ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run3_AugV5_k9_task7_organization
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.5848
- Qwk: 0.3782
- Mse: 0.5848
- Rmse: 0.7647
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 | 0.0645 | 2 | 2.4767 | -0.0593 | 2.4767 | 1.5737 |
| No log | 0.1290 | 4 | 1.2293 | 0.0989 | 1.2293 | 1.1087 |
| No log | 0.1935 | 6 | 1.0173 | -0.0970 | 1.0173 | 1.0086 |
| No log | 0.2581 | 8 | 1.3112 | -0.2543 | 1.3112 | 1.1451 |
| No log | 0.3226 | 10 | 1.1805 | -0.0259 | 1.1805 | 1.0865 |
| No log | 0.3871 | 12 | 1.1231 | -0.0103 | 1.1231 | 1.0598 |
| No log | 0.4516 | 14 | 1.0024 | 0.0410 | 1.0024 | 1.0012 |
| No log | 0.5161 | 16 | 1.1118 | -0.1517 | 1.1119 | 1.0544 |
| No log | 0.5806 | 18 | 0.8564 | 0.0 | 0.8564 | 0.9254 |
| No log | 0.6452 | 20 | 0.7625 | 0.0428 | 0.7625 | 0.8732 |
| No log | 0.7097 | 22 | 0.7385 | 0.0840 | 0.7385 | 0.8594 |
| No log | 0.7742 | 24 | 0.7303 | 0.1139 | 0.7303 | 0.8546 |
| No log | 0.8387 | 26 | 0.7281 | 0.1187 | 0.7281 | 0.8533 |
| No log | 0.9032 | 28 | 0.7271 | 0.1561 | 0.7271 | 0.8527 |
| No log | 0.9677 | 30 | 0.7421 | 0.2345 | 0.7421 | 0.8614 |
| No log | 1.0323 | 32 | 0.8337 | 0.3105 | 0.8337 | 0.9131 |
| No log | 1.0968 | 34 | 0.8213 | 0.3169 | 0.8213 | 0.9062 |
| No log | 1.1613 | 36 | 0.7196 | 0.3594 | 0.7196 | 0.8483 |
| No log | 1.2258 | 38 | 0.6717 | 0.1456 | 0.6717 | 0.8196 |
| No log | 1.2903 | 40 | 0.6800 | 0.1232 | 0.6800 | 0.8246 |
| No log | 1.3548 | 42 | 0.7177 | 0.2080 | 0.7177 | 0.8472 |
| No log | 1.4194 | 44 | 0.6813 | 0.2389 | 0.6813 | 0.8254 |
| No log | 1.4839 | 46 | 0.6465 | 0.1923 | 0.6465 | 0.8041 |
| No log | 1.5484 | 48 | 0.6392 | 0.3166 | 0.6392 | 0.7995 |
| No log | 1.6129 | 50 | 0.7172 | 0.3372 | 0.7172 | 0.8469 |
| No log | 1.6774 | 52 | 0.8303 | 0.3042 | 0.8303 | 0.9112 |
| No log | 1.7419 | 54 | 0.7078 | 0.2883 | 0.7078 | 0.8413 |
| No log | 1.8065 | 56 | 0.6580 | 0.3243 | 0.6580 | 0.8112 |
| No log | 1.8710 | 58 | 0.7318 | 0.2552 | 0.7318 | 0.8554 |
| No log | 1.9355 | 60 | 0.6880 | 0.3399 | 0.6880 | 0.8295 |
| No log | 2.0 | 62 | 0.6852 | 0.2777 | 0.6852 | 0.8278 |
| No log | 2.0645 | 64 | 0.7048 | 0.3728 | 0.7048 | 0.8395 |
| No log | 2.1290 | 66 | 0.7150 | 0.4314 | 0.7150 | 0.8456 |
| No log | 2.1935 | 68 | 0.7061 | 0.2847 | 0.7061 | 0.8403 |
| No log | 2.2581 | 70 | 0.7297 | 0.1979 | 0.7297 | 0.8542 |
| No log | 2.3226 | 72 | 0.7037 | 0.2254 | 0.7037 | 0.8388 |
| No log | 2.3871 | 74 | 0.7187 | 0.3976 | 0.7187 | 0.8477 |
| No log | 2.4516 | 76 | 0.6894 | 0.3894 | 0.6894 | 0.8303 |
| No log | 2.5161 | 78 | 0.6288 | 0.3426 | 0.6288 | 0.7929 |
