ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k20_task2_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: 0.9100
- Qwk: 0.5084
- Mse: 0.9100
- Rmse: 0.9540
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|---|---|---|---|---|---|---|
| No log | 0.0198 | 2 | 3.9920 | 0.0118 | 3.9920 | 1.9980 |
| No log | 0.0396 | 4 | 2.4685 | 0.0601 | 2.4685 | 1.5712 |
| No log | 0.0594 | 6 | 1.2704 | 0.0773 | 1.2704 | 1.1271 |
| No log | 0.0792 | 8 | 0.8874 | 0.0109 | 0.8874 | 0.9420 |
| No log | 0.0990 | 10 | 0.8122 | 0.0589 | 0.8122 | 0.9012 |
| No log | 0.1188 | 12 | 0.8077 | 0.0747 | 0.8077 | 0.8987 |
| No log | 0.1386 | 14 | 0.8679 | 0.0468 | 0.8679 | 0.9316 |
| No log | 0.1584 | 16 | 0.7784 | 0.0472 | 0.7784 | 0.8822 |
| No log | 0.1782 | 18 | 0.7997 | 0.0772 | 0.7997 | 0.8943 |
| No log | 0.1980 | 20 | 0.7731 | 0.1494 | 0.7731 | 0.8793 |
| No log | 0.2178 | 22 | 0.7604 | 0.1494 | 0.7604 | 0.8720 |
| No log | 0.2376 | 24 | 0.7633 | 0.1154 | 0.7633 | 0.8737 |
| No log | 0.2574 | 26 | 0.7563 | 0.1105 | 0.7563 | 0.8696 |
| No log | 0.2772 | 28 | 0.8653 | 0.0062 | 0.8653 | 0.9302 |
| No log | 0.2970 | 30 | 0.8055 | 0.1244 | 0.8055 | 0.8975 |
| No log | 0.3168 | 32 | 0.7282 | 0.0562 | 0.7282 | 0.8534 |
| No log | 0.3366 | 34 | 0.7812 | 0.0298 | 0.7812 | 0.8839 |
| No log | 0.3564 | 36 | 0.8690 | 0.0996 | 0.8690 | 0.9322 |
| No log | 0.3762 | 38 | 0.7899 | 0.0809 | 0.7899 | 0.8888 |
| No log | 0.3960 | 40 | 0.7689 | 0.1197 | 0.7689 | 0.8768 |
| No log | 0.4158 | 42 | 0.9218 | 0.1681 | 0.9218 | 0.9601 |
| No log | 0.4356 | 44 | 1.3910 | 0.1602 | 1.3910 | 1.1794 |
| No log | 0.4554 | 46 | 1.5215 | 0.1342 | 1.5215 | 1.2335 |
| No log | 0.4752 | 48 | 1.0859 | 0.1841 | 1.0859 | 1.0421 |
| No log | 0.4950 | 50 | 0.7487 | 0.2418 | 0.7487 | 0.8653 |
| No log | 0.5149 | 52 | 0.7392 | 0.2301 | 0.7392 | 0.8598 |
| No log | 0.5347 | 54 | 0.8352 | 0.3030 | 0.8352 | 0.9139 |
| No log | 0.5545 | 56 | 1.1236 | 0.2447 | 1.1236 | 1.0600 |
| No log | 0.5743 | 58 | 0.8737 | 0.3163 | 0.8737 | 0.9347 |
| No log | 0.5941 | 60 | 0.7498 | 0.3714 | 0.7498 | 0.8659 |
| No log | 0.6139 | 62 | 0.7264 | 0.3798 | 0.7264 | 0.8523 |
| No log | 0.6337 | 64 | 0.8437 | 0.2807 | 0.8437 | 0.9185 |
| No log | 0.6535 | 66 | 0.7233 | 0.3573 | 0.7233 | 0.8505 |
| No log | 0.6733 | 68 | 0.7264 | 0.3845 | 0.7264 | 0.8523 |
| No log | 0.6931 | 70 | 1.1332 | 0.2275 | 1.1332 | 1.0645 |
| No log | 0.7129 | 72 | 1.4264 | 0.2075 | 1.4264 | 1.1943 |
| No log | 0.7327 | 74 | 1.2197 | 0.2134 | 1.2197 | 1.1044 |
| No log | 0.7525 | 76 | 0.9100 | 0.3373 | 0.9100 | 0.9540 |
| No log | 0.7723 | 78 | 0.6702 | 0.3691 | 0.6702 | 0.8187 |
| No log | 0.7921 | 80 | 0.7303 | 0.3887 | 0.7303 | 0.8546 |
| No log | 0.8119 | 82 | 0.7887 | 0.4291 | 0.7887 | 0.8881 |
| No log | 0.8317 | 84 | 0.7451 | 0.3737 | 0.7451 | 0.8632 |
| No log | 0.8515 | 86 | 1.0000 | 0.3782 | 1.0000 | 1.0000 |
| No log | 0.8713 | 88 | 1.0528 | 0.4128 | 1.0528 | 1.0261 |
| No log | 0.8911 | 90 | 0.7883 | 0.4184 | 0.7883 | 0.8878 |
| No log | 0.9109 | 92 | 0.8220 | 0.3839 | 0.8220 | 0.9066 |
| No log | 0.9307 | 94 | 1.0462 | 0.3002 | 1.0462 | 1.0228 |
| No log | 0.9505 | 96 | 0.8290 | 0.3927 | 0.8290 | 0.9105 |
| No log | 0.9703 | 98 | 0.6870 | 0.4344 | 0.6870 | 0.8289 |
| No log | 0.9901 | 100 | 0.9377 | 0.4480 | 0.9377 | 0.9683 |
| No log | 1.0099 | 102 | 1.0489 | 0.4313 | 1.0489 | 1.0241 |
| No log | 1.0297 | 104 | 1.1440 | 0.4122 | 1.1440 | 1.0696 |
| No log | 1.0495 | 106 | 1.2255 | 0.3889 | 1.2255 | 1.1070 |
| No log | 1.0693 | 108 | 1.2056 | 0.4079 | 1.2056 | 1.0980 |
| No log | 1.0891 | 110 | 1.2730 | 0.3849 | 1.2730 | 1.1283 |
| No log | 1.1089 | 112 | 1.6166 | 0.3273 | 1.6166 | 1.2715 |
| No log | 1.1287 | 114 | 1.8111 | 0.2961 | 1.8111 | 1.3458 |
| No log | 1.1485 | 116 | 1.5539 | 0.3235 | 1.5539 | 1.2466 |
| No log | 1.1683 | 118 | 1.2812 | 0.4166 | 1.2812 | 1.1319 |
| No log | 1.1881 | 120 | 1.1234 | 0.4582 | 1.1234 | 1.0599 |
