ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k12_task5_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: 0.6687
- Qwk: 0.4731
- Mse: 0.6687
- Rmse: 0.8177
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 | 0.0323 | 2 | 4.0337 | -0.0092 | 4.0337 | 2.0084 |
| No log | 0.0645 | 4 | 2.2580 | 0.0454 | 2.2580 | 1.5027 |
| No log | 0.0968 | 6 | 2.0295 | 0.0247 | 2.0295 | 1.4246 |
| No log | 0.1290 | 8 | 1.8653 | 0.0536 | 1.8653 | 1.3658 |
| No log | 0.1613 | 10 | 1.1751 | 0.0849 | 1.1751 | 1.0840 |
| No log | 0.1935 | 12 | 1.0444 | 0.2265 | 1.0444 | 1.0220 |
| No log | 0.2258 | 14 | 1.0533 | 0.1101 | 1.0533 | 1.0263 |
| No log | 0.2581 | 16 | 1.1016 | 0.1644 | 1.1016 | 1.0496 |
| No log | 0.2903 | 18 | 1.0641 | 0.1685 | 1.0641 | 1.0316 |
| No log | 0.3226 | 20 | 1.0084 | 0.1629 | 1.0084 | 1.0042 |
| No log | 0.3548 | 22 | 1.0239 | 0.2135 | 1.0239 | 1.0119 |
| No log | 0.3871 | 24 | 0.9831 | 0.2214 | 0.9831 | 0.9915 |
| No log | 0.4194 | 26 | 1.1295 | 0.1641 | 1.1295 | 1.0628 |
| No log | 0.4516 | 28 | 1.1734 | 0.0761 | 1.1734 | 1.0832 |
| No log | 0.4839 | 30 | 1.1108 | 0.1389 | 1.1108 | 1.0539 |
| No log | 0.5161 | 32 | 1.2501 | 0.1317 | 1.2501 | 1.1181 |
| No log | 0.5484 | 34 | 1.2869 | 0.1317 | 1.2869 | 1.1344 |
| No log | 0.5806 | 36 | 1.2481 | 0.1317 | 1.2481 | 1.1172 |
| No log | 0.6129 | 38 | 1.4354 | 0.1573 | 1.4354 | 1.1981 |
| No log | 0.6452 | 40 | 1.8255 | 0.2137 | 1.8255 | 1.3511 |
| No log | 0.6774 | 42 | 1.6563 | 0.2019 | 1.6563 | 1.2870 |
| No log | 0.7097 | 44 | 1.3019 | 0.1228 | 1.3019 | 1.1410 |
| No log | 0.7419 | 46 | 0.9122 | 0.4109 | 0.9122 | 0.9551 |
| No log | 0.7742 | 48 | 0.8363 | 0.4371 | 0.8363 | 0.9145 |
| No log | 0.8065 | 50 | 0.8884 | 0.4035 | 0.8884 | 0.9425 |
| No log | 0.8387 | 52 | 0.9362 | 0.3695 | 0.9362 | 0.9676 |
| No log | 0.8710 | 54 | 0.9284 | 0.3695 | 0.9284 | 0.9635 |
| No log | 0.9032 | 56 | 0.9145 | 0.4813 | 0.9145 | 0.9563 |
| No log | 0.9355 | 58 | 0.9128 | 0.3762 | 0.9128 | 0.9554 |
| No log | 0.9677 | 60 | 0.9484 | 0.2991 | 0.9484 | 0.9739 |
| No log | 1.0 | 62 | 0.9957 | 0.2870 | 0.9957 | 0.9979 |
| No log | 1.0323 | 64 | 0.9654 | 0.2956 | 0.9654 | 0.9826 |
| No log | 1.0645 | 66 | 1.0248 | 0.3579 | 1.0248 | 1.0123 |
| No log | 1.0968 | 68 | 1.0467 | 0.3261 | 1.0467 | 1.0231 |
| No log | 1.1290 | 70 | 1.1475 | 0.4076 | 1.1475 | 1.0712 |
| No log | 1.1613 | 72 | 1.2292 | 0.3789 | 1.2292 | 1.1087 |
| No log | 1.1935 | 74 | 1.4182 | 0.3205 | 1.4182 | 1.1909 |
| No log | 1.2258 | 76 | 1.8099 | 0.2089 | 1.8099 | 1.3453 |
| No log | 1.2581 | 78 | 1.5902 | 0.2451 | 1.5902 | 1.2610 |
| No log | 1.2903 | 80 | 1.1578 | 0.3452 | 1.1578 | 1.0760 |
| No log | 1.3226 | 82 | 1.1127 | 0.3881 | 1.1127 | 1.0549 |
| No log | 1.3548 | 84 | 1.1265 | 0.3624 | 1.1265 | 1.0614 |
| No log | 1.3871 | 86 | 1.2349 | 0.3941 | 1.2349 | 1.1113 |
| No log | 1.4194 | 88 | 1.0269 | 0.4325 | 1.0269 | 1.0134 |
| No log | 1.4516 | 90 | 0.8385 | 0.4350 | 0.8385 | 0.9157 |
| No log | 1.4839 | 92 | 0.7818 | 0.4261 | 0.7818 | 0.8842 |
| No log | 1.5161 | 94 | 0.7838 | 0.4381 | 0.7838 | 0.8853 |
| No log | 1.5484 | 96 | 0.8590 | 0.3902 | 0.8590 | 0.9268 |
| No log | 1.5806 | 98 | 0.9004 | 0.3864 | 0.9004 | 0.9489 |
| No log | 1.6129 | 100 | 0.8114 | 0.3959 | 0.8114 | 0.9008 |
| No log | 1.6452 | 102 | 0.9333 | 0.3127 | 0.9333 | 0.9661 |
| No log | 1.6774 | 104 | 0.8902 | 0.4444 | 0.8902 | 0.9435 |
| No log | 1.7097 | 106 | 0.8432 | 0.3338 | 0.8432 | 0.9182 |
| No log | 1.7419 | 108 | 0.8815 | 0.3409 | 0.8815 | 0.9389 |
| No log | 1.7742 | 110 | 0.7848 | 0.4643 | 0.7848 | 0.8859 |
| No log | 1.8065 | 112 | 0.7718 | 0.5197 | 0.7718 | 0.8785 |
| No log | 1.8387 | 114 | 0.7416 | 0.4540 | 0.7416 | 0.8612 |
| No log | 1.8710 | 116 | 0.7196 | 0.5142 | 0.7196 | 0.8483 |
| No log | 1.9032 | 118 | 0.7228 | 0.4659 | 0.7228 | 0.8502 |
| No log | 1.9355 | 120 | 0.8927 | 0.3655 | 0.8927 | 0.9448 |
| No log | 1.9677 | 122 | 0.8692 | 0.3655 | 0.8692 | 0.9323 |
| No log | 2.0 | 124 | 0.7494 | 0.3557 | 0.7494 | 0.8657 |