| No log | 2.5806 | 80 | 0.6798 | 0.3856 | 0.6798 | 0.8245 |
| No log | 2.6452 | 82 | 0.7607 | 0.4219 | 0.7607 | 0.8722 |
| No log | 2.7097 | 84 | 0.7907 | 0.4219 | 0.7907 | 0.8892 |
| No log | 2.7742 | 86 | 0.6523 | 0.3561 | 0.6523 | 0.8077 |
| No log | 2.8387 | 88 | 0.6494 | 0.4194 | 0.6494 | 0.8059 |
| No log | 2.9032 | 90 | 0.6786 | 0.4393 | 0.6786 | 0.8238 |
| No log | 2.9677 | 92 | 0.6668 | 0.4460 | 0.6668 | 0.8166 |
| No log | 3.0323 | 94 | 0.6769 | 0.4261 | 0.6769 | 0.8228 |
| No log | 3.0968 | 96 | 0.8136 | 0.3909 | 0.8136 | 0.9020 |
| No log | 3.1613 | 98 | 0.6790 | 0.5442 | 0.6790 | 0.8240 |
| No log | 3.2258 | 100 | 0.6497 | 0.4107 | 0.6497 | 0.8060 |
| No log | 3.2903 | 102 | 0.6565 | 0.3391 | 0.6565 | 0.8102 |
| No log | 3.3548 | 104 | 0.6695 | 0.3425 | 0.6695 | 0.8182 |
| No log | 3.4194 | 106 | 0.6836 | 0.4901 | 0.6836 | 0.8268 |
| No log | 3.4839 | 108 | 0.7274 | 0.4794 | 0.7274 | 0.8529 |
| No log | 3.5484 | 110 | 0.7202 | 0.4900 | 0.7202 | 0.8486 |
| No log | 3.6129 | 112 | 0.6973 | 0.5022 | 0.6973 | 0.8350 |
| No log | 3.6774 | 114 | 0.7025 | 0.4492 | 0.7025 | 0.8381 |
| No log | 3.7419 | 116 | 0.7479 | 0.4466 | 0.7479 | 0.8648 |
| No log | 3.8065 | 118 | 0.7749 | 0.4326 | 0.7749 | 0.8803 |
| No log | 3.8710 | 120 | 0.7385 | 0.3953 | 0.7385 | 0.8594 |
| No log | 3.9355 | 122 | 0.7333 | 0.3684 | 0.7333 | 0.8563 |
| No log | 4.0 | 124 | 0.7206 | 0.3639 | 0.7206 | 0.8489 |
| No log | 4.0645 | 126 | 0.7830 | 0.4356 | 0.7830 | 0.8849 |
| No log | 4.1290 | 128 | 0.8670 | 0.4932 | 0.8670 | 0.9311 |
| No log | 4.1935 | 130 | 0.8321 | 0.4879 | 0.8321 | 0.9122 |
| No log | 4.2581 | 132 | 0.8583 | 0.4683 | 0.8583 | 0.9264 |
| No log | 4.3226 | 134 | 0.9197 | 0.4584 | 0.9197 | 0.9590 |
| No log | 4.3871 | 136 | 0.7606 | 0.4193 | 0.7606 | 0.8721 |
| No log | 4.4516 | 138 | 0.6466 | 0.4434 | 0.6466 | 0.8041 |
| No log | 4.5161 | 140 | 0.6390 | 0.4681 | 0.6390 | 0.7994 |
| No log | 4.5806 | 142 | 0.6399 | 0.4801 | 0.6399 | 0.7999 |
| No log | 4.6452 | 144 | 0.6473 | 0.4801 | 0.6473 | 0.8046 |
| No log | 4.7097 | 146 | 0.5763 | 0.5063 | 0.5763 | 0.7592 |
| No log | 4.7742 | 148 | 0.5684 | 0.5797 | 0.5684 | 0.7539 |
| No log | 4.8387 | 150 | 0.6155 | 0.5501 | 0.6155 | 0.7845 |
| No log | 4.9032 | 152 | 0.6116 | 0.4659 | 0.6116 | 0.7821 |
| No log | 4.9677 | 154 | 0.6017 | 0.4149 | 0.6017 | 0.7757 |
| No log | 5.0323 | 156 | 0.5747 | 0.4533 | 0.5747 | 0.7581 |
| No log | 5.0968 | 158 | 0.5642 | 0.5488 | 0.5642 | 0.7512 |
| No log | 5.1613 | 160 | 0.6211 | 0.5403 | 0.6211 | 0.7881 |
| No log | 5.2258 | 162 | 0.6622 | 0.5409 | 0.6622 | 0.8137 |
