0.4342 | 9.2667 | 834 | 0.6511 | 0.7532 | 0.6511 | 0.8069 |
| 0.4342 | 9.2889 | 836 | 0.6261 | 0.7297 | 0.6261 | 0.7913 |
| 0.4342 | 9.3111 | 838 | 0.6298 | 0.7347 | 0.6298 | 0.7936 |
| 0.4342 | 9.3333 | 840 | 0.6559 | 0.7619 | 0.6559 | 0.8099 |
| 0.4342 | 9.3556 | 842 | 0.6893 | 0.7310 | 0.6893 | 0.8303 |
| 0.4342 | 9.3778 | 844 | 0.7291 | 0.7586 | 0.7291 | 0.8539 |
| 0.4342 | 9.4 | 846 | 0.7675 | 0.7586 | 0.7675 | 0.8761 |
| 0.4342 | 9.4222 | 848 | 0.8129 | 0.7123 | 0.8129 | 0.9016 |
| 0.4342 | 9.4444 | 850 | 0.8048 | 0.7075 | 0.8048 | 0.8971 |
| 0.4342 | 9.4667 | 852 | 0.7453 | 0.7347 | 0.7453 | 0.8633 |
| 0.4342 | 9.4889 | 854 | 0.6911 | 0.7682 | 0.6911 | 0.8313 |
| 0.4342 | 9.5111 | 856 | 0.6605 | 0.7550 | 0.6605 | 0.8127 |
| 0.4342 | 9.5333 | 858 | 0.6378 | 0.7682 | 0.6378 | 0.7986 |
| 0.4342 | 9.5556 | 860 | 0.6131 | 0.8077 | 0.6131 | 0.7830 |
| 0.4342 | 9.5778 | 862 | 0.5781 | 0.8129 | 0.5781 | 0.7603 |
| 0.4342 | 9.6 | 864 | 0.5682 | 0.7815 | 0.5682 | 0.7538 |
| 0.4342 | 9.6222 | 866 | 0.5738 | 0.7632 | 0.5738 | 0.7575 |
| 0.4342 | 9.6444 | 868 | 0.5664 | 0.7632 | 0.5664 | 0.7526 |
| 0.4342 | 9.6667 | 870 | 0.5535 | 0.7843 | 0.5535 | 0.7440 |
| 0.4342 | 9.6889 | 872 | 0.5659 | 0.7922 | 0.5659 | 0.7522 |
| 0.4342 | 9.7111 | 874 | 0.5982 | 0.8077 | 0.5982 | 0.7735 |
| 0.4342 | 9.7333 | 876 | 0.6256 | 0.7922 | 0.6256 | 0.7910 |
| 0.4342 | 9.7556 | 878 | 0.6388 | 0.7922 | 0.6388 | 0.7992 |
| 0.4342 | 9.7778 | 880 | 0.6160 | 0.8077 | 0.6160 | 0.7848 |
| 0.4342 | 9.8 | 882 | 0.5808 | 0.7975 | 0.5808 | 0.7621 |
| 0.4342 | 9.8222 | 884 | 0.5884 | 0.7771 | 0.5884 | 0.7671 |
| 0.4342 | 9.8444 | 886 | 0.5848 | 0.7771 | 0.5848 | 0.7647 |
| 0.4342 | 9.8667 | 888 | 0.5933 | 0.8025 | 0.5933 | 0.7702 |
| 0.4342 | 9.8889 | 890 | 0.6599 | 0.7763 | 0.6599 | 0.8124 |
| 0.4342 | 9.9111 | 892 | 0.7480 | 0.7467 | 0.7480 | 0.8649 |
| 0.4342 | 9.9333 | 894 | 0.7225 | 0.7682 | 0.7225 | 0.8500 |
| 0.4342 | 9.9556 | 896 | 0.6637 | 0.8026 | 0.6637 | 0.8147 |
| 0.4342 | 9.9778 | 898 | 0.6278 | 0.8105 | 0.6278 | 0.7924 |
| 0.4342 | 10.0 | 900 | 0.6045 | 0.8052 | 0.6045 | 0.7775 |
| 0.4342 | 10.0222 | 902 | 0.6132 | 0.7792 | 0.6132 | 0.7830 |
| 0.4342 | 10.0444 | 904 | 0.6115 | 0.7550 | 0.6115 | 0.7820 |
| 0.4342 | 10.0667 | 906 | 0.6234 | 0.76 | 0.6234 | 0.7895 |
| 0.4342 | 10.0889 | 908 | 0.6384 | 0.7682 | 0.6384 | 0.7990 |
| 0.4342 | 10.1111 | 910 | 0.6824 | 0.7448 | 0.6824 | 0.8261 |
| 0.4342 | 10.1333 | 912 | 0.7345 | 0.6944 | 0.7345 | 0.8570 |
| 0.4342 | 10.1556 | 914 | 0.8217 | 0.6619 | 0.8217 | 0.9065 |
| 0.4342 | 10.1778 | 916 | 0.8580 | 0.6471 | 0.8580 | 0.9263 |
| 0.4342 | 10.2 | 918 | 0.8761 | 0.6471 | 0.8761 | 0.9360 |
| 0.4342 | 10.2222 | 920 | 0.8342 | 0.6471 | 0.8342 | 0.9133 |
| 0.4342 | 10.2444 | 922 | 0.7552 | 0.6815 | 0.7552 | 0.8690 |
| 0.4342 | 10.2667 | 924 | 0.7106 | 0.7391 | 0.7106 | 0.8430 |