| No log | 1.2079 | 122 | 1.1867 | 0.4396 | 1.1867 | 1.0893 |
| No log | 1.2277 | 124 | 1.2791 | 0.4241 | 1.2791 | 1.1310 |
| No log | 1.2475 | 126 | 1.1399 | 0.4383 | 1.1399 | 1.0676 |
| No log | 1.2673 | 128 | 1.1364 | 0.4326 | 1.1364 | 1.0660 |
| No log | 1.2871 | 130 | 1.0824 | 0.4375 | 1.0824 | 1.0404 |
| No log | 1.3069 | 132 | 1.2888 | 0.4266 | 1.2888 | 1.1352 |
| No log | 1.3267 | 134 | 1.2988 | 0.4333 | 1.2988 | 1.1396 |
| No log | 1.3465 | 136 | 0.9758 | 0.4568 | 0.9758 | 0.9878 |
| No log | 1.3663 | 138 | 0.9220 | 0.4817 | 0.9220 | 0.9602 |
| No log | 1.3861 | 140 | 0.9226 | 0.4689 | 0.9226 | 0.9605 |
| No log | 1.4059 | 142 | 0.9258 | 0.4675 | 0.9258 | 0.9622 |
| No log | 1.4257 | 144 | 1.2497 | 0.4562 | 1.2497 | 1.1179 |
| No log | 1.4455 | 146 | 1.5169 | 0.3790 | 1.5169 | 1.2316 |
| No log | 1.4653 | 148 | 1.2806 | 0.4450 | 1.2806 | 1.1316 |
| No log | 1.4851 | 150 | 1.1002 | 0.4708 | 1.1002 | 1.0489 |
| No log | 1.5050 | 152 | 1.0446 | 0.4640 | 1.0446 | 1.0221 |
| No log | 1.5248 | 154 | 1.1059 | 0.4236 | 1.1059 | 1.0516 |
| No log | 1.5446 | 156 | 1.1141 | 0.4407 | 1.1141 | 1.0555 |
| No log | 1.5644 | 158 | 1.1317 | 0.4828 | 1.1317 | 1.0638 |
| No log | 1.5842 | 160 | 1.5737 | 0.3585 | 1.5737 | 1.2545 |
| No log | 1.6040 | 162 | 1.7890 | 0.3336 | 1.7890 | 1.3375 |
| No log | 1.6238 | 164 | 1.4771 | 0.3673 | 1.4771 | 1.2154 |
| No log | 1.6436 | 166 | 1.1718 | 0.4545 | 1.1718 | 1.0825 |
| No log | 1.6634 | 168 | 0.9123 | 0.4443 | 0.9123 | 0.9552 |
| No log | 1.6832 | 170 | 0.8482 | 0.4579 | 0.8482 | 0.9210 |
| No log | 1.7030 | 172 | 0.8294 | 0.4666 | 0.8294 | 0.9107 |
| No log | 1.7228 | 174 | 1.1848 | 0.4439 | 1.1848 | 1.0885 |
| No log | 1.7426 | 176 | 1.4357 | 0.3633 | 1.4357 | 1.1982 |
| No log | 1.7624 | 178 | 1.1507 | 0.4291 | 1.1507 | 1.0727 |
| No log | 1.7822 | 180 | 0.8940 | 0.4984 | 0.8940 | 0.9455 |
| No log | 1.8020 | 182 | 0.8726 | 0.4756 | 0.8726 | 0.9341 |
| No log | 1.8218 | 184 | 0.8840 | 0.4686 | 0.8840 | 0.9402 |
| No log | 1.8416 | 186 | 0.9574 | 0.4795 | 0.9574 | 0.9785 |
| No log | 1.8614 | 188 | 1.1306 | 0.4785 | 1.1306 | 1.0633 |
| No log | 1.8812 | 190 | 1.2013 | 0.4835 | 1.2013 | 1.0960 |
| No log | 1.9010 | 192 | 1.1352 | 0.4852 | 1.1352 | 1.0654 |
| No log | 1.9208 | 194 | 1.0458 | 0.4532 | 1.0458 | 1.0227 |
| No log | 1.9406 | 196 | 1.0570 | 0.4593 | 1.0570 | 1.0281 |
| No log | 1.9604 | 198 | 1.2515 | 0.4068 | 1.2515 | 1.1187 |
| No log | 1.9802 | 200 | 1.3486 | 0.3730 | 1.3486 | 1.1613 |
| No log | 2.0 | 202 | 1.2563 | 0.4241 | 1.2563 | 1.1209 |
| No log | 2.0198 | 204 | 1.1285 | 0.4552 | 1.1285 | 1.0623 |
| No log | 2.0396 | 206 | 1.1879 | 0.4460 | 1.1879 | 1.0899 |
| No log | 2.0594 | 208 | 1.2222 | 0.4252 | 1.2222 | 1.1055 |
| No log | 2.0792 | 210 | 1.0688 | 0.4403 | 1.0688 | 1.0338 |
| No log | 2.0990 | 212 | 0.9433 | 0.4476 | 0.9433 | 0.9712 |
| No log | 2.1188 | 214 | 1.0258 | 0.4374 | 1.0258 | 1.0128 |
| No log | 2.1386 | 216 | 1.3616 | 0.4000 | 1.3616 | 1.1669 |
| No log | 2.1584 | 218 | 1.5357 | 0.3437 | 1.5357 | 1.2393 |
| No log | 2.1782 | 220 | 1.2825 | 0.3672 | 1.2825 | 1.1325 |
| No log | 2.1980 | 222 | 0.9160 | 0.4347 | 0.9160 | 0.9571 |
| No log | 2.2178 | 224 | 0.8384 | 0.4231 | 0.8384 | 0.9156 |
| No log | 2.2376 | 226 | 0.8684 | 0.4180 | 0.8684 | 0.9319 |
| No log | 2.2574 | 228 | 0.9708 | 0.4346 | 0.9708 | 0.9853 |
| No log | 2.2772 | 230 | 1.0322 | 0.4408 | 1.0322 | 1.0160 |
| No log | 2.2970 | 232 | 1.0009 | 0.4298 | 1.0009 | 1.0005 |
| No log | 2.3168 | 234 | 0.9732 | 0.4315 | 0.9732 | 0.9865 |
| No log | 2.3366 | 236 | 1.0133 | 0.4152 | 1.0133 | 1.0066 |
| No log | 2.3564 | 238 | 0.9240 | 0.4416 | 0.9240 | 0.9613 |
| No log | 2.3762 | 240 | 0.9178 | 0.4880 | 0.9178 | 0.9580 |
| No log | 2.3960 | 242 | 0.9630 | 0.4702 | 0.9630 | 0.9813 |
| No log | 2.4158 | 244 | 1.0367 | 0.4469 | 1.0367 | 1.0182 |
| No log | 2.4356 | 246 | 1.1371 | 0.4417 | 1.1371 | 1.0664 |
| No log | 2.4554 | 248 | 1.2770 | 0.4296 | 1.2770 | 1.1300 |