| No log | 5.2903 | 164 | 0.6649 | 0.5484 | 0.6649 | 0.8154 |
| No log | 5.3548 | 166 | 0.6763 | 0.5547 | 0.6763 | 0.8224 |
| No log | 5.4194 | 168 | 0.7090 | 0.5239 | 0.7090 | 0.8420 |
| No log | 5.4839 | 170 | 0.7266 | 0.4699 | 0.7266 | 0.8524 |
| No log | 5.5484 | 172 | 0.6117 | 0.4854 | 0.6117 | 0.7821 |
| No log | 5.6129 | 174 | 0.5575 | 0.5604 | 0.5575 | 0.7467 |
| No log | 5.6774 | 176 | 0.5602 | 0.5677 | 0.5602 | 0.7485 |
| No log | 5.7419 | 178 | 0.6333 | 0.4430 | 0.6333 | 0.7958 |
| No log | 5.8065 | 180 | 0.6895 | 0.4197 | 0.6895 | 0.8304 |
| No log | 5.8710 | 182 | 0.6682 | 0.4444 | 0.6682 | 0.8174 |
| No log | 5.9355 | 184 | 0.6089 | 0.4875 | 0.6089 | 0.7803 |
| No log | 6.0 | 186 | 0.6091 | 0.4968 | 0.6091 | 0.7804 |
| No log | 6.0645 | 188 | 0.6313 | 0.4721 | 0.6313 | 0.7945 |
| No log | 6.1290 | 190 | 0.7358 | 0.4085 | 0.7358 | 0.8578 |
| No log | 6.1935 | 192 | 0.7438 | 0.3521 | 0.7438 | 0.8624 |
| No log | 6.2581 | 194 | 0.6899 | 0.3891 | 0.6899 | 0.8306 |
| No log | 6.3226 | 196 | 0.6107 | 0.4700 | 0.6107 | 0.7815 |
| No log | 6.3871 | 198 | 0.6291 | 0.5363 | 0.6291 | 0.7931 |
| No log | 6.4516 | 200 | 0.7346 | 0.4783 | 0.7346 | 0.8571 |
| No log | 6.5161 | 202 | 0.6758 | 0.4708 | 0.6758 | 0.8221 |
| No log | 6.5806 | 204 | 0.5556 | 0.5494 | 0.5556 | 0.7454 |
| No log | 6.6452 | 206 | 0.6978 | 0.4386 | 0.6978 | 0.8353 |
| No log | 6.7097 | 208 | 0.7394 | 0.4830 | 0.7394 | 0.8599 |
| No log | 6.7742 | 210 | 0.5968 | 0.6028 | 0.5968 | 0.7725 |
| No log | 6.8387 | 212 | 0.6447 | 0.4955 | 0.6447 | 0.8030 |
| No log | 6.9032 | 214 | 0.7345 | 0.3868 | 0.7345 | 0.8571 |
| No log | 6.9677 | 216 | 0.6400 | 0.4690 | 0.6400 | 0.8000 |
| No log | 7.0323 | 218 | 0.5513 | 0.5009 | 0.5513 | 0.7425 |
| No log | 7.0968 | 220 | 0.5468 | 0.4904 | 0.5468 | 0.7394 |
| No log | 7.1613 | 222 | 0.5400 | 0.5631 | 0.5400 | 0.7349 |
| No log | 7.2258 | 224 | 0.5797 | 0.5016 | 0.5797 | 0.7614 |
| No log | 7.2903 | 226 | 0.5762 | 0.5395 | 0.5762 | 0.7591 |
| No log | 7.3548 | 228 | 0.5583 | 0.6184 | 0.5583 | 0.7472 |
| No log | 7.4194 | 230 | 0.6660 | 0.4377 | 0.6660 | 0.8161 |
| No log | 7.4839 | 232 | 0.6779 | 0.4527 | 0.6779 | 0.8233 |
| No log | 7.5484 | 234 | 0.5925 | 0.5483 | 0.5925 | 0.7698 |
| No log | 7.6129 | 236 | 0.5989 | 0.5015 | 0.5989 | 0.7739 |
| No log | 7.6774 | 238 | 0.5884 | 0.5015 | 0.5884 | 0.7671 |
| No log | 7.7419 | 240 | 0.5548 | 0.5021 | 0.5548 | 0.7448 |
| No log | 7.8065 | 242 | 0.5549 | 0.5250 | 0.5549 | 0.7449 |
| No log | 7.8710 | 244 | 0.5585 | 0.5118 | 0.5585 | 0.7473 |