| No log | 2.0323 | 126 | 0.7097 | 0.5259 | 0.7097 | 0.8425 |
| No log | 2.0645 | 128 | 0.7516 | 0.5751 | 0.7516 | 0.8670 |
| No log | 2.0968 | 130 | 0.7094 | 0.5627 | 0.7094 | 0.8423 |
| No log | 2.1290 | 132 | 0.7042 | 0.5495 | 0.7042 | 0.8391 |
| No log | 2.1613 | 134 | 0.6739 | 0.5503 | 0.6739 | 0.8209 |
| No log | 2.1935 | 136 | 0.6814 | 0.5850 | 0.6814 | 0.8255 |
| No log | 2.2258 | 138 | 0.7448 | 0.4940 | 0.7448 | 0.8630 |
| No log | 2.2581 | 140 | 0.7224 | 0.5292 | 0.7224 | 0.8499 |
| No log | 2.2903 | 142 | 0.6795 | 0.5921 | 0.6795 | 0.8243 |
| No log | 2.3226 | 144 | 0.6848 | 0.5577 | 0.6848 | 0.8275 |
| No log | 2.3548 | 146 | 0.7251 | 0.5217 | 0.7251 | 0.8515 |
| No log | 2.3871 | 148 | 0.7855 | 0.5128 | 0.7855 | 0.8863 |
| No log | 2.4194 | 150 | 0.7699 | 0.5667 | 0.7699 | 0.8774 |
| No log | 2.4516 | 152 | 0.7709 | 0.5659 | 0.7709 | 0.8780 |
| No log | 2.4839 | 154 | 0.7916 | 0.5659 | 0.7916 | 0.8897 |
| No log | 2.5161 | 156 | 0.7760 | 0.5659 | 0.7760 | 0.8809 |
| No log | 2.5484 | 158 | 0.6829 | 0.6017 | 0.6829 | 0.8264 |
| No log | 2.5806 | 160 | 0.6736 | 0.6017 | 0.6736 | 0.8207 |
| No log | 2.6129 | 162 | 0.7575 | 0.5759 | 0.7575 | 0.8703 |
| No log | 2.6452 | 164 | 0.8128 | 0.4740 | 0.8128 | 0.9016 |
| No log | 2.6774 | 166 | 0.6702 | 0.5568 | 0.6702 | 0.8186 |
| No log | 2.7097 | 168 | 0.6598 | 0.5795 | 0.6598 | 0.8123 |
| No log | 2.7419 | 170 | 0.6691 | 0.5804 | 0.6691 | 0.8180 |
| No log | 2.7742 | 172 | 0.7091 | 0.5946 | 0.7091 | 0.8421 |
| No log | 2.8065 | 174 | 0.6692 | 0.6354 | 0.6692 | 0.8180 |
| No log | 2.8387 | 176 | 0.7331 | 0.5944 | 0.7331 | 0.8562 |
| No log | 2.8710 | 178 | 0.7446 | 0.5983 | 0.7446 | 0.8629 |
| No log | 2.9032 | 180 | 0.7081 | 0.6009 | 0.7081 | 0.8415 |
| No log | 2.9355 | 182 | 0.7840 | 0.5023 | 0.7840 | 0.8854 |
| No log | 2.9677 | 184 | 0.7031 | 0.5828 | 0.7031 | 0.8385 |
| No log | 3.0 | 186 | 0.6997 | 0.5955 | 0.6997 | 0.8365 |
| No log | 3.0323 | 188 | 0.7064 | 0.5040 | 0.7064 | 0.8405 |
| No log | 3.0645 | 190 | 0.7016 | 0.4211 | 0.7016 | 0.8376 |
| No log | 3.0968 | 192 | 0.7078 | 0.5500 | 0.7078 | 0.8413 |
| No log | 3.1290 | 194 | 0.7736 | 0.5311 | 0.7736 | 0.8795 |
| No log | 3.1613 | 196 | 0.7650 | 0.5311 | 0.7650 | 0.8746 |
| No log | 3.1935 | 198 | 0.7470 | 0.4630 | 0.7470 | 0.8643 |
| No log | 3.2258 | 200 | 0.7927 | 0.5527 | 0.7927 | 0.8904 |
| No log | 3.2581 | 202 | 0.7388 | 0.4563 | 0.7388 | 0.8596 |
| No log | 3.2903 | 204 | 0.8733 | 0.4593 | 0.8733 | 0.9345 |
| No log | 3.3226 | 206 | 0.8800 | 0.4834 | 0.8800 | 0.9381 |
| No log | 3.3548 | 208 | 0.7463 | 0.4767 | 0.7463 | 0.8639 |
| No log | 3.3871 | 210 | 0.6910 | 0.4867 | 0.6910 | 0.8313 |
| No log | 3.4194 | 212 | 0.7170 | 0.5292 | 0.7170 | 0.8468 |
| No log | 3.4516 | 214 | 0.6566 | 0.5408 | 0.6566 | 0.8103 |
| No log | 3.4839 | 216 | 0.7129 | 0.5242 | 0.7129 | 0.8443 |
| No log | 3.5161 | 218 | 0.8152 | 0.4823 | 0.8152 | 0.9029 |
| No log | 3.5484 | 220 | 0.7622 | 0.4782 | 0.7622 | 0.8731 |
| No log | 3.5806 | 222 | 0.6649 | 0.5656 | 0.6649 | 0.8154 |
| No log | 3.6129 | 224 | 0.6797 | 0.5686 | 0.6797 | 0.8244 |
| No log | 3.6452 | 226 | 0.7357 | 0.5279 | 0.7357 | 0.8577 |
| No log | 3.6774 | 228 | 0.6765 | 0.5905 | 0.6765 | 0.8225 |
| No log | 3.7097 | 230 | 0.6706 | 0.5313 | 0.6706 | 0.8189 |
| No log | 3.7419 | 232 | 0.7954 | 0.4841 | 0.7954 | 0.8919 |
| No log | 3.7742 | 234 | 0.7534 | 0.5873 | 0.7534 | 0.8680 |
| No log | 3.8065 | 236 | 0.6833 | 0.5419 | 0.6833 | 0.8266 |
| No log | 3.8387 | 238 | 0.6980 | 0.5688 | 0.6980 | 0.8355 |
| No log | 3.8710 | 240 | 0.6978 | 0.4919 | 0.6978 | 0.8354 |
| No log | 3.9032 | 242 | 0.7617 | 0.4588 | 0.7617 | 0.8727 |
| No log | 3.9355 | 244 | 0.7466 | 0.4951 | 0.7466 | 0.8641 |
| No log | 3.9677 | 246 | 0.7073 | 0.5057 | 0.7073 | 0.8410 |
| No log | 4.0 | 248 | 0.6791 | 0.5057 | 0.6791 | 0.8241 |
| No log | 4.0323 | 250 | 0.6759 | 0.5810 | 0.6759 | 0.8221 |
| No log | 4.0645 | 252 | 0.6760 | 0.5810 | 0.6760 | 0.8222 |