| No log | 2.4752 | 250 | 1.2154 | 0.4358 | 1.2154 | 1.1025 |
| No log | 2.4950 | 252 | 1.1455 | 0.4582 | 1.1455 | 1.0703 |
| No log | 2.5149 | 254 | 1.0988 | 0.4531 | 1.0988 | 1.0482 |
| No log | 2.5347 | 256 | 0.9838 | 0.4513 | 0.9838 | 0.9919 |
| No log | 2.5545 | 258 | 0.8609 | 0.4277 | 0.8609 | 0.9278 |
| No log | 2.5743 | 260 | 0.7918 | 0.4257 | 0.7918 | 0.8898 |
| No log | 2.5941 | 262 | 0.8090 | 0.4796 | 0.8090 | 0.8995 |
| No log | 2.6139 | 264 | 0.8829 | 0.4457 | 0.8829 | 0.9396 |
| No log | 2.6337 | 266 | 0.8824 | 0.4495 | 0.8824 | 0.9393 |
| No log | 2.6535 | 268 | 0.8079 | 0.4437 | 0.8079 | 0.8988 |
| No log | 2.6733 | 270 | 0.8330 | 0.5025 | 0.8330 | 0.9127 |
| No log | 2.6931 | 272 | 0.8640 | 0.4906 | 0.8640 | 0.9295 |
| No log | 2.7129 | 274 | 0.8570 | 0.4608 | 0.8570 | 0.9257 |
| No log | 2.7327 | 276 | 0.9168 | 0.4548 | 0.9168 | 0.9575 |
| No log | 2.7525 | 278 | 0.9469 | 0.4495 | 0.9469 | 0.9731 |
| No log | 2.7723 | 280 | 0.9445 | 0.4752 | 0.9445 | 0.9719 |
| No log | 2.7921 | 282 | 0.9298 | 0.4808 | 0.9298 | 0.9643 |
| No log | 2.8119 | 284 | 0.8103 | 0.4527 | 0.8103 | 0.9002 |
| No log | 2.8317 | 286 | 0.8064 | 0.4609 | 0.8064 | 0.8980 |
| No log | 2.8515 | 288 | 0.8634 | 0.4695 | 0.8634 | 0.9292 |
| No log | 2.8713 | 290 | 0.9642 | 0.4412 | 0.9642 | 0.9819 |
| No log | 2.8911 | 292 | 1.0489 | 0.4460 | 1.0489 | 1.0242 |
| No log | 2.9109 | 294 | 1.0853 | 0.4408 | 1.0853 | 1.0418 |
| No log | 2.9307 | 296 | 1.2144 | 0.4438 | 1.2144 | 1.1020 |
| No log | 2.9505 | 298 | 1.3094 | 0.4369 | 1.3094 | 1.1443 |
| No log | 2.9703 | 300 | 1.3302 | 0.4217 | 1.3302 | 1.1533 |
| No log | 2.9901 | 302 | 1.1369 | 0.4326 | 1.1369 | 1.0663 |
| No log | 3.0099 | 304 | 0.9710 | 0.4443 | 0.9710 | 0.9854 |
| No log | 3.0297 | 306 | 0.9010 | 0.4364 | 0.9010 | 0.9492 |
| No log | 3.0495 | 308 | 0.8976 | 0.4398 | 0.8976 | 0.9474 |
| No log | 3.0693 | 310 | 0.9727 | 0.4335 | 0.9727 | 0.9863 |
| No log | 3.0891 | 312 | 0.9185 | 0.4898 | 0.9185 | 0.9584 |
| No log | 3.1089 | 314 | 0.9394 | 0.5119 | 0.9394 | 0.9692 |
| No log | 3.1287 | 316 | 0.9403 | 0.4981 | 0.9403 | 0.9697 |
| No log | 3.1485 | 318 | 0.8717 | 0.5029 | 0.8717 | 0.9337 |
| No log | 3.1683 | 320 | 0.8670 | 0.4886 | 0.8670 | 0.9311 |
| No log | 3.1881 | 322 | 0.9906 | 0.5062 | 0.9906 | 0.9953 |
| No log | 3.2079 | 324 | 1.1971 | 0.4118 | 1.1971 | 1.0941 |
| No log | 3.2277 | 326 | 1.2587 | 0.4159 | 1.2587 | 1.1219 |
| No log | 3.2475 | 328 | 1.1049 | 0.4955 | 1.1049 | 1.0512 |
| No log | 3.2673 | 330 | 1.0164 | 0.4750 | 1.0164 | 1.0082 |
| No log | 3.2871 | 332 | 0.9790 | 0.4618 | 0.9790 | 0.9894 |
| No log | 3.3069 | 334 | 0.9640 | 0.4746 | 0.9640 | 0.9818 |
| No log | 3.3267 | 336 | 0.9434 | 0.4656 | 0.9434 | 0.9713 |
| No log | 3.3465 | 338 | 1.0036 | 0.4919 | 1.0036 | 1.0018 |
| No log | 3.3663 | 340 | 1.0971 | 0.4538 | 1.0971 | 1.0474 |
| No log | 3.3861 | 342 | 1.0392 | 0.4834 | 1.0392 | 1.0194 |
| No log | 3.4059 | 344 | 0.9073 | 0.5343 | 0.9073 | 0.9525 |
| No log | 3.4257 | 346 | 0.8217 | 0.4566 | 0.8217 | 0.9065 |
| No log | 3.4455 | 348 | 0.8403 | 0.4396 | 0.8403 | 0.9167 |
| No log | 3.4653 | 350 | 0.9125 | 0.4715 | 0.9125 | 0.9552 |
| No log | 3.4851 | 352 | 1.0802 | 0.4896 | 1.0802 | 1.0393 |
| No log | 3.5050 | 354 | 1.1531 | 0.4957 | 1.1531 | 1.0738 |
| No log | 3.5248 | 356 | 1.0654 | 0.4922 | 1.0654 | 1.0322 |
| No log | 3.5446 | 358 | 0.9855 | 0.4808 | 0.9855 | 0.9927 |
| No log | 3.5644 | 360 | 0.9378 | 0.4633 | 0.9378 | 0.9684 |
| No log | 3.5842 | 362 | 0.9360 | 0.4758 | 0.9360 | 0.9675 |
| No log | 3.6040 | 364 | 1.0077 | 0.5259 | 1.0077 | 1.0038 |
| No log | 3.6238 | 366 | 1.1011 | 0.4635 | 1.1011 | 1.0493 |
| No log | 3.6436 | 368 | 1.0689 | 0.4699 | 1.0689 | 1.0339 |
| No log | 3.6634 | 370 | 0.9851 | 0.4980 | 0.9851 | 0.9925 |
| No log | 3.6832 | 372 | 0.9600 | 0.4961 | 0.9600 | 0.9798 |
| No log | 3.7030 | 374 | 0.9526 | 0.4832 | 0.9526 | 0.9760 |