| No log | 7.9355 | 246 | 0.5713 | 0.4789 | 0.5713 | 0.7559 |
| No log | 8.0 | 248 | 0.5749 | 0.4619 | 0.5749 | 0.7582 |
| No log | 8.0645 | 250 | 0.5780 | 0.3702 | 0.5780 | 0.7603 |
| No log | 8.1290 | 252 | 0.5855 | 0.4168 | 0.5855 | 0.7652 |
| No log | 8.1935 | 254 | 0.6044 | 0.4642 | 0.6044 | 0.7774 |
| No log | 8.2581 | 256 | 0.6078 | 0.4103 | 0.6078 | 0.7796 |
| No log | 8.3226 | 258 | 0.6037 | 0.3408 | 0.6037 | 0.7770 |
| No log | 8.3871 | 260 | 0.6019 | 0.4176 | 0.6019 | 0.7758 |
| No log | 8.4516 | 262 | 0.6126 | 0.6222 | 0.6126 | 0.7827 |
| No log | 8.5161 | 264 | 0.6033 | 0.6256 | 0.6033 | 0.7767 |
| No log | 8.5806 | 266 | 0.5972 | 0.6307 | 0.5972 | 0.7728 |
| No log | 8.6452 | 268 | 0.6349 | 0.4698 | 0.6349 | 0.7968 |
| No log | 8.7097 | 270 | 0.5868 | 0.6124 | 0.5868 | 0.7660 |
| No log | 8.7742 | 272 | 0.5734 | 0.5301 | 0.5734 | 0.7572 |
| No log | 8.8387 | 274 | 0.5679 | 0.4461 | 0.5679 | 0.7536 |
| No log | 8.9032 | 276 | 0.5641 | 0.5232 | 0.5641 | 0.7511 |
| No log | 8.9677 | 278 | 0.6399 | 0.4749 | 0.6399 | 0.7999 |
| No log | 9.0323 | 280 | 0.6194 | 0.4749 | 0.6194 | 0.7870 |
| No log | 9.0968 | 282 | 0.5667 | 0.4681 | 0.5667 | 0.7528 |
| No log | 9.1613 | 284 | 0.5913 | 0.4763 | 0.5913 | 0.7690 |
| No log | 9.2258 | 286 | 0.6240 | 0.4155 | 0.6240 | 0.7899 |
| No log | 9.2903 | 288 | 0.7253 | 0.4247 | 0.7253 | 0.8516 |
| No log | 9.3548 | 290 | 0.7027 | 0.3868 | 0.7027 | 0.8383 |
| No log | 9.4194 | 292 | 0.5761 | 0.5201 | 0.5761 | 0.7590 |
| No log | 9.4839 | 294 | 0.5516 | 0.5826 | 0.5516 | 0.7427 |
| No log | 9.5484 | 296 | 0.6007 | 0.4875 | 0.6007 | 0.7750 |
| No log | 9.6129 | 298 | 0.5611 | 0.5483 | 0.5611 | 0.7491 |
| No log | 9.6774 | 300 | 0.5183 | 0.5042 | 0.5183 | 0.7199 |
| No log | 9.7419 | 302 | 0.5714 | 0.4582 | 0.5714 | 0.7559 |
| No log | 9.8065 | 304 | 0.6077 | 0.4665 | 0.6077 | 0.7796 |
| No log | 9.8710 | 306 | 0.5267 | 0.5254 | 0.5267 | 0.7257 |
| No log | 9.9355 | 308 | 0.5400 | 0.5483 | 0.5400 | 0.7348 |
| No log | 10.0 | 310 | 0.6021 | 0.5030 | 0.6021 | 0.7760 |
| No log | 10.0645 | 312 | 0.5583 | 0.5414 | 0.5583 | 0.7472 |
| No log | 10.1290 | 314 | 0.5317 | 0.5768 | 0.5317 | 0.7292 |
| No log | 10.1935 | 316 | 0.6628 | 0.4085 | 0.6628 | 0.8141 |
| No log | 10.2581 | 318 | 0.7802 | 0.4186 | 0.7802 | 0.8833 |
| No log | 10.3226 | 320 | 0.7131 | 0.3731 | 0.7131 | 0.8444 |
| No log | 10.3871 | 322 | 0.5953 | 0.4576 | 0.5953 | 0.7716 |
| No log | 10.4516 | 324 | 0.5482 | 0.4425 | 0.5482 | 0.7404 |
| No log | 10.5161 | 326 | 0.5671 | 0.4505 | 0.5671 | 0.7530 |
| No log | 10.5806 | 328 | 0.5591 | 0.4240 | 0.5591 | 0.7477 |