| No log | 4.0968 | 254 | 0.6790 | 0.5018 | 0.6790 | 0.8240 |
| No log | 4.1290 | 256 | 0.6713 | 0.48 | 0.6713 | 0.8193 |
| No log | 4.1613 | 258 | 0.6946 | 0.5098 | 0.6946 | 0.8334 |
| No log | 4.1935 | 260 | 0.6693 | 0.5098 | 0.6693 | 0.8181 |
| No log | 4.2258 | 262 | 0.6463 | 0.5536 | 0.6463 | 0.8039 |
| No log | 4.2581 | 264 | 0.6676 | 0.6003 | 0.6676 | 0.8171 |
| No log | 4.2903 | 266 | 0.6667 | 0.5640 | 0.6667 | 0.8165 |
| No log | 4.3226 | 268 | 0.6796 | 0.5042 | 0.6796 | 0.8244 |
| No log | 4.3548 | 270 | 0.7039 | 0.3902 | 0.7039 | 0.8390 |
| No log | 4.3871 | 272 | 0.7175 | 0.3736 | 0.7175 | 0.8470 |
| No log | 4.4194 | 274 | 0.6991 | 0.4192 | 0.6991 | 0.8361 |
| No log | 4.4516 | 276 | 0.7039 | 0.4697 | 0.7039 | 0.8390 |
| No log | 4.4839 | 278 | 0.7996 | 0.5435 | 0.7996 | 0.8942 |
| No log | 4.5161 | 280 | 0.8069 | 0.5420 | 0.8069 | 0.8983 |
| No log | 4.5484 | 282 | 0.7287 | 0.5686 | 0.7287 | 0.8536 |
| No log | 4.5806 | 284 | 0.6540 | 0.6241 | 0.6540 | 0.8087 |
| No log | 4.6129 | 286 | 0.6443 | 0.6241 | 0.6443 | 0.8027 |
| No log | 4.6452 | 288 | 0.6841 | 0.5751 | 0.6841 | 0.8271 |
| No log | 4.6774 | 290 | 0.6550 | 0.5593 | 0.6550 | 0.8093 |
| No log | 4.7097 | 292 | 0.6238 | 0.5446 | 0.6238 | 0.7898 |
| No log | 4.7419 | 294 | 0.7925 | 0.4831 | 0.7925 | 0.8902 |
| No log | 4.7742 | 296 | 0.7863 | 0.4831 | 0.7863 | 0.8867 |
| No log | 4.8065 | 298 | 0.6462 | 0.6384 | 0.6462 | 0.8039 |
| No log | 4.8387 | 300 | 0.6291 | 0.5783 | 0.6291 | 0.7932 |
| No log | 4.8710 | 302 | 0.6353 | 0.5783 | 0.6353 | 0.7970 |
| No log | 4.9032 | 304 | 0.6690 | 0.5902 | 0.6690 | 0.8179 |
| No log | 4.9355 | 306 | 0.6807 | 0.5902 | 0.6807 | 0.8251 |
| No log | 4.9677 | 308 | 0.6578 | 0.5530 | 0.6578 | 0.8111 |
| No log | 5.0 | 310 | 0.6862 | 0.5231 | 0.6862 | 0.8284 |
| No log | 5.0323 | 312 | 0.6945 | 0.4851 | 0.6945 | 0.8334 |
| No log | 5.0645 | 314 | 0.7267 | 0.4154 | 0.7267 | 0.8525 |
| No log | 5.0968 | 316 | 0.7221 | 0.3753 | 0.7221 | 0.8497 |
| No log | 5.1290 | 318 | 0.7284 | 0.4813 | 0.7284 | 0.8534 |
| No log | 5.1613 | 320 | 0.7411 | 0.4841 | 0.7411 | 0.8608 |
| No log | 5.1935 | 322 | 0.7276 | 0.4493 | 0.7276 | 0.8530 |
| No log | 5.2258 | 324 | 0.7219 | 0.4493 | 0.7219 | 0.8496 |
| No log | 5.2581 | 326 | 0.7145 | 0.4892 | 0.7145 | 0.8453 |
| No log | 5.2903 | 328 | 0.7244 | 0.4450 | 0.7244 | 0.8511 |
| No log | 5.3226 | 330 | 0.7396 | 0.4576 | 0.7396 | 0.8600 |
| No log | 5.3548 | 332 | 0.7071 | 0.4892 | 0.7071 | 0.8409 |
| No log | 5.3871 | 334 | 0.7425 | 0.4817 | 0.7425 | 0.8617 |
| No log | 5.4194 | 336 | 0.7599 | 0.4547 | 0.7599 | 0.8717 |
| No log | 5.4516 | 338 | 0.7269 | 0.4909 | 0.7269 | 0.8526 |
| No log | 5.4839 | 340 | 0.7071 | 0.4767 | 0.7071 | 0.8409 |
| No log | 5.5161 | 342 | 0.6879 | 0.4783 | 0.6879 | 0.8294 |
| No log | 5.5484 | 344 | 0.7600 | 0.5339 | 0.7600 | 0.8718 |
| No log | 5.5806 | 346 | 0.7712 | 0.5351 | 0.7712 | 0.8782 |
| No log | 5.6129 | 348 | 0.6725 | 0.5823 | 0.6725 | 0.8201 |
| No log | 5.6452 | 350 | 0.6595 | 0.5419 | 0.6595 | 0.8121 |
| No log | 5.6774 | 352 | 0.6795 | 0.5662 | 0.6795 | 0.8243 |
| No log | 5.7097 | 354 | 0.7875 | 0.4828 | 0.7875 | 0.8874 |
| No log | 5.7419 | 356 | 0.7772 | 0.5036 | 0.7772 | 0.8816 |
| No log | 5.7742 | 358 | 0.7036 | 0.5560 | 0.7036 | 0.8388 |
| No log | 5.8065 | 360 | 0.7059 | 0.5593 | 0.7059 | 0.8402 |
| No log | 5.8387 | 362 | 0.7584 | 0.5493 | 0.7584 | 0.8709 |
| No log | 5.8710 | 364 | 0.8078 | 0.5271 | 0.8078 | 0.8988 |
| No log | 5.9032 | 366 | 0.8256 | 0.5170 | 0.8256 | 0.9086 |
| No log | 5.9355 | 368 | 0.7631 | 0.5360 | 0.7631 | 0.8736 |
| No log | 5.9677 | 370 | 0.6917 | 0.5665 | 0.6917 | 0.8317 |
| No log | 6.0 | 372 | 0.6701 | 0.5548 | 0.6701 | 0.8186 |
| No log | 6.0323 | 374 | 0.7344 | 0.5860 | 0.7344 | 0.8570 |
| No log | 6.0645 | 376 | 0.7259 | 0.5665 | 0.7259 | 0.8520 |
| No log | 6.0968 | 378 | 0.7190 | 0.5665 | 0.7190 | 0.8480 |
| No log | 6.1290 | 380 | 0.7071 | 0.5665 | 0.7071 | 0.8409 |