| No log | 3.7228 | 376 | 0.9481 | 0.4743 | 0.9481 | 0.9737 |
| No log | 3.7426 | 378 | 0.9698 | 0.5014 | 0.9698 | 0.9848 |
| No log | 3.7624 | 380 | 1.0860 | 0.5082 | 1.0860 | 1.0421 |
| No log | 3.7822 | 382 | 1.2239 | 0.4433 | 1.2239 | 1.1063 |
| No log | 3.8020 | 384 | 1.1439 | 0.4944 | 1.1439 | 1.0695 |
| No log | 3.8218 | 386 | 1.1522 | 0.4996 | 1.1522 | 1.0734 |
| No log | 3.8416 | 388 | 1.1792 | 0.4900 | 1.1792 | 1.0859 |
| No log | 3.8614 | 390 | 1.1541 | 0.4871 | 1.1541 | 1.0743 |
| No log | 3.8812 | 392 | 1.1524 | 0.4962 | 1.1524 | 1.0735 |
| No log | 3.9010 | 394 | 1.1457 | 0.5127 | 1.1457 | 1.0704 |
| No log | 3.9208 | 396 | 1.1525 | 0.5030 | 1.1525 | 1.0735 |
| No log | 3.9406 | 398 | 1.2177 | 0.4239 | 1.2177 | 1.1035 |
| No log | 3.9604 | 400 | 1.2093 | 0.4430 | 1.2093 | 1.0997 |
| No log | 3.9802 | 402 | 1.0842 | 0.5168 | 1.0842 | 1.0412 |
| No log | 4.0 | 404 | 0.9484 | 0.5 | 0.9484 | 0.9739 |
| No log | 4.0198 | 406 | 0.9009 | 0.4529 | 0.9009 | 0.9492 |
| No log | 4.0396 | 408 | 0.9395 | 0.4813 | 0.9395 | 0.9693 |
| No log | 4.0594 | 410 | 1.0287 | 0.5038 | 1.0287 | 1.0142 |
| No log | 4.0792 | 412 | 1.1321 | 0.4575 | 1.1321 | 1.0640 |
| No log | 4.0990 | 414 | 1.0827 | 0.4746 | 1.0827 | 1.0405 |
| No log | 4.1188 | 416 | 0.9008 | 0.4754 | 0.9008 | 0.9491 |
| No log | 4.1386 | 418 | 0.8419 | 0.4759 | 0.8419 | 0.9175 |
| No log | 4.1584 | 420 | 0.8862 | 0.4810 | 0.8862 | 0.9414 |
| No log | 4.1782 | 422 | 1.0455 | 0.4971 | 1.0455 | 1.0225 |
| No log | 4.1980 | 424 | 1.1197 | 0.4596 | 1.1197 | 1.0582 |
| No log | 4.2178 | 426 | 1.0570 | 0.4780 | 1.0570 | 1.0281 |
| No log | 4.2376 | 428 | 0.9457 | 0.5095 | 0.9457 | 0.9725 |
| No log | 4.2574 | 430 | 0.8091 | 0.4844 | 0.8091 | 0.8995 |
| No log | 4.2772 | 432 | 0.7664 | 0.4930 | 0.7664 | 0.8754 |
| No log | 4.2970 | 434 | 0.7951 | 0.4833 | 0.7951 | 0.8917 |
| No log | 4.3168 | 436 | 0.8342 | 0.4592 | 0.8342 | 0.9133 |
| No log | 4.3366 | 438 | 0.9826 | 0.5091 | 0.9826 | 0.9913 |
| No log | 4.3564 | 440 | 1.4198 | 0.4138 | 1.4198 | 1.1916 |
| No log | 4.3762 | 442 | 1.7685 | 0.3438 | 1.7685 | 1.3298 |
| No log | 4.3960 | 444 | 1.7776 | 0.3505 | 1.7776 | 1.3333 |
| No log | 4.4158 | 446 | 1.5293 | 0.4313 | 1.5293 | 1.2366 |
| No log | 4.4356 | 448 | 1.1949 | 0.4704 | 1.1949 | 1.0931 |
| No log | 4.4554 | 450 | 1.0383 | 0.4355 | 1.0383 | 1.0190 |
| No log | 4.4752 | 452 | 1.0350 | 0.4314 | 1.0350 | 1.0173 |
| No log | 4.4950 | 454 | 1.0173 | 0.4358 | 1.0173 | 1.0086 |
| No log | 4.5149 | 456 | 1.0349 | 0.4906 | 1.0349 | 1.0173 |
| No log | 4.5347 | 458 | 1.2402 | 0.4447 | 1.2402 | 1.1136 |
| No log | 4.5545 | 460 | 1.5964 | 0.3370 | 1.5964 | 1.2635 |
| No log | 4.5743 | 462 | 1.6715 | 0.3380 | 1.6715 | 1.2929 |
| No log | 4.5941 | 464 | 1.5313 | 0.3209 | 1.5313 | 1.2374 |
| No log | 4.6139 | 466 | 1.2728 | 0.4112 | 1.2728 | 1.1282 |
| No log | 4.6337 | 468 | 0.9802 | 0.4829 | 0.9802 | 0.9900 |
| No log | 4.6535 | 470 | 0.8206 | 0.4786 | 0.8206 | 0.9059 |
| No log | 4.6733 | 472 | 0.7962 | 0.4545 | 0.7962 | 0.8923 |
| No log | 4.6931 | 474 | 0.8244 | 0.4437 | 0.8244 | 0.9080 |
| No log | 4.7129 | 476 | 0.8922 | 0.4737 | 0.8922 | 0.9445 |
| No log | 4.7327 | 478 | 0.9530 | 0.5041 | 0.9530 | 0.9762 |
| No log | 4.7525 | 480 | 1.0418 | 0.4555 | 1.0418 | 1.0207 |
| No log | 4.7723 | 482 | 1.0126 | 0.4575 | 1.0126 | 1.0063 |
| No log | 4.7921 | 484 | 0.9056 | 0.5049 | 0.9056 | 0.9517 |
| No log | 4.8119 | 486 | 0.8044 | 0.5257 | 0.8044 | 0.8969 |
| No log | 4.8317 | 488 | 0.7879 | 0.4569 | 0.7879 | 0.8877 |
| No log | 4.8515 | 490 | 0.8323 | 0.4319 | 0.8323 | 0.9123 |
| No log | 4.8713 | 492 | 0.8496 | 0.4250 | 0.8496 | 0.9217 |
| No log | 4.8911 | 494 | 0.8443 | 0.4856 | 0.8443 | 0.9189 |
| No log | 4.9109 | 496 | 0.8557 | 0.4584 | 0.8557 | 0.9250 |
| No log | 4.9307 | 498 | 0.8492 | 0.4584 | 0.8492 | 0.9215 |
| 0.539 | 4.9505 | 500 | 0.9129 | 0.5196 | 0.9129 | 0.9555 |