| 0.4342 | 10.2889 | 926 | 0.6916 | 0.7391 | 0.6916 | 0.8316 |
| 0.4342 | 10.3111 | 928 | 0.6779 | 0.7518 | 0.6779 | 0.8234 |
| 0.4342 | 10.3333 | 930 | 0.6735 | 0.7413 | 0.6735 | 0.8207 |
| 0.4342 | 10.3556 | 932 | 0.6828 | 0.7534 | 0.6828 | 0.8263 |
| 0.4342 | 10.3778 | 934 | 0.7114 | 0.7075 | 0.7114 | 0.8434 |
| 0.4342 | 10.4 | 936 | 0.6990 | 0.72 | 0.6990 | 0.8361 |
| 0.4342 | 10.4222 | 938 | 0.6729 | 0.7651 | 0.6729 | 0.8203 |
| 0.4342 | 10.4444 | 940 | 0.6693 | 0.7838 | 0.6693 | 0.8181 |
| 0.4342 | 10.4667 | 942 | 0.6721 | 0.7838 | 0.6721 | 0.8198 |
| 0.4342 | 10.4889 | 944 | 0.6603 | 0.7838 | 0.6603 | 0.8126 |
| 0.4342 | 10.5111 | 946 | 0.6467 | 0.8026 | 0.6467 | 0.8042 |
| 0.4342 | 10.5333 | 948 | 0.6384 | 0.7895 | 0.6384 | 0.7990 |
| 0.4342 | 10.5556 | 950 | 0.6556 | 0.7712 | 0.6556 | 0.8097 |
| 0.4342 | 10.5778 | 952 | 0.6682 | 0.7712 | 0.6682 | 0.8174 |
| 0.4342 | 10.6 | 954 | 0.6953 | 0.7114 | 0.6953 | 0.8338 |
| 0.4342 | 10.6222 | 956 | 0.7045 | 0.7114 | 0.7045 | 0.8394 |
| 0.4342 | 10.6444 | 958 | 0.6974 | 0.7448 | 0.6974 | 0.8351 |
| 0.4342 | 10.6667 | 960 | 0.6955 | 0.7448 | 0.6955 | 0.8340 |
| 0.4342 | 10.6889 | 962 | 0.7008 | 0.7133 | 0.7008 | 0.8371 |
| 0.4342 | 10.7111 | 964 | 0.6833 | 0.7172 | 0.6833 | 0.8266 |
| 0.4342 | 10.7333 | 966 | 0.6737 | 0.7297 | 0.6737 | 0.8208 |
| 0.4342 | 10.7556 | 968 | 0.6513 | 0.7517 | 0.6513 | 0.8070 |
| 0.4342 | 10.7778 | 970 | 0.6403 | 0.7632 | 0.6403 | 0.8002 |
| 0.4342 | 10.8 | 972 | 0.6504 | 0.7517 | 0.6504 | 0.8065 |
| 0.4342 | 10.8222 | 974 | 0.6753 | 0.7172 | 0.6753 | 0.8218 |
| 0.4342 | 10.8444 | 976 | 0.7334 | 0.7083 | 0.7334 | 0.8564 |
| 0.4342 | 10.8667 | 978 | 0.7876 | 0.6761 | 0.7876 | 0.8875 |
| 0.4342 | 10.8889 | 980 | 0.7991 | 0.6761 | 0.7991 | 0.8939 |
| 0.4342 | 10.9111 | 982 | 0.7741 | 0.6761 | 0.7741 | 0.8799 |
| 0.4342 | 10.9333 | 984 | 0.7171 | 0.7172 | 0.7171 | 0.8468 |
| 0.4342 | 10.9556 | 986 | 0.6973 | 0.7172 | 0.6973 | 0.8350 |
| 0.4342 | 10.9778 | 988 | 0.6745 | 0.7397 | 0.6745 | 0.8213 |
| 0.4342 | 11.0 | 990 | 0.6506 | 0.7483 | 0.6506 | 0.8066 |
| 0.4342 | 11.0222 | 992 | 0.6460 | 0.7483 | 0.6460 | 0.8038 |
| 0.4342 | 11.0444 | 994 | 0.6505 | 0.7448 | 0.6505 | 0.8065 |
| 0.4342 | 11.0667 | 996 | 0.6591 | 0.7448 | 0.6591 | 0.8119 |
| 0.4342 | 11.0889 | 998 | 0.6775 | 0.7361 | 0.6775 | 0.8231 |
| 0.0899 | 11.1111 | 1000 | 0.7041 | 0.6861 | 0.7041 | 0.8391 |
| 0.0899 | 11.1333 | 1002 | 0.7508 | 0.6861 | 0.7508 | 0.8665 |
| 0.0899 | 11.1556 | 1004 | 0.7812 | 0.6812 | 0.7812 | 0.8839 |
| 0.0899 | 11.1778 | 1006 | 0.8211 | 0.6619 | 0.8211 | 0.9062 |
| 0.0899 | 11.2 | 1008 | 0.8224 | 0.6619 | 0.8224 | 0.9069 |
| 0.0899 | 11.2222 | 1010 | 0.7747 | 0.6812 | 0.7747 | 0.8802 |
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_FineTuningAraBERT_run1_AugV5_k20_task1_organization
Base model
aubmindlab/bert-base-arabertv02