| No log | 6.1613 | 382 | 0.6777 | 0.5993 | 0.6777 | 0.8232 |
| No log | 6.1935 | 384 | 0.6332 | 0.5662 | 0.6332 | 0.7957 |
| No log | 6.2258 | 386 | 0.6385 | 0.5672 | 0.6385 | 0.7991 |
| No log | 6.2581 | 388 | 0.6400 | 0.5302 | 0.6400 | 0.8000 |
| No log | 6.2903 | 390 | 0.6958 | 0.5190 | 0.6958 | 0.8341 |
| No log | 6.3226 | 392 | 0.7197 | 0.4433 | 0.7197 | 0.8483 |
| No log | 6.3548 | 394 | 0.7196 | 0.4154 | 0.7196 | 0.8483 |
| No log | 6.3871 | 396 | 0.6953 | 0.3922 | 0.6953 | 0.8339 |
| No log | 6.4194 | 398 | 0.6971 | 0.3922 | 0.6971 | 0.8349 |
| No log | 6.4516 | 400 | 0.6990 | 0.3777 | 0.6990 | 0.8361 |
| No log | 6.4839 | 402 | 0.6857 | 0.3922 | 0.6857 | 0.8281 |
| No log | 6.5161 | 404 | 0.6829 | 0.4223 | 0.6829 | 0.8264 |
| No log | 6.5484 | 406 | 0.6566 | 0.5042 | 0.6566 | 0.8103 |
| No log | 6.5806 | 408 | 0.6452 | 0.5302 | 0.6452 | 0.8032 |
| No log | 6.6129 | 410 | 0.6372 | 0.5536 | 0.6372 | 0.7982 |
| No log | 6.6452 | 412 | 0.6241 | 0.5914 | 0.6241 | 0.7900 |
| No log | 6.6774 | 414 | 0.6245 | 0.5835 | 0.6245 | 0.7902 |
| No log | 6.7097 | 416 | 0.6276 | 0.5835 | 0.6276 | 0.7922 |
| No log | 6.7419 | 418 | 0.6362 | 0.5180 | 0.6362 | 0.7976 |
| No log | 6.7742 | 420 | 0.6378 | 0.5180 | 0.6378 | 0.7986 |
| No log | 6.8065 | 422 | 0.6241 | 0.5274 | 0.6241 | 0.7900 |
| No log | 6.8387 | 424 | 0.6075 | 0.6673 | 0.6075 | 0.7794 |
| No log | 6.8710 | 426 | 0.5909 | 0.7049 | 0.5909 | 0.7687 |
| No log | 6.9032 | 428 | 0.5959 | 0.6919 | 0.5959 | 0.7719 |
| No log | 6.9355 | 430 | 0.5888 | 0.7435 | 0.5888 | 0.7674 |
| No log | 6.9677 | 432 | 0.5803 | 0.7279 | 0.5803 | 0.7618 |
| No log | 7.0 | 434 | 0.6226 | 0.5898 | 0.6226 | 0.7890 |
| No log | 7.0323 | 436 | 0.6133 | 0.5696 | 0.6133 | 0.7831 |
| No log | 7.0645 | 438 | 0.5997 | 0.5472 | 0.5997 | 0.7744 |
| No log | 7.0968 | 440 | 0.5661 | 0.6391 | 0.5661 | 0.7524 |
| No log | 7.1290 | 442 | 0.5544 | 0.7132 | 0.5544 | 0.7446 |
| No log | 7.1613 | 444 | 0.5604 | 0.6822 | 0.5604 | 0.7486 |
| No log | 7.1935 | 446 | 0.5946 | 0.6516 | 0.5946 | 0.7711 |
| No log | 7.2258 | 448 | 0.5775 | 0.6620 | 0.5775 | 0.7599 |
| No log | 7.2581 | 450 | 0.5724 | 0.6652 | 0.5724 | 0.7565 |
| No log | 7.2903 | 452 | 0.5813 | 0.6312 | 0.5813 | 0.7624 |
| No log | 7.3226 | 454 | 0.6005 | 0.5917 | 0.6005 | 0.7749 |
| No log | 7.3548 | 456 | 0.6149 | 0.5917 | 0.6149 | 0.7842 |
| No log | 7.3871 | 458 | 0.6007 | 0.6195 | 0.6007 | 0.7750 |
| No log | 7.4194 | 460 | 0.5955 | 0.6302 | 0.5955 | 0.7717 |
| No log | 7.4516 | 462 | 0.5894 | 0.6269 | 0.5894 | 0.7677 |
| No log | 7.4839 | 464 | 0.6054 | 0.6803 | 0.6054 | 0.7781 |
| No log | 7.5161 | 466 | 0.6273 | 0.6629 | 0.6273 | 0.7920 |
| No log | 7.5484 | 468 | 0.6131 | 0.6466 | 0.6131 | 0.7830 |
| No log | 7.5806 | 470 | 0.5985 | 0.6476 | 0.5985 | 0.7736 |
| No log | 7.6129 | 472 | 0.6017 | 0.6353 | 0.6017 | 0.7757 |
| No log | 7.6452 | 474 | 0.6199 | 0.5260 | 0.6199 | 0.7873 |
| No log | 7.6774 | 476 | 0.6334 | 0.4612 | 0.6334 | 0.7959 |
| No log | 7.7097 | 478 | 0.6149 | 0.6150 | 0.6149 | 0.7842 |
| No log | 7.7419 | 480 | 0.6501 | 0.6466 | 0.6501 | 0.8063 |
| No log | 7.7742 | 482 | 0.6428 | 0.6466 | 0.6428 | 0.8018 |
| No log | 7.8065 | 484 | 0.6419 | 0.5656 | 0.6419 | 0.8012 |
| No log | 7.8387 | 486 | 0.6733 | 0.3902 | 0.6733 | 0.8205 |
| No log | 7.8710 | 488 | 0.7209 | 0.4009 | 0.7209 | 0.8491 |
| No log | 7.9032 | 490 | 0.7297 | 0.4009 | 0.7297 | 0.8542 |
| No log | 7.9355 | 492 | 0.6987 | 0.3902 | 0.6987 | 0.8359 |
| No log | 7.9677 | 494 | 0.6861 | 0.4935 | 0.6861 | 0.8283 |
| No log | 8.0 | 496 | 0.6945 | 0.5588 | 0.6945 | 0.8333 |
| No log | 8.0323 | 498 | 0.6896 | 0.5807 | 0.6896 | 0.8304 |
| 0.3063 | 8.0645 | 500 | 0.6670 | 0.3942 | 0.6670 | 0.8167 |
| 0.3063 | 8.0968 | 502 | 0.6946 | 0.4173 | 0.6946 | 0.8334 |
| 0.3063 | 8.1290 | 504 | 0.6886 | 0.4173 | 0.6886 | 0.8298 |
| 0.3063 | 8.1613 | 506 | 0.6845 | 0.4641 | 0.6845 | 0.8274 |
| 0.3063 | 8.1935 | 508 | 0.7074 | 0.3982 | 0.7074 | 0.8411 |