| 0.539 | 4.9703 | 502 | 0.9345 | 0.5034 | 0.9345 | 0.9667 |
| 0.539 | 4.9901 | 504 | 0.9012 | 0.5128 | 0.9012 | 0.9493 |
| 0.539 | 5.0099 | 506 | 0.8444 | 0.5147 | 0.8444 | 0.9189 |
| 0.539 | 5.0297 | 508 | 0.7664 | 0.5190 | 0.7664 | 0.8754 |
| 0.539 | 5.0495 | 510 | 0.7685 | 0.4831 | 0.7685 | 0.8766 |
| 0.539 | 5.0693 | 512 | 0.8147 | 0.4655 | 0.8147 | 0.9026 |
| 0.539 | 5.0891 | 514 | 0.8772 | 0.4723 | 0.8772 | 0.9366 |
| 0.539 | 5.1089 | 516 | 0.9966 | 0.5091 | 0.9966 | 0.9983 |
| 0.539 | 5.1287 | 518 | 1.0957 | 0.4675 | 1.0957 | 1.0468 |
| 0.539 | 5.1485 | 520 | 1.0948 | 0.4622 | 1.0948 | 1.0463 |
| 0.539 | 5.1683 | 522 | 1.0127 | 0.5100 | 1.0127 | 1.0063 |
| 0.539 | 5.1881 | 524 | 0.9215 | 0.5151 | 0.9215 | 0.9599 |
| 0.539 | 5.2079 | 526 | 0.8508 | 0.5098 | 0.8508 | 0.9224 |
| 0.539 | 5.2277 | 528 | 0.8239 | 0.5177 | 0.8239 | 0.9077 |
| 0.539 | 5.2475 | 530 | 0.7815 | 0.5075 | 0.7815 | 0.8840 |
| 0.539 | 5.2673 | 532 | 0.7756 | 0.5294 | 0.7756 | 0.8807 |
| 0.539 | 5.2871 | 534 | 0.8046 | 0.5219 | 0.8046 | 0.8970 |
| 0.539 | 5.3069 | 536 | 0.8150 | 0.5153 | 0.8150 | 0.9028 |
| 0.539 | 5.3267 | 538 | 0.8583 | 0.5226 | 0.8583 | 0.9264 |
| 0.539 | 5.3465 | 540 | 0.8788 | 0.5386 | 0.8788 | 0.9374 |
| 0.539 | 5.3663 | 542 | 0.8666 | 0.5194 | 0.8666 | 0.9309 |
| 0.539 | 5.3861 | 544 | 0.8080 | 0.5038 | 0.8080 | 0.8989 |
| 0.539 | 5.4059 | 546 | 0.7702 | 0.5073 | 0.7702 | 0.8776 |
| 0.539 | 5.4257 | 548 | 0.7519 | 0.5255 | 0.7519 | 0.8672 |
| 0.539 | 5.4455 | 550 | 0.7937 | 0.4994 | 0.7937 | 0.8909 |
| 0.539 | 5.4653 | 552 | 0.8897 | 0.5175 | 0.8897 | 0.9432 |
| 0.539 | 5.4851 | 554 | 0.9855 | 0.4725 | 0.9855 | 0.9927 |
| 0.539 | 5.5050 | 556 | 0.9539 | 0.4755 | 0.9539 | 0.9767 |
| 0.539 | 5.5248 | 558 | 0.8501 | 0.5223 | 0.8501 | 0.9220 |
| 0.539 | 5.5446 | 560 | 0.8331 | 0.5109 | 0.8331 | 0.9128 |
| 0.539 | 5.5644 | 562 | 0.8456 | 0.5159 | 0.8456 | 0.9196 |
| 0.539 | 5.5842 | 564 | 0.9171 | 0.5180 | 0.9171 | 0.9577 |
| 0.539 | 5.6040 | 566 | 0.9666 | 0.4823 | 0.9666 | 0.9831 |
| 0.539 | 5.6238 | 568 | 1.0229 | 0.4637 | 1.0229 | 1.0114 |
| 0.539 | 5.6436 | 570 | 1.0373 | 0.4619 | 1.0373 | 1.0185 |
| 0.539 | 5.6634 | 572 | 0.9961 | 0.4489 | 0.9961 | 0.9980 |
| 0.539 | 5.6832 | 574 | 0.9311 | 0.4625 | 0.9311 | 0.9649 |
| 0.539 | 5.7030 | 576 | 0.8652 | 0.5089 | 0.8652 | 0.9301 |
| 0.539 | 5.7228 | 578 | 0.8906 | 0.5013 | 0.8906 | 0.9437 |
| 0.539 | 5.7426 | 580 | 0.9988 | 0.4626 | 0.9987 | 0.9994 |
| 0.539 | 5.7624 | 582 | 1.0733 | 0.4399 | 1.0733 | 1.0360 |
| 0.539 | 5.7822 | 584 | 1.1270 | 0.4556 | 1.1270 | 1.0616 |
| 0.539 | 5.8020 | 586 | 1.0521 | 0.4683 | 1.0521 | 1.0257 |
| 0.539 | 5.8218 | 588 | 0.9238 | 0.5137 | 0.9238 | 0.9612 |
| 0.539 | 5.8416 | 590 | 0.8562 | 0.5134 | 0.8562 | 0.9253 |
| 0.539 | 5.8614 | 592 | 0.8360 | 0.5213 | 0.8360 | 0.9143 |
| 0.539 | 5.8812 | 594 | 0.8513 | 0.5242 | 0.8513 | 0.9227 |
| 0.539 | 5.9010 | 596 | 0.9257 | 0.4836 | 0.9257 | 0.9621 |
| 0.539 | 5.9208 | 598 | 1.0503 | 0.4832 | 1.0503 | 1.0248 |
| 0.539 | 5.9406 | 600 | 1.0775 | 0.4509 | 1.0775 | 1.0380 |
| 0.539 | 5.9604 | 602 | 1.0243 | 0.4832 | 1.0243 | 1.0121 |
| 0.539 | 5.9802 | 604 | 0.9291 | 0.4790 | 0.9291 | 0.9639 |
| 0.539 | 6.0 | 606 | 0.8626 | 0.5168 | 0.8626 | 0.9288 |
| 0.539 | 6.0198 | 608 | 0.8570 | 0.5168 | 0.8570 | 0.9258 |
| 0.539 | 6.0396 | 610 | 0.8818 | 0.4890 | 0.8818 | 0.9391 |
| 0.539 | 6.0594 | 612 | 0.9064 | 0.5086 | 0.9064 | 0.9520 |
| 0.539 | 6.0792 | 614 | 0.9395 | 0.4641 | 0.9395 | 0.9693 |
| 0.539 | 6.0990 | 616 | 0.9412 | 0.4641 | 0.9412 | 0.9701 |
| 0.539 | 6.1188 | 618 | 0.8776 | 0.5021 | 0.8776 | 0.9368 |
| 0.539 | 6.1386 | 620 | 0.8357 | 0.5353 | 0.8357 | 0.9142 |
| 0.539 | 6.1584 | 622 | 0.7771 | 0.5319 | 0.7771 | 0.8815 |
| 0.539 | 6.1782 | 624 | 0.7818 | 0.5072 | 0.7818 | 0.8842 |
| 0.539 | 6.1980 | 626 | 0.8227 | 0.5291 | 0.8227 | 0.9070 |
| 0.539 | 6.2178 | 628 | 0.8661 | 0.5153 | 0.8661 | 0.9307 |
| 0.539 | 6.2376 | 630 | 0.8919 | 0.4912 | 0.8919 | 0.9444 |