| No log | 10.6452 | 330 | 0.5410 | 0.4788 | 0.5410 | 0.7355 |
| No log | 10.7097 | 332 | 0.5329 | 0.5344 | 0.5329 | 0.7300 |
| No log | 10.7742 | 334 | 0.5414 | 0.5533 | 0.5414 | 0.7358 |
| No log | 10.8387 | 336 | 0.5741 | 0.5272 | 0.5741 | 0.7577 |
| No log | 10.9032 | 338 | 0.6158 | 0.5050 | 0.6158 | 0.7847 |
| No log | 10.9677 | 340 | 0.6362 | 0.5164 | 0.6362 | 0.7976 |
| No log | 11.0323 | 342 | 0.6095 | 0.5589 | 0.6095 | 0.7807 |
| No log | 11.0968 | 344 | 0.6046 | 0.5479 | 0.6046 | 0.7776 |
| No log | 11.1613 | 346 | 0.6001 | 0.4874 | 0.6001 | 0.7746 |
| No log | 11.2258 | 348 | 0.6206 | 0.6135 | 0.6206 | 0.7878 |
| No log | 11.2903 | 350 | 0.6356 | 0.5379 | 0.6356 | 0.7972 |
| No log | 11.3548 | 352 | 0.5953 | 0.4837 | 0.5953 | 0.7716 |
| No log | 11.4194 | 354 | 0.5753 | 0.4591 | 0.5753 | 0.7585 |
| No log | 11.4839 | 356 | 0.5921 | 0.4788 | 0.5921 | 0.7695 |
| No log | 11.5484 | 358 | 0.5797 | 0.4966 | 0.5797 | 0.7614 |
| No log | 11.6129 | 360 | 0.5470 | 0.4878 | 0.5470 | 0.7396 |
| No log | 11.6774 | 362 | 0.5860 | 0.5230 | 0.5860 | 0.7655 |
| No log | 11.7419 | 364 | 0.6161 | 0.4463 | 0.6161 | 0.7849 |
| No log | 11.8065 | 366 | 0.5737 | 0.5266 | 0.5737 | 0.7574 |
| No log | 11.8710 | 368 | 0.5570 | 0.4086 | 0.5570 | 0.7463 |
| No log | 11.9355 | 370 | 0.6236 | 0.3918 | 0.6236 | 0.7897 |
| No log | 12.0 | 372 | 0.6706 | 0.3918 | 0.6706 | 0.8189 |
| No log | 12.0645 | 374 | 0.6377 | 0.4190 | 0.6377 | 0.7985 |
| No log | 12.1290 | 376 | 0.6084 | 0.4393 | 0.6084 | 0.7800 |
| No log | 12.1935 | 378 | 0.5879 | 0.5053 | 0.5879 | 0.7667 |
| No log | 12.2581 | 380 | 0.5803 | 0.4681 | 0.5803 | 0.7618 |
| No log | 12.3226 | 382 | 0.5865 | 0.4194 | 0.5865 | 0.7659 |
| No log | 12.3871 | 384 | 0.5937 | 0.4206 | 0.5937 | 0.7705 |
| No log | 12.4516 | 386 | 0.6313 | 0.4437 | 0.6313 | 0.7945 |
| No log | 12.5161 | 388 | 0.6484 | 0.4929 | 0.6484 | 0.8052 |
| No log | 12.5806 | 390 | 0.7121 | 0.4496 | 0.7121 | 0.8439 |
| No log | 12.6452 | 392 | 0.7568 | 0.4222 | 0.7568 | 0.8699 |
| No log | 12.7097 | 394 | 0.7393 | 0.4883 | 0.7393 | 0.8598 |
| No log | 12.7742 | 396 | 0.6892 | 0.4717 | 0.6892 | 0.8302 |
| No log | 12.8387 | 398 | 0.6237 | 0.4737 | 0.6237 | 0.7897 |
| No log | 12.9032 | 400 | 0.6035 | 0.4719 | 0.6035 | 0.7769 |
| No log | 12.9677 | 402 | 0.6335 | 0.4966 | 0.6335 | 0.7959 |
| No log | 13.0323 | 404 | 0.5933 | 0.5170 | 0.5933 | 0.7703 |
| No log | 13.0968 | 406 | 0.5366 | 0.5970 | 0.5366 | 0.7326 |
| No log | 13.1613 | 408 | 0.5174 | 0.6158 | 0.5174 | 0.7193 |
| No log | 13.2258 | 410 | 0.5172 | 0.5888 | 0.5172 | 0.7192 |