| 0.3063 | 8.2258 | 510 | 0.7130 | 0.4002 | 0.7130 | 0.8444 |
| 0.3063 | 8.2581 | 512 | 0.6863 | 0.4783 | 0.6863 | 0.8285 |
| 0.3063 | 8.2903 | 514 | 0.6812 | 0.4067 | 0.6812 | 0.8253 |
| 0.3063 | 8.3226 | 516 | 0.7012 | 0.4327 | 0.7012 | 0.8374 |
| 0.3063 | 8.3548 | 518 | 0.7124 | 0.4186 | 0.7124 | 0.8440 |
| 0.3063 | 8.3871 | 520 | 0.6700 | 0.4067 | 0.6700 | 0.8186 |
| 0.3063 | 8.4194 | 522 | 0.6673 | 0.4211 | 0.6673 | 0.8169 |
| 0.3063 | 8.4516 | 524 | 0.6651 | 0.4485 | 0.6651 | 0.8156 |
| 0.3063 | 8.4839 | 526 | 0.6625 | 0.4485 | 0.6625 | 0.8139 |
| 0.3063 | 8.5161 | 528 | 0.6627 | 0.4887 | 0.6627 | 0.8141 |
| 0.3063 | 8.5484 | 530 | 0.6761 | 0.4748 | 0.6761 | 0.8223 |
| 0.3063 | 8.5806 | 532 | 0.6742 | 0.4887 | 0.6742 | 0.8211 |
| 0.3063 | 8.6129 | 534 | 0.6683 | 0.5318 | 0.6683 | 0.8175 |
| 0.3063 | 8.6452 | 536 | 0.6790 | 0.5192 | 0.6790 | 0.8240 |
| 0.3063 | 8.6774 | 538 | 0.6695 | 0.5192 | 0.6695 | 0.8183 |
| 0.3063 | 8.7097 | 540 | 0.6654 | 0.4941 | 0.6654 | 0.8157 |
| 0.3063 | 8.7419 | 542 | 0.6379 | 0.5440 | 0.6379 | 0.7987 |
| 0.3063 | 8.7742 | 544 | 0.6520 | 0.5103 | 0.6520 | 0.8075 |
| 0.3063 | 8.8065 | 546 | 0.6844 | 0.5088 | 0.6844 | 0.8273 |
| 0.3063 | 8.8387 | 548 | 0.6515 | 0.5138 | 0.6515 | 0.8072 |
| 0.3063 | 8.8710 | 550 | 0.6309 | 0.5042 | 0.6309 | 0.7943 |
| 0.3063 | 8.9032 | 552 | 0.6221 | 0.5195 | 0.6221 | 0.7887 |
| 0.3063 | 8.9355 | 554 | 0.6146 | 0.5317 | 0.6146 | 0.7840 |
| 0.3063 | 8.9677 | 556 | 0.6077 | 0.5260 | 0.6077 | 0.7796 |
| 0.3063 | 9.0 | 558 | 0.6003 | 0.5631 | 0.6003 | 0.7748 |
| 0.3063 | 9.0323 | 560 | 0.5976 | 0.5847 | 0.5976 | 0.7731 |
| 0.3063 | 9.0645 | 562 | 0.5908 | 0.5859 | 0.5908 | 0.7686 |
| 0.3063 | 9.0968 | 564 | 0.5987 | 0.5898 | 0.5987 | 0.7737 |
| 0.3063 | 9.1290 | 566 | 0.6369 | 0.6183 | 0.6369 | 0.7981 |
| 0.3063 | 9.1613 | 568 | 0.6607 | 0.5696 | 0.6607 | 0.8128 |
| 0.3063 | 9.1935 | 570 | 0.6320 | 0.5821 | 0.6320 | 0.7950 |
| 0.3063 | 9.2258 | 572 | 0.6390 | 0.4746 | 0.6390 | 0.7994 |
| 0.3063 | 9.2581 | 574 | 0.6853 | 0.4712 | 0.6853 | 0.8278 |
| 0.3063 | 9.2903 | 576 | 0.6740 | 0.4450 | 0.6740 | 0.8210 |
| 0.3063 | 9.3226 | 578 | 0.6517 | 0.5156 | 0.6517 | 0.8073 |
| 0.3063 | 9.3548 | 580 | 0.6503 | 0.5672 | 0.6503 | 0.8064 |
| 0.3063 | 9.3871 | 582 | 0.6426 | 0.5672 | 0.6426 | 0.8016 |
| 0.3063 | 9.4194 | 584 | 0.6468 | 0.5662 | 0.6468 | 0.8043 |
| 0.3063 | 9.4516 | 586 | 0.6344 | 0.5879 | 0.6344 | 0.7965 |
| 0.3063 | 9.4839 | 588 | 0.6227 | 0.5575 | 0.6227 | 0.7891 |
| 0.3063 | 9.5161 | 590 | 0.6523 | 0.6240 | 0.6523 | 0.8077 |
| 0.3063 | 9.5484 | 592 | 0.6819 | 0.6107 | 0.6819 | 0.8257 |
| 0.3063 | 9.5806 | 594 | 0.6326 | 0.6189 | 0.6326 | 0.7954 |
| 0.3063 | 9.6129 | 596 | 0.5918 | 0.5602 | 0.5918 | 0.7693 |
| 0.3063 | 9.6452 | 598 | 0.5814 | 0.5871 | 0.5814 | 0.7625 |
| 0.3063 | 9.6774 | 600 | 0.5850 | 0.5656 | 0.5850 | 0.7649 |
| 0.3063 | 9.7097 | 602 | 0.5867 | 0.5644 | 0.5867 | 0.7660 |
| 0.3063 | 9.7419 | 604 | 0.5748 | 0.5871 | 0.5748 | 0.7582 |
| 0.3063 | 9.7742 | 606 | 0.5731 | 0.5871 | 0.5731 | 0.7570 |
| 0.3063 | 9.8065 | 608 | 0.5780 | 0.5747 | 0.5780 | 0.7602 |
| 0.3063 | 9.8387 | 610 | 0.5970 | 0.5498 | 0.5970 | 0.7726 |
| 0.3063 | 9.8710 | 612 | 0.5972 | 0.5331 | 0.5972 | 0.7728 |
| 0.3063 | 9.9032 | 614 | 0.6131 | 0.6058 | 0.6131 | 0.7830 |
| 0.3063 | 9.9355 | 616 | 0.6256 | 0.6161 | 0.6256 | 0.7910 |
| 0.3063 | 9.9677 | 618 | 0.5911 | 0.5950 | 0.5911 | 0.7688 |
| 0.3063 | 10.0 | 620 | 0.5707 | 0.5966 | 0.5707 | 0.7554 |
| 0.3063 | 10.0323 | 622 | 0.5554 | 0.6649 | 0.5554 | 0.7452 |
| 0.3063 | 10.0645 | 624 | 0.5560 | 0.6358 | 0.5560 | 0.7456 |
| 0.3063 | 10.0968 | 626 | 0.5679 | 0.5876 | 0.5679 | 0.7536 |
| 0.3063 | 10.1290 | 628 | 0.6151 | 0.6204 | 0.6151 | 0.7843 |
| 0.3063 | 10.1613 | 630 | 0.7305 | 0.6028 | 0.7305 | 0.8547 |
| 0.3063 | 10.1935 | 632 | 0.7806 | 0.5592 | 0.7806 | 0.8835 |
| 0.3063 | 10.2258 | 634 | 0.6660 | 0.6439 | 0.6660 | 0.8161 |
| 0.3063 | 10.2581 | 636 | 0.5597 | 0.5879 | 0.5597 | 0.7481 |