| 0.539 | 6.2574 | 632 | 0.9375 | 0.4770 | 0.9375 | 0.9683 |
| 0.539 | 6.2772 | 634 | 0.9724 | 0.4537 | 0.9724 | 0.9861 |
| 0.539 | 6.2970 | 636 | 0.9971 | 0.4594 | 0.9971 | 0.9986 |
| 0.539 | 6.3168 | 638 | 0.9985 | 0.4695 | 0.9985 | 0.9992 |
| 0.539 | 6.3366 | 640 | 0.9287 | 0.4801 | 0.9287 | 0.9637 |
| 0.539 | 6.3564 | 642 | 0.9014 | 0.4818 | 0.9014 | 0.9494 |
| 0.539 | 6.3762 | 644 | 0.9162 | 0.4746 | 0.9162 | 0.9572 |
| 0.539 | 6.3960 | 646 | 0.9859 | 0.4807 | 0.9859 | 0.9929 |
| 0.539 | 6.4158 | 648 | 1.0624 | 0.4634 | 1.0624 | 1.0307 |
| 0.539 | 6.4356 | 650 | 1.0620 | 0.4634 | 1.0620 | 1.0305 |
| 0.539 | 6.4554 | 652 | 0.9723 | 0.4847 | 0.9723 | 0.9861 |
| 0.539 | 6.4752 | 654 | 0.8831 | 0.4770 | 0.8831 | 0.9397 |
| 0.539 | 6.4950 | 656 | 0.8642 | 0.4467 | 0.8642 | 0.9296 |
| 0.539 | 6.5149 | 658 | 0.8703 | 0.4501 | 0.8703 | 0.9329 |
| 0.539 | 6.5347 | 660 | 0.8752 | 0.4604 | 0.8752 | 0.9355 |
| 0.539 | 6.5545 | 662 | 0.9037 | 0.4590 | 0.9037 | 0.9506 |
| 0.539 | 6.5743 | 664 | 0.9299 | 0.4711 | 0.9299 | 0.9643 |
| 0.539 | 6.5941 | 666 | 0.9416 | 0.4950 | 0.9416 | 0.9703 |
| 0.539 | 6.6139 | 668 | 0.9094 | 0.4904 | 0.9094 | 0.9536 |
| 0.539 | 6.6337 | 670 | 0.8566 | 0.4874 | 0.8566 | 0.9255 |
| 0.539 | 6.6535 | 672 | 0.8168 | 0.4935 | 0.8168 | 0.9037 |
| 0.539 | 6.6733 | 674 | 0.8062 | 0.5069 | 0.8062 | 0.8979 |
| 0.539 | 6.6931 | 676 | 0.8154 | 0.4787 | 0.8154 | 0.9030 |
| 0.539 | 6.7129 | 678 | 0.8254 | 0.5075 | 0.8254 | 0.9085 |
| 0.539 | 6.7327 | 680 | 0.8413 | 0.5172 | 0.8413 | 0.9172 |
| 0.539 | 6.7525 | 682 | 0.8776 | 0.5067 | 0.8776 | 0.9368 |
| 0.539 | 6.7723 | 684 | 0.9202 | 0.4846 | 0.9202 | 0.9593 |
| 0.539 | 6.7921 | 686 | 0.9313 | 0.4846 | 0.9313 | 0.9650 |
| 0.539 | 6.8119 | 688 | 0.8918 | 0.5059 | 0.8918 | 0.9444 |
| 0.539 | 6.8317 | 690 | 0.8199 | 0.5146 | 0.8199 | 0.9055 |
| 0.539 | 6.8515 | 692 | 0.7836 | 0.4927 | 0.7836 | 0.8852 |
| 0.539 | 6.8713 | 694 | 0.7803 | 0.5219 | 0.7803 | 0.8833 |
| 0.539 | 6.8911 | 696 | 0.8121 | 0.5102 | 0.8121 | 0.9012 |
| 0.539 | 6.9109 | 698 | 0.8711 | 0.4833 | 0.8711 | 0.9333 |
| 0.539 | 6.9307 | 700 | 0.8924 | 0.4821 | 0.8924 | 0.9447 |
| 0.539 | 6.9505 | 702 | 0.8579 | 0.5082 | 0.8579 | 0.9262 |
| 0.539 | 6.9703 | 704 | 0.7792 | 0.5320 | 0.7792 | 0.8827 |
| 0.539 | 6.9901 | 706 | 0.7236 | 0.5236 | 0.7236 | 0.8507 |
| 0.539 | 7.0099 | 708 | 0.7025 | 0.5271 | 0.7025 | 0.8382 |
| 0.539 | 7.0297 | 710 | 0.7104 | 0.5271 | 0.7104 | 0.8429 |
| 0.539 | 7.0495 | 712 | 0.7283 | 0.5120 | 0.7283 | 0.8534 |
| 0.539 | 7.0693 | 714 | 0.7739 | 0.5214 | 0.7739 | 0.8797 |
| 0.539 | 7.0891 | 716 | 0.8512 | 0.5229 | 0.8512 | 0.9226 |
| 0.539 | 7.1089 | 718 | 0.9516 | 0.4750 | 0.9516 | 0.9755 |
| 0.539 | 7.1287 | 720 | 1.0053 | 0.4792 | 1.0053 | 1.0027 |
| 0.539 | 7.1485 | 722 | 0.9996 | 0.4740 | 0.9996 | 0.9998 |
| 0.539 | 7.1683 | 724 | 0.9361 | 0.4997 | 0.9361 | 0.9675 |
| 0.539 | 7.1881 | 726 | 0.9106 | 0.4740 | 0.9106 | 0.9543 |
| 0.539 | 7.2079 | 728 | 0.9103 | 0.4792 | 0.9103 | 0.9541 |
| 0.539 | 7.2277 | 730 | 0.9109 | 0.5013 | 0.9109 | 0.9544 |
| 0.539 | 7.2475 | 732 | 0.9388 | 0.4809 | 0.9388 | 0.9689 |
| 0.539 | 7.2673 | 734 | 0.9880 | 0.4913 | 0.9880 | 0.9940 |
| 0.539 | 7.2871 | 736 | 0.9950 | 0.4962 | 0.9950 | 0.9975 |
| 0.539 | 7.3069 | 738 | 0.9821 | 0.4913 | 0.9821 | 0.9910 |
| 0.539 | 7.3267 | 740 | 0.9254 | 0.4775 | 0.9254 | 0.9620 |
| 0.539 | 7.3465 | 742 | 0.8746 | 0.4919 | 0.8746 | 0.9352 |
| 0.539 | 7.3663 | 744 | 0.8458 | 0.4926 | 0.8458 | 0.9197 |
| 0.539 | 7.3861 | 746 | 0.8333 | 0.4926 | 0.8333 | 0.9128 |
| 0.539 | 7.4059 | 748 | 0.8428 | 0.5151 | 0.8428 | 0.9180 |
| 0.539 | 7.4257 | 750 | 0.8870 | 0.4754 | 0.8870 | 0.9418 |
| 0.539 | 7.4455 | 752 | 0.9364 | 0.4612 | 0.9364 | 0.9677 |
| 0.539 | 7.4653 | 754 | 0.9498 | 0.4612 | 0.9498 | 0.9746 |
| 0.539 | 7.4851 | 756 | 0.9465 | 0.4612 | 0.9465 | 0.9729 |
| 0.539 | 7.5050 | 758 | 0.9368 | 0.4628 | 0.9368 | 0.9679 |