| No log | 13.2903 | 412 | 0.5292 | 0.5302 | 0.5292 | 0.7275 |
| No log | 13.3548 | 414 | 0.5486 | 0.4895 | 0.5486 | 0.7407 |
| No log | 13.4194 | 416 | 0.5493 | 0.4895 | 0.5493 | 0.7412 |
| No log | 13.4839 | 418 | 0.5345 | 0.4795 | 0.5345 | 0.7311 |
| No log | 13.5484 | 420 | 0.5232 | 0.5022 | 0.5232 | 0.7233 |
| No log | 13.6129 | 422 | 0.5221 | 0.5304 | 0.5221 | 0.7225 |
| No log | 13.6774 | 424 | 0.5289 | 0.5270 | 0.5289 | 0.7272 |
| No log | 13.7419 | 426 | 0.5471 | 0.5285 | 0.5471 | 0.7397 |
| No log | 13.8065 | 428 | 0.5627 | 0.5285 | 0.5627 | 0.7502 |
| No log | 13.8710 | 430 | 0.5628 | 0.5798 | 0.5628 | 0.7502 |
| No log | 13.9355 | 432 | 0.6244 | 0.5659 | 0.6244 | 0.7902 |
| No log | 14.0 | 434 | 0.6756 | 0.5026 | 0.6756 | 0.8220 |
| No log | 14.0645 | 436 | 0.6121 | 0.4491 | 0.6121 | 0.7824 |
| No log | 14.1290 | 438 | 0.5372 | 0.3976 | 0.5372 | 0.7329 |
| No log | 14.1935 | 440 | 0.5236 | 0.4774 | 0.5236 | 0.7236 |
| No log | 14.2581 | 442 | 0.5177 | 0.5227 | 0.5177 | 0.7195 |
| No log | 14.3226 | 444 | 0.5122 | 0.4482 | 0.5122 | 0.7157 |
| No log | 14.3871 | 446 | 0.5532 | 0.5166 | 0.5532 | 0.7438 |
| No log | 14.4516 | 448 | 0.5418 | 0.5512 | 0.5418 | 0.7361 |
| No log | 14.5161 | 450 | 0.5424 | 0.6271 | 0.5424 | 0.7365 |
| No log | 14.5806 | 452 | 0.5549 | 0.6387 | 0.5549 | 0.7449 |
| No log | 14.6452 | 454 | 0.5610 | 0.6557 | 0.5610 | 0.7490 |
| No log | 14.7097 | 456 | 0.5520 | 0.6322 | 0.5520 | 0.7430 |
| No log | 14.7742 | 458 | 0.5575 | 0.6143 | 0.5575 | 0.7466 |
| No log | 14.8387 | 460 | 0.5492 | 0.5447 | 0.5492 | 0.7411 |
| No log | 14.9032 | 462 | 0.5324 | 0.5574 | 0.5324 | 0.7296 |
| No log | 14.9677 | 464 | 0.5290 | 0.5379 | 0.5290 | 0.7273 |
| No log | 15.0323 | 466 | 0.5273 | 0.5538 | 0.5273 | 0.7261 |
| No log | 15.0968 | 468 | 0.5287 | 0.5302 | 0.5287 | 0.7271 |
| No log | 15.1613 | 470 | 0.5151 | 0.5373 | 0.5151 | 0.7177 |
| No log | 15.2258 | 472 | 0.5354 | 0.6321 | 0.5354 | 0.7317 |
| No log | 15.2903 | 474 | 0.5658 | 0.6150 | 0.5658 | 0.7522 |
| No log | 15.3548 | 476 | 0.5502 | 0.6787 | 0.5502 | 0.7418 |
| No log | 15.4194 | 478 | 0.5422 | 0.5767 | 0.5422 | 0.7364 |
| No log | 15.4839 | 480 | 0.5805 | 0.4981 | 0.5805 | 0.7619 |
| No log | 15.5484 | 482 | 0.6478 | 0.4424 | 0.6478 | 0.8048 |
| No log | 15.6129 | 484 | 0.5895 | 0.4841 | 0.5895 | 0.7678 |
| No log | 15.6774 | 486 | 0.5333 | 0.5797 | 0.5333 | 0.7303 |
| No log | 15.7419 | 488 | 0.5774 | 0.5357 | 0.5774 | 0.7599 |
| No log | 15.8065 | 490 | 0.6930 | 0.4870 | 0.6930 | 0.8325 |
| No log | 15.8710 | 492 | 0.7350 | 0.4870 | 0.7350 | 0.8573 |