| 0.3063 | 10.2903 | 638 | 0.5635 | 0.6433 | 0.5635 | 0.7507 |
| 0.3063 | 10.3226 | 640 | 0.5771 | 0.6491 | 0.5771 | 0.7596 |
| 0.3063 | 10.3548 | 642 | 0.5689 | 0.5950 | 0.5689 | 0.7542 |
| 0.3063 | 10.3871 | 644 | 0.5743 | 0.5977 | 0.5743 | 0.7578 |
| 0.3063 | 10.4194 | 646 | 0.5807 | 0.5977 | 0.5807 | 0.7620 |
| 0.3063 | 10.4516 | 648 | 0.5876 | 0.5961 | 0.5876 | 0.7665 |
| 0.3063 | 10.4839 | 650 | 0.6046 | 0.5759 | 0.6046 | 0.7776 |
| 0.3063 | 10.5161 | 652 | 0.6089 | 0.5562 | 0.6089 | 0.7803 |
| 0.3063 | 10.5484 | 654 | 0.6017 | 0.5316 | 0.6017 | 0.7757 |
| 0.3063 | 10.5806 | 656 | 0.5944 | 0.5549 | 0.5944 | 0.7710 |
| 0.3063 | 10.6129 | 658 | 0.5877 | 0.5835 | 0.5877 | 0.7666 |
| 0.3063 | 10.6452 | 660 | 0.5780 | 0.6055 | 0.5780 | 0.7602 |
| 0.3063 | 10.6774 | 662 | 0.5699 | 0.6276 | 0.5699 | 0.7549 |
| 0.3063 | 10.7097 | 664 | 0.5818 | 0.6276 | 0.5818 | 0.7628 |
| 0.3063 | 10.7419 | 666 | 0.6249 | 0.5962 | 0.6249 | 0.7905 |
| 0.3063 | 10.7742 | 668 | 0.6496 | 0.5962 | 0.6496 | 0.8060 |
| 0.3063 | 10.8065 | 670 | 0.6036 | 0.6391 | 0.6036 | 0.7769 |
| 0.3063 | 10.8387 | 672 | 0.5972 | 0.5677 | 0.5972 | 0.7728 |
| 0.3063 | 10.8710 | 674 | 0.6225 | 0.5018 | 0.6225 | 0.7890 |
| 0.3063 | 10.9032 | 676 | 0.6283 | 0.5165 | 0.6283 | 0.7927 |
| 0.3063 | 10.9355 | 678 | 0.6238 | 0.5564 | 0.6238 | 0.7898 |
| 0.3063 | 10.9677 | 680 | 0.6199 | 0.5459 | 0.6199 | 0.7874 |
| 0.3063 | 11.0 | 682 | 0.6166 | 0.5459 | 0.6166 | 0.7852 |
| 0.3063 | 11.0323 | 684 | 0.6129 | 0.5165 | 0.6129 | 0.7829 |
| 0.3063 | 11.0645 | 686 | 0.6447 | 0.5787 | 0.6447 | 0.8029 |
| 0.3063 | 11.0968 | 688 | 0.6440 | 0.5787 | 0.6440 | 0.8025 |
| 0.3063 | 11.1290 | 690 | 0.6188 | 0.5153 | 0.6188 | 0.7866 |
| 0.3063 | 11.1613 | 692 | 0.6079 | 0.5459 | 0.6079 | 0.7796 |
| 0.3063 | 11.1935 | 694 | 0.6109 | 0.5956 | 0.6109 | 0.7816 |
| 0.3063 | 11.2258 | 696 | 0.5950 | 0.6173 | 0.5950 | 0.7714 |
| 0.3063 | 11.2581 | 698 | 0.5796 | 0.6044 | 0.5796 | 0.7613 |
| 0.3063 | 11.2903 | 700 | 0.5700 | 0.6363 | 0.5700 | 0.7550 |
| 0.3063 | 11.3226 | 702 | 0.5688 | 0.6363 | 0.5688 | 0.7542 |
| 0.3063 | 11.3548 | 704 | 0.5703 | 0.6391 | 0.5703 | 0.7552 |
| 0.3063 | 11.3871 | 706 | 0.5764 | 0.6391 | 0.5764 | 0.7592 |
| 0.3063 | 11.4194 | 708 | 0.5979 | 0.6047 | 0.5979 | 0.7732 |
| 0.3063 | 11.4516 | 710 | 0.6312 | 0.6476 | 0.6312 | 0.7945 |
| 0.3063 | 11.4839 | 712 | 0.6232 | 0.6476 | 0.6232 | 0.7894 |
| 0.3063 | 11.5161 | 714 | 0.5759 | 0.6759 | 0.5759 | 0.7589 |
| 0.3063 | 11.5484 | 716 | 0.5718 | 0.6725 | 0.5718 | 0.7562 |
| 0.3063 | 11.5806 | 718 | 0.5622 | 0.6675 | 0.5622 | 0.7498 |
| 0.3063 | 11.6129 | 720 | 0.5665 | 0.6327 | 0.5665 | 0.7526 |
| 0.3063 | 11.6452 | 722 | 0.5719 | 0.6241 | 0.5719 | 0.7562 |
| 0.3063 | 11.6774 | 724 | 0.5768 | 0.6363 | 0.5768 | 0.7595 |
| 0.3063 | 11.7097 | 726 | 0.5827 | 0.6161 | 0.5827 | 0.7633 |
| 0.3063 | 11.7419 | 728 | 0.5995 | 0.6575 | 0.5995 | 0.7743 |
| 0.3063 | 11.7742 | 730 | 0.5849 | 0.6161 | 0.5849 | 0.7648 |
| 0.3063 | 11.8065 | 732 | 0.5795 | 0.6161 | 0.5795 | 0.7613 |
| 0.3063 | 11.8387 | 734 | 0.5985 | 0.6694 | 0.5985 | 0.7736 |
| 0.3063 | 11.8710 | 736 | 0.6224 | 0.6448 | 0.6224 | 0.7889 |
| 0.3063 | 11.9032 | 738 | 0.5804 | 0.6161 | 0.5804 | 0.7619 |
| 0.3063 | 11.9355 | 740 | 0.5653 | 0.6390 | 0.5653 | 0.7518 |
| 0.3063 | 11.9677 | 742 | 0.5746 | 0.5746 | 0.5746 | 0.7580 |
| 0.3063 | 12.0 | 744 | 0.5833 | 0.5835 | 0.5833 | 0.7638 |
| 0.3063 | 12.0323 | 746 | 0.5716 | 0.5972 | 0.5716 | 0.7560 |
| 0.3063 | 12.0645 | 748 | 0.5737 | 0.5759 | 0.5737 | 0.7574 |
| 0.3063 | 12.0968 | 750 | 0.5992 | 0.5010 | 0.5992 | 0.7741 |
| 0.3063 | 12.1290 | 752 | 0.6192 | 0.5663 | 0.6192 | 0.7869 |
| 0.3063 | 12.1613 | 754 | 0.6040 | 0.6102 | 0.6040 | 0.7772 |
| 0.3063 | 12.1935 | 756 | 0.5988 | 0.5373 | 0.5988 | 0.7738 |
| 0.3063 | 12.2258 | 758 | 0.6294 | 0.5438 | 0.6294 | 0.7934 |
| 0.3063 | 12.2581 | 760 | 0.6495 | 0.5645 | 0.6495 | 0.8059 |
| 0.3063 | 12.2903 | 762 | 0.6451 | 0.5438 | 0.6451 | 0.8032 |