| 0.539 | 7.5248 | 760 | 0.8889 | 0.5269 | 0.8889 | 0.9428 |
| 0.539 | 7.5446 | 762 | 0.8548 | 0.4994 | 0.8548 | 0.9246 |
| 0.539 | 7.5644 | 764 | 0.8367 | 0.5224 | 0.8367 | 0.9147 |
| 0.539 | 7.5842 | 766 | 0.8347 | 0.5143 | 0.8347 | 0.9136 |
| 0.539 | 7.6040 | 768 | 0.8377 | 0.4913 | 0.8377 | 0.9152 |
| 0.539 | 7.6238 | 770 | 0.8647 | 0.4852 | 0.8647 | 0.9299 |
| 0.539 | 7.6436 | 772 | 0.8693 | 0.4852 | 0.8693 | 0.9324 |
| 0.539 | 7.6634 | 774 | 0.8934 | 0.4939 | 0.8934 | 0.9452 |
| 0.539 | 7.6832 | 776 | 0.9395 | 0.4804 | 0.9395 | 0.9693 |
| 0.539 | 7.7030 | 778 | 1.0028 | 0.4843 | 1.0028 | 1.0014 |
| 0.539 | 7.7228 | 780 | 1.0426 | 0.4787 | 1.0426 | 1.0211 |
| 0.539 | 7.7426 | 782 | 1.0933 | 0.4882 | 1.0933 | 1.0456 |
| 0.539 | 7.7624 | 784 | 1.1610 | 0.4707 | 1.1610 | 1.0775 |
| 0.539 | 7.7822 | 786 | 1.1815 | 0.4703 | 1.1815 | 1.0870 |
| 0.539 | 7.8020 | 788 | 1.1412 | 0.4764 | 1.1412 | 1.0683 |
| 0.539 | 7.8218 | 790 | 1.0607 | 0.4787 | 1.0607 | 1.0299 |
| 0.539 | 7.8416 | 792 | 0.9738 | 0.4976 | 0.9738 | 0.9868 |
| 0.539 | 7.8614 | 794 | 0.9026 | 0.4978 | 0.9026 | 0.9500 |
| 0.539 | 7.8812 | 796 | 0.8599 | 0.5233 | 0.8599 | 0.9273 |
| 0.539 | 7.9010 | 798 | 0.8465 | 0.5261 | 0.8465 | 0.9200 |
| 0.539 | 7.9208 | 800 | 0.8421 | 0.5095 | 0.8421 | 0.9176 |
| 0.539 | 7.9406 | 802 | 0.8712 | 0.5087 | 0.8712 | 0.9334 |
| 0.539 | 7.9604 | 804 | 0.9277 | 0.5257 | 0.9277 | 0.9632 |
| 0.539 | 7.9802 | 806 | 1.0175 | 0.4917 | 1.0175 | 1.0087 |
| 0.539 | 8.0 | 808 | 1.0888 | 0.4830 | 1.0888 | 1.0434 |
| 0.539 | 8.0198 | 810 | 1.1100 | 0.4830 | 1.1100 | 1.0536 |
| 0.539 | 8.0396 | 812 | 1.0789 | 0.4835 | 1.0789 | 1.0387 |
| 0.539 | 8.0594 | 814 | 1.0450 | 0.4950 | 1.0450 | 1.0222 |
| 0.539 | 8.0792 | 816 | 0.9936 | 0.4913 | 0.9936 | 0.9968 |
| 0.539 | 8.0990 | 818 | 0.9404 | 0.5206 | 0.9404 | 0.9698 |
| 0.539 | 8.1188 | 820 | 0.8991 | 0.5084 | 0.8991 | 0.9482 |
| 0.539 | 8.1386 | 822 | 0.8839 | 0.5101 | 0.8839 | 0.9402 |
| 0.539 | 8.1584 | 824 | 0.8551 | 0.5131 | 0.8551 | 0.9247 |
| 0.539 | 8.1782 | 826 | 0.8422 | 0.4965 | 0.8422 | 0.9177 |
| 0.539 | 8.1980 | 828 | 0.8450 | 0.5074 | 0.8450 | 0.9192 |
| 0.539 | 8.2178 | 830 | 0.8735 | 0.5101 | 0.8735 | 0.9346 |
| 0.539 | 8.2376 | 832 | 0.8890 | 0.5203 | 0.8890 | 0.9429 |
| 0.539 | 8.2574 | 834 | 0.9121 | 0.5184 | 0.9121 | 0.9550 |
| 0.539 | 8.2772 | 836 | 0.9378 | 0.5161 | 0.9378 | 0.9684 |
| 0.539 | 8.2970 | 838 | 0.9520 | 0.5161 | 0.9520 | 0.9757 |
| 0.539 | 8.3168 | 840 | 0.9424 | 0.5161 | 0.9424 | 0.9708 |
| 0.539 | 8.3366 | 842 | 0.9191 | 0.5078 | 0.9191 | 0.9587 |
| 0.539 | 8.3564 | 844 | 0.9131 | 0.5078 | 0.9131 | 0.9555 |
| 0.539 | 8.3762 | 846 | 0.9265 | 0.5114 | 0.9265 | 0.9626 |
| 0.539 | 8.3960 | 848 | 0.9191 | 0.4932 | 0.9191 | 0.9587 |
| 0.539 | 8.4158 | 850 | 0.9114 | 0.4990 | 0.9114 | 0.9547 |
| 0.539 | 8.4356 | 852 | 0.8877 | 0.4990 | 0.8877 | 0.9422 |
| 0.539 | 8.4554 | 854 | 0.8478 | 0.5005 | 0.8478 | 0.9207 |
| 0.539 | 8.4752 | 856 | 0.8100 | 0.5363 | 0.8100 | 0.9000 |
| 0.539 | 8.4950 | 858 | 0.7873 | 0.5277 | 0.7873 | 0.8873 |
| 0.539 | 8.5149 | 860 | 0.7792 | 0.5277 | 0.7792 | 0.8827 |
| 0.539 | 8.5347 | 862 | 0.7821 | 0.5347 | 0.7821 | 0.8843 |
| 0.539 | 8.5545 | 864 | 0.8022 | 0.5265 | 0.8022 | 0.8956 |
| 0.539 | 8.5743 | 866 | 0.8406 | 0.5036 | 0.8406 | 0.9168 |
| 0.539 | 8.5941 | 868 | 0.8676 | 0.4954 | 0.8676 | 0.9314 |
| 0.539 | 8.6139 | 870 | 0.9040 | 0.5055 | 0.9040 | 0.9508 |
| 0.539 | 8.6337 | 872 | 0.9317 | 0.5055 | 0.9317 | 0.9652 |
| 0.539 | 8.6535 | 874 | 0.9329 | 0.5120 | 0.9329 | 0.9659 |
| 0.539 | 8.6733 | 876 | 0.9433 | 0.5175 | 0.9433 | 0.9712 |
| 0.539 | 8.6931 | 878 | 0.9505 | 0.5126 | 0.9505 | 0.9750 |
| 0.539 | 8.7129 | 880 | 0.9593 | 0.5171 | 0.9593 | 0.9795 |
| 0.539 | 8.7327 | 882 | 0.9446 | 0.5084 | 0.9446 | 0.9719 |
| 0.539 | 8.7525 | 884 | 0.9217 | 0.5084 | 0.9217 | 0.9601 |
| 0.539 | 8.7723 | 886 | 0.9179 | 0.5084 | 0.9179 | 0.9581 |
| 0.539 | 8.7921 | 888 | 0.9294 | 0.5084 | 0.9294 | 0.9641 |