| No log | 15.9355 | 494 | 0.6592 | 0.4870 | 0.6592 | 0.8119 |
| No log | 16.0 | 496 | 0.5666 | 0.4576 | 0.5666 | 0.7527 |
| No log | 16.0645 | 498 | 0.5304 | 0.4171 | 0.5304 | 0.7283 |
| 0.2779 | 16.1290 | 500 | 0.5269 | 0.3915 | 0.5269 | 0.7259 |
| 0.2779 | 16.1935 | 502 | 0.5344 | 0.4482 | 0.5344 | 0.7310 |
| 0.2779 | 16.2581 | 504 | 0.5733 | 0.3387 | 0.5733 | 0.7572 |
| 0.2779 | 16.3226 | 506 | 0.5975 | 0.2950 | 0.5975 | 0.7730 |
| 0.2779 | 16.3871 | 508 | 0.5982 | 0.3471 | 0.5982 | 0.7734 |
| 0.2779 | 16.4516 | 510 | 0.5876 | 0.5211 | 0.5876 | 0.7666 |
| 0.2779 | 16.5161 | 512 | 0.5843 | 0.6423 | 0.5843 | 0.7644 |
| 0.2779 | 16.5806 | 514 | 0.5501 | 0.6070 | 0.5501 | 0.7417 |
| 0.2779 | 16.6452 | 516 | 0.5305 | 0.6034 | 0.5305 | 0.7283 |
| 0.2779 | 16.7097 | 518 | 0.5216 | 0.5853 | 0.5216 | 0.7222 |
| 0.2779 | 16.7742 | 520 | 0.5129 | 0.6334 | 0.5129 | 0.7161 |
| 0.2779 | 16.8387 | 522 | 0.5133 | 0.6201 | 0.5133 | 0.7165 |
| 0.2779 | 16.9032 | 524 | 0.5006 | 0.5786 | 0.5006 | 0.7075 |
| 0.2779 | 16.9677 | 526 | 0.4947 | 0.6004 | 0.4947 | 0.7033 |
| 0.2779 | 17.0323 | 528 | 0.4882 | 0.6039 | 0.4882 | 0.6987 |
| 0.2779 | 17.0968 | 530 | 0.4998 | 0.5781 | 0.4998 | 0.7069 |
| 0.2779 | 17.1613 | 532 | 0.5109 | 0.5495 | 0.5109 | 0.7148 |
| 0.2779 | 17.2258 | 534 | 0.5068 | 0.6645 | 0.5068 | 0.7119 |
| 0.2779 | 17.2903 | 536 | 0.5254 | 0.6599 | 0.5254 | 0.7249 |
| 0.2779 | 17.3548 | 538 | 0.5405 | 0.6051 | 0.5405 | 0.7352 |
| 0.2779 | 17.4194 | 540 | 0.5278 | 0.6348 | 0.5278 | 0.7265 |
| 0.2779 | 17.4839 | 542 | 0.5294 | 0.6348 | 0.5294 | 0.7276 |
| 0.2779 | 17.5484 | 544 | 0.5432 | 0.6032 | 0.5432 | 0.7370 |
| 0.2779 | 17.6129 | 546 | 0.5479 | 0.5831 | 0.5479 | 0.7402 |
| 0.2779 | 17.6774 | 548 | 0.5399 | 0.5831 | 0.5399 | 0.7348 |
| 0.2779 | 17.7419 | 550 | 0.5162 | 0.5732 | 0.5162 | 0.7185 |
| 0.2779 | 17.8065 | 552 | 0.5176 | 0.6503 | 0.5176 | 0.7195 |
| 0.2779 | 17.8710 | 554 | 0.5470 | 0.5426 | 0.5470 | 0.7396 |
| 0.2779 | 17.9355 | 556 | 0.5569 | 0.5259 | 0.5569 | 0.7463 |
| 0.2779 | 18.0 | 558 | 0.5767 | 0.5179 | 0.5767 | 0.7594 |
| 0.2779 | 18.0645 | 560 | 0.5829 | 0.5179 | 0.5829 | 0.7635 |
| 0.2779 | 18.1290 | 562 | 0.5400 | 0.6406 | 0.5400 | 0.7348 |
| 0.2779 | 18.1935 | 564 | 0.5286 | 0.5227 | 0.5286 | 0.7271 |
| 0.2779 | 18.2581 | 566 | 0.5328 | 0.5227 | 0.5328 | 0.7299 |
| 0.2779 | 18.3226 | 568 | 0.5395 | 0.5227 | 0.5395 | 0.7345 |
| 0.2779 | 18.3871 | 570 | 0.5405 | 0.5227 | 0.5405 | 0.7352 |
| 0.2779 | 18.4516 | 572 | 0.5397 | 0.5227 | 0.5397 | 0.7346 |
| 0.2779 | 18.5161 | 574 | 0.5497 | 0.5682 | 0.5497 | 0.7414 |