| 0.3063 | 12.3226 | 764 | 0.6168 | 0.5487 | 0.6168 | 0.7853 |
| 0.3063 | 12.3548 | 766 | 0.6064 | 0.5831 | 0.6064 | 0.7787 |
| 0.3063 | 12.3871 | 768 | 0.6214 | 0.5590 | 0.6214 | 0.7883 |
| 0.3063 | 12.4194 | 770 | 0.6435 | 0.5678 | 0.6435 | 0.8022 |
| 0.3063 | 12.4516 | 772 | 0.6101 | 0.6114 | 0.6101 | 0.7811 |
| 0.3063 | 12.4839 | 774 | 0.5877 | 0.6154 | 0.5877 | 0.7666 |
| 0.3063 | 12.5161 | 776 | 0.5847 | 0.6507 | 0.5847 | 0.7647 |
| 0.3063 | 12.5484 | 778 | 0.5841 | 0.6620 | 0.5841 | 0.7642 |
| 0.3063 | 12.5806 | 780 | 0.5759 | 0.6620 | 0.5759 | 0.7589 |
| 0.3063 | 12.6129 | 782 | 0.5913 | 0.6332 | 0.5913 | 0.7690 |
| 0.3063 | 12.6452 | 784 | 0.6090 | 0.6140 | 0.6090 | 0.7804 |
| 0.3063 | 12.6774 | 786 | 0.6140 | 0.6161 | 0.6140 | 0.7836 |
| 0.3063 | 12.7097 | 788 | 0.6039 | 0.6058 | 0.6039 | 0.7771 |
| 0.3063 | 12.7419 | 790 | 0.6087 | 0.5771 | 0.6087 | 0.7802 |
| 0.3063 | 12.7742 | 792 | 0.5962 | 0.5994 | 0.5962 | 0.7722 |
| 0.3063 | 12.8065 | 794 | 0.5776 | 0.6526 | 0.5776 | 0.7600 |
| 0.3063 | 12.8387 | 796 | 0.5790 | 0.6536 | 0.5790 | 0.7609 |
| 0.3063 | 12.8710 | 798 | 0.5801 | 0.6497 | 0.5801 | 0.7617 |
| 0.3063 | 12.9032 | 800 | 0.5899 | 0.6620 | 0.5899 | 0.7680 |
| 0.3063 | 12.9355 | 802 | 0.5836 | 0.6536 | 0.5836 | 0.7639 |
| 0.3063 | 12.9677 | 804 | 0.5932 | 0.5871 | 0.5932 | 0.7702 |
| 0.3063 | 13.0 | 806 | 0.6350 | 0.5017 | 0.6350 | 0.7969 |
| 0.3063 | 13.0323 | 808 | 0.6847 | 0.4831 | 0.6847 | 0.8274 |
| 0.3063 | 13.0645 | 810 | 0.6901 | 0.4828 | 0.6901 | 0.8307 |
| 0.3063 | 13.0968 | 812 | 0.6533 | 0.4063 | 0.6533 | 0.8082 |
| 0.3063 | 13.1290 | 814 | 0.6123 | 0.5405 | 0.6123 | 0.7825 |
| 0.3063 | 13.1613 | 816 | 0.5896 | 0.6363 | 0.5896 | 0.7679 |
| 0.3063 | 13.1935 | 818 | 0.5851 | 0.6363 | 0.5851 | 0.7650 |
| 0.3063 | 13.2258 | 820 | 0.5780 | 0.6006 | 0.5780 | 0.7602 |
| 0.3063 | 13.2581 | 822 | 0.5786 | 0.6006 | 0.5786 | 0.7607 |
| 0.3063 | 13.2903 | 824 | 0.5735 | 0.6006 | 0.5735 | 0.7573 |
| 0.3063 | 13.3226 | 826 | 0.5789 | 0.6006 | 0.5789 | 0.7608 |
| 0.3063 | 13.3548 | 828 | 0.5869 | 0.5771 | 0.5869 | 0.7661 |
| 0.3063 | 13.3871 | 830 | 0.6062 | 0.5622 | 0.6062 | 0.7786 |
| 0.3063 | 13.4194 | 832 | 0.6513 | 0.5088 | 0.6513 | 0.8070 |
| 0.3063 | 13.4516 | 834 | 0.7010 | 0.5167 | 0.7010 | 0.8373 |
| 0.3063 | 13.4839 | 836 | 0.6697 | 0.4593 | 0.6697 | 0.8183 |
| 0.3063 | 13.5161 | 838 | 0.6070 | 0.5026 | 0.6070 | 0.7791 |
| 0.3063 | 13.5484 | 840 | 0.5996 | 0.5596 | 0.5996 | 0.7743 |
| 0.3063 | 13.5806 | 842 | 0.6153 | 0.5992 | 0.6153 | 0.7844 |
| 0.3063 | 13.6129 | 844 | 0.5830 | 0.6161 | 0.5830 | 0.7635 |
| 0.3063 | 13.6452 | 846 | 0.5721 | 0.5898 | 0.5721 | 0.7564 |
| 0.3063 | 13.6774 | 848 | 0.6313 | 0.5728 | 0.6313 | 0.7945 |
| 0.3063 | 13.7097 | 850 | 0.6806 | 0.5978 | 0.6806 | 0.8250 |
| 0.3063 | 13.7419 | 852 | 0.6525 | 0.5707 | 0.6525 | 0.8078 |
| 0.3063 | 13.7742 | 854 | 0.5718 | 0.6046 | 0.5718 | 0.7562 |
| 0.3063 | 13.8065 | 856 | 0.5595 | 0.6150 | 0.5595 | 0.7480 |
| 0.3063 | 13.8387 | 858 | 0.5684 | 0.6150 | 0.5684 | 0.7539 |
| 0.3063 | 13.8710 | 860 | 0.5782 | 0.6150 | 0.5782 | 0.7604 |
| 0.3063 | 13.9032 | 862 | 0.5803 | 0.6150 | 0.5803 | 0.7618 |
| 0.3063 | 13.9355 | 864 | 0.5786 | 0.6265 | 0.5786 | 0.7607 |
| 0.3063 | 13.9677 | 866 | 0.5993 | 0.5142 | 0.5993 | 0.7742 |
| 0.3063 | 14.0 | 868 | 0.6000 | 0.5018 | 0.6000 | 0.7746 |
| 0.3063 | 14.0323 | 870 | 0.5943 | 0.5165 | 0.5943 | 0.7709 |
| 0.3063 | 14.0645 | 872 | 0.5875 | 0.5690 | 0.5875 | 0.7665 |
| 0.3063 | 14.0968 | 874 | 0.5970 | 0.5690 | 0.5970 | 0.7727 |
| 0.3063 | 14.1290 | 876 | 0.6083 | 0.5440 | 0.6083 | 0.7799 |
| 0.3063 | 14.1613 | 878 | 0.6239 | 0.5042 | 0.6239 | 0.7898 |
| 0.3063 | 14.1935 | 880 | 0.6630 | 0.4887 | 0.6630 | 0.8142 |
| 0.3063 | 14.2258 | 882 | 0.7087 | 0.4450 | 0.7087 | 0.8418 |
| 0.3063 | 14.2581 | 884 | 0.7095 | 0.4450 | 0.7095 | 0.8423 |
| 0.3063 | 14.2903 | 886 | 0.7009 | 0.4450 | 0.7009 | 0.8372 |
| 0.3063 | 14.3226 | 888 | 0.6936 | 0.4591 | 0.6936 | 0.8328 |
| 0.3063 | 14.3548 | 890 | 0.6966 | 0.4591 | 0.6966 | 0.8346 |