| 0.539 | 8.8119 | 890 | 0.9388 | 0.5249 | 0.9388 | 0.9689 |
| 0.539 | 8.8317 | 892 | 0.9481 | 0.5292 | 0.9481 | 0.9737 |
| 0.539 | 8.8515 | 894 | 0.9381 | 0.5249 | 0.9381 | 0.9686 |
| 0.539 | 8.8713 | 896 | 0.9185 | 0.5249 | 0.9185 | 0.9584 |
| 0.539 | 8.8911 | 898 | 0.8864 | 0.5084 | 0.8864 | 0.9415 |
| 0.539 | 8.9109 | 900 | 0.8660 | 0.5036 | 0.8660 | 0.9306 |
| 0.539 | 8.9307 | 902 | 0.8619 | 0.5036 | 0.8619 | 0.9284 |
| 0.539 | 8.9505 | 904 | 0.8606 | 0.5036 | 0.8606 | 0.9277 |
| 0.539 | 8.9703 | 906 | 0.8709 | 0.5203 | 0.8709 | 0.9332 |
| 0.539 | 8.9901 | 908 | 0.8870 | 0.5299 | 0.8870 | 0.9418 |
| 0.539 | 9.0099 | 910 | 0.9110 | 0.5120 | 0.9110 | 0.9545 |
| 0.539 | 9.0297 | 912 | 0.9264 | 0.4933 | 0.9264 | 0.9625 |
| 0.539 | 9.0495 | 914 | 0.9258 | 0.4933 | 0.9258 | 0.9622 |
| 0.539 | 9.0693 | 916 | 0.9052 | 0.517 | 0.9052 | 0.9514 |
| 0.539 | 9.0891 | 918 | 0.8867 | 0.5299 | 0.8867 | 0.9416 |
| 0.539 | 9.1089 | 920 | 0.8675 | 0.5213 | 0.8675 | 0.9314 |
| 0.539 | 9.1287 | 922 | 0.8454 | 0.5044 | 0.8454 | 0.9194 |
| 0.539 | 9.1485 | 924 | 0.8299 | 0.5119 | 0.8299 | 0.9110 |
| 0.539 | 9.1683 | 926 | 0.8220 | 0.5186 | 0.8220 | 0.9066 |
| 0.539 | 9.1881 | 928 | 0.8216 | 0.5186 | 0.8216 | 0.9064 |
| 0.539 | 9.2079 | 930 | 0.8298 | 0.5186 | 0.8298 | 0.9109 |
| 0.539 | 9.2277 | 932 | 0.8447 | 0.5176 | 0.8447 | 0.9191 |
| 0.539 | 9.2475 | 934 | 0.8681 | 0.5223 | 0.8681 | 0.9317 |
| 0.539 | 9.2673 | 936 | 0.9010 | 0.5084 | 0.9010 | 0.9492 |
| 0.539 | 9.2871 | 938 | 0.9349 | 0.4886 | 0.9349 | 0.9669 |
| 0.539 | 9.3069 | 940 | 0.9572 | 0.4983 | 0.9572 | 0.9783 |
| 0.539 | 9.3267 | 942 | 0.9633 | 0.4920 | 0.9633 | 0.9815 |
| 0.539 | 9.3465 | 944 | 0.9623 | 0.4920 | 0.9623 | 0.9809 |
| 0.539 | 9.3663 | 946 | 0.9530 | 0.4869 | 0.9530 | 0.9762 |
| 0.539 | 9.3861 | 948 | 0.9367 | 0.4819 | 0.9367 | 0.9678 |
| 0.539 | 9.4059 | 950 | 0.9224 | 0.4884 | 0.9224 | 0.9604 |
| 0.539 | 9.4257 | 952 | 0.9104 | 0.4884 | 0.9104 | 0.9541 |
| 0.539 | 9.4455 | 954 | 0.9063 | 0.4884 | 0.9063 | 0.9520 |
| 0.539 | 9.4653 | 956 | 0.9009 | 0.4835 | 0.9009 | 0.9491 |
| 0.539 | 9.4851 | 958 | 0.8989 | 0.4905 | 0.8989 | 0.9481 |
| 0.539 | 9.5050 | 960 | 0.8968 | 0.4905 | 0.8968 | 0.9470 |
| 0.539 | 9.5248 | 962 | 0.9038 | 0.4905 | 0.9038 | 0.9507 |
| 0.539 | 9.5446 | 964 | 0.9163 | 0.4672 | 0.9163 | 0.9572 |
| 0.539 | 9.5644 | 966 | 0.9292 | 0.4884 | 0.9292 | 0.9640 |
| 0.539 | 9.5842 | 968 | 0.9373 | 0.4884 | 0.9373 | 0.9681 |
| 0.539 | 9.6040 | 970 | 0.9468 | 0.4884 | 0.9468 | 0.9730 |
| 0.539 | 9.6238 | 972 | 0.9513 | 0.4884 | 0.9513 | 0.9753 |
| 0.539 | 9.6436 | 974 | 0.9524 | 0.4884 | 0.9524 | 0.9759 |
| 0.539 | 9.6634 | 976 | 0.9536 | 0.4884 | 0.9536 | 0.9765 |
| 0.539 | 9.6832 | 978 | 0.9543 | 0.4884 | 0.9543 | 0.9769 |
| 0.539 | 9.7030 | 980 | 0.9553 | 0.4935 | 0.9553 | 0.9774 |
| 0.539 | 9.7228 | 982 | 0.9551 | 0.4935 | 0.9551 | 0.9773 |
| 0.539 | 9.7426 | 984 | 0.9538 | 0.4935 | 0.9538 | 0.9766 |
| 0.539 | 9.7624 | 986 | 0.9502 | 0.4935 | 0.9502 | 0.9748 |
| 0.539 | 9.7822 | 988 | 0.9449 | 0.4884 | 0.9449 | 0.9721 |
| 0.539 | 9.8020 | 990 | 0.9385 | 0.4721 | 0.9385 | 0.9687 |
| 0.539 | 9.8218 | 992 | 0.9326 | 0.4721 | 0.9326 | 0.9657 |
| 0.539 | 9.8416 | 994 | 0.9281 | 0.4721 | 0.9281 | 0.9634 |
| 0.539 | 9.8614 | 996 | 0.9245 | 0.4955 | 0.9245 | 0.9615 |
| 0.539 | 9.8812 | 998 | 0.9207 | 0.4955 | 0.9207 | 0.9595 |
| 0.0653 | 9.9010 | 1000 | 0.9171 | 0.4905 | 0.9171 | 0.9576 |
| 0.0653 | 9.9208 | 1002 | 0.9145 | 0.4905 | 0.9145 | 0.9563 |
| 0.0653 | 9.9406 | 1004 | 0.9121 | 0.5084 | 0.9121 | 0.9550 |
| 0.0653 | 9.9604 | 1006 | 0.9109 | 0.5084 | 0.9109 | 0.9544 |
| 0.0653 | 9.9802 | 1008 | 0.9104 | 0.5084 | 0.9104 | 0.9542 |
| 0.0653 | 10.0 | 1010 | 0.9100 | 0.5084 | 0.9100 | 0.9540 |
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/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k20_task2_organization
Base model
aubmindlab/bert-base-arabertv02