| 0.3063 | 14.3871 | 892 | 0.6991 | 0.4591 | 0.6991 | 0.8361 |
| 0.3063 | 14.4194 | 894 | 0.7006 | 0.4591 | 0.7006 | 0.8370 |
| 0.3063 | 14.4516 | 896 | 0.7256 | 0.4186 | 0.7256 | 0.8518 |
| 0.3063 | 14.4839 | 898 | 0.7316 | 0.3921 | 0.7316 | 0.8553 |
| 0.3063 | 14.5161 | 900 | 0.7424 | 0.3921 | 0.7424 | 0.8616 |
| 0.3063 | 14.5484 | 902 | 0.7458 | 0.3921 | 0.7458 | 0.8636 |
| 0.3063 | 14.5806 | 904 | 0.7186 | 0.4044 | 0.7186 | 0.8477 |
| 0.3063 | 14.6129 | 906 | 0.7413 | 0.3902 | 0.7413 | 0.8610 |
| 0.3063 | 14.6452 | 908 | 0.7728 | 0.3902 | 0.7728 | 0.8791 |
| 0.3063 | 14.6774 | 910 | 0.7535 | 0.3902 | 0.7535 | 0.8680 |
| 0.3063 | 14.7097 | 912 | 0.6993 | 0.4044 | 0.6993 | 0.8362 |
| 0.3063 | 14.7419 | 914 | 0.6712 | 0.4995 | 0.6712 | 0.8193 |
| 0.3063 | 14.7742 | 916 | 0.6381 | 0.5153 | 0.6381 | 0.7988 |
| 0.3063 | 14.8065 | 918 | 0.6292 | 0.4516 | 0.6292 | 0.7932 |
| 0.3063 | 14.8387 | 920 | 0.6339 | 0.5716 | 0.6339 | 0.7962 |
| 0.3063 | 14.8710 | 922 | 0.6388 | 0.5067 | 0.6388 | 0.7992 |
| 0.3063 | 14.9032 | 924 | 0.6361 | 0.4658 | 0.6361 | 0.7976 |
| 0.3063 | 14.9355 | 926 | 0.6262 | 0.4919 | 0.6262 | 0.7913 |
| 0.3063 | 14.9677 | 928 | 0.6044 | 0.5422 | 0.6044 | 0.7775 |
| 0.3063 | 15.0 | 930 | 0.5907 | 0.5666 | 0.5907 | 0.7686 |
| 0.3063 | 15.0323 | 932 | 0.5847 | 0.5405 | 0.5847 | 0.7646 |
| 0.3063 | 15.0645 | 934 | 0.5810 | 0.5405 | 0.5810 | 0.7622 |
| 0.3063 | 15.0968 | 936 | 0.5881 | 0.5405 | 0.5881 | 0.7669 |
| 0.3063 | 15.1290 | 938 | 0.6013 | 0.5142 | 0.6013 | 0.7754 |
| 0.3063 | 15.1613 | 940 | 0.6147 | 0.5259 | 0.6147 | 0.7840 |
| 0.3063 | 15.1935 | 942 | 0.6170 | 0.5259 | 0.6170 | 0.7855 |
| 0.3063 | 15.2258 | 944 | 0.6119 | 0.5288 | 0.6119 | 0.7823 |
| 0.3063 | 15.2581 | 946 | 0.6135 | 0.5303 | 0.6135 | 0.7833 |
| 0.3063 | 15.2903 | 948 | 0.6003 | 0.5303 | 0.6003 | 0.7748 |
| 0.3063 | 15.3226 | 950 | 0.5927 | 0.5556 | 0.5927 | 0.7699 |
| 0.3063 | 15.3548 | 952 | 0.5936 | 0.5274 | 0.5936 | 0.7705 |
| 0.3063 | 15.3871 | 954 | 0.6473 | 0.5206 | 0.6473 | 0.8045 |
| 0.3063 | 15.4194 | 956 | 0.7418 | 0.5147 | 0.7418 | 0.8613 |
| 0.3063 | 15.4516 | 958 | 0.7578 | 0.5147 | 0.7578 | 0.8705 |
| 0.3063 | 15.4839 | 960 | 0.7116 | 0.4584 | 0.7116 | 0.8436 |
| 0.3063 | 15.5161 | 962 | 0.6673 | 0.4980 | 0.6673 | 0.8169 |
| 0.3063 | 15.5484 | 964 | 0.6472 | 0.4995 | 0.6472 | 0.8045 |
| 0.3063 | 15.5806 | 966 | 0.6535 | 0.5232 | 0.6535 | 0.8084 |
| 0.3063 | 15.6129 | 968 | 0.6390 | 0.5232 | 0.6390 | 0.7994 |
| 0.3063 | 15.6452 | 970 | 0.6434 | 0.5093 | 0.6434 | 0.8021 |
| 0.3063 | 15.6774 | 972 | 0.6830 | 0.4696 | 0.6830 | 0.8264 |
| 0.3063 | 15.7097 | 974 | 0.6598 | 0.4946 | 0.6598 | 0.8123 |
| 0.3063 | 15.7419 | 976 | 0.6118 | 0.5529 | 0.6118 | 0.7822 |
| 0.3063 | 15.7742 | 978 | 0.5941 | 0.6055 | 0.5941 | 0.7708 |
| 0.3063 | 15.8065 | 980 | 0.6016 | 0.6067 | 0.6016 | 0.7756 |
| 0.3063 | 15.8387 | 982 | 0.6002 | 0.6161 | 0.6002 | 0.7747 |
| 0.3063 | 15.8710 | 984 | 0.5970 | 0.6161 | 0.5970 | 0.7726 |
| 0.3063 | 15.9032 | 986 | 0.6396 | 0.5070 | 0.6396 | 0.7997 |
| 0.3063 | 15.9355 | 988 | 0.7257 | 0.5344 | 0.7257 | 0.8519 |
| 0.3063 | 15.9677 | 990 | 0.8064 | 0.5110 | 0.8064 | 0.8980 |
| 0.3063 | 16.0 | 992 | 0.7892 | 0.5110 | 0.7892 | 0.8884 |
| 0.3063 | 16.0323 | 994 | 0.6971 | 0.5344 | 0.6971 | 0.8349 |
| 0.3063 | 16.0645 | 996 | 0.6215 | 0.5663 | 0.6215 | 0.7883 |
| 0.3063 | 16.0968 | 998 | 0.5940 | 0.6196 | 0.5940 | 0.7707 |
| 0.0612 | 16.1290 | 1000 | 0.5997 | 0.6391 | 0.5997 | 0.7744 |
| 0.0612 | 16.1613 | 1002 | 0.6108 | 0.6391 | 0.6108 | 0.7815 |
| 0.0612 | 16.1935 | 1004 | 0.6256 | 0.6044 | 0.6256 | 0.7909 |
| 0.0612 | 16.2258 | 1006 | 0.6462 | 0.4887 | 0.6462 | 0.8039 |
| 0.0612 | 16.2581 | 1008 | 0.6676 | 0.4591 | 0.6676 | 0.8171 |
| 0.0612 | 16.2903 | 1010 | 0.6687 | 0.4731 | 0.6687 | 0.8177 |
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_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k12_task5_organization
Base model
aubmindlab/bert-base-arabertv02