| 0.2779 | 18.5806 | 576 | 0.5656 | 0.5473 | 0.5656 | 0.7521 |
| 0.2779 | 18.6452 | 578 | 0.5601 | 0.5473 | 0.5601 | 0.7484 |
| 0.2779 | 18.7097 | 580 | 0.5506 | 0.5473 | 0.5506 | 0.7420 |
| 0.2779 | 18.7742 | 582 | 0.5464 | 0.5473 | 0.5464 | 0.7392 |
| 0.2779 | 18.8387 | 584 | 0.5379 | 0.5816 | 0.5379 | 0.7334 |
| 0.2779 | 18.9032 | 586 | 0.5387 | 0.5784 | 0.5387 | 0.7339 |
| 0.2779 | 18.9677 | 588 | 0.5453 | 0.5428 | 0.5453 | 0.7384 |
| 0.2779 | 19.0323 | 590 | 0.5501 | 0.4966 | 0.5501 | 0.7417 |
| 0.2779 | 19.0968 | 592 | 0.5660 | 0.5770 | 0.5660 | 0.7523 |
| 0.2779 | 19.1613 | 594 | 0.5773 | 0.5586 | 0.5773 | 0.7598 |
| 0.2779 | 19.2258 | 596 | 0.5493 | 0.5770 | 0.5493 | 0.7411 |
| 0.2779 | 19.2903 | 598 | 0.5187 | 0.5306 | 0.5187 | 0.7202 |
| 0.2779 | 19.3548 | 600 | 0.5253 | 0.6183 | 0.5253 | 0.7248 |
| 0.2779 | 19.4194 | 602 | 0.5233 | 0.5888 | 0.5233 | 0.7234 |
| 0.2779 | 19.4839 | 604 | 0.5257 | 0.4828 | 0.5257 | 0.7251 |
| 0.2779 | 19.5484 | 606 | 0.5292 | 0.5256 | 0.5292 | 0.7275 |
| 0.2779 | 19.6129 | 608 | 0.5299 | 0.5473 | 0.5299 | 0.7279 |
| 0.2779 | 19.6774 | 610 | 0.5385 | 0.5947 | 0.5385 | 0.7338 |
| 0.2779 | 19.7419 | 612 | 0.5440 | 0.5772 | 0.5440 | 0.7375 |
| 0.2779 | 19.8065 | 614 | 0.5422 | 0.5741 | 0.5422 | 0.7363 |
| 0.2779 | 19.8710 | 616 | 0.5252 | 0.5738 | 0.5252 | 0.7247 |
| 0.2779 | 19.9355 | 618 | 0.5286 | 0.5781 | 0.5286 | 0.7271 |
| 0.2779 | 20.0 | 620 | 0.5462 | 0.5195 | 0.5462 | 0.7391 |
| 0.2779 | 20.0645 | 622 | 0.5346 | 0.5195 | 0.5346 | 0.7312 |
| 0.2779 | 20.1290 | 624 | 0.5285 | 0.6039 | 0.5285 | 0.7270 |
| 0.2779 | 20.1935 | 626 | 0.5474 | 0.5923 | 0.5474 | 0.7399 |
| 0.2779 | 20.2581 | 628 | 0.5796 | 0.5758 | 0.5796 | 0.7613 |
| 0.2779 | 20.3226 | 630 | 0.5814 | 0.5418 | 0.5814 | 0.7625 |
| 0.2779 | 20.3871 | 632 | 0.5669 | 0.5320 | 0.5669 | 0.7529 |
| 0.2779 | 20.4516 | 634 | 0.5831 | 0.5736 | 0.5831 | 0.7636 |
| 0.2779 | 20.5161 | 636 | 0.5903 | 0.5319 | 0.5903 | 0.7683 |
| 0.2779 | 20.5806 | 638 | 0.5797 | 0.4904 | 0.5797 | 0.7614 |
| 0.2779 | 20.6452 | 640 | 0.5880 | 0.5032 | 0.5880 | 0.7668 |
| 0.2779 | 20.7097 | 642 | 0.6574 | 0.4531 | 0.6574 | 0.8108 |
| 0.2779 | 20.7742 | 644 | 0.6847 | 0.4933 | 0.6847 | 0.8275 |
| 0.2779 | 20.8387 | 646 | 0.6426 | 0.4947 | 0.6426 | 0.8016 |
| 0.2779 | 20.9032 | 648 | 0.5669 | 0.4562 | 0.5669 | 0.7529 |
| 0.2779 | 20.9677 | 650 | 0.5285 | 0.6053 | 0.5285 | 0.7270 |
| 0.2779 | 21.0323 | 652 | 0.5233 | 0.6053 | 0.5233 | 0.7234 |
| 0.2779 | 21.0968 | 654 | 0.5232 | 0.6552 | 0.5232 | 0.7233 |
| 0.2779 | 21.1613 | 656 | 0.5366 | 0.6540 | 0.5366 | 0.7325 |
| 0.2779 | 21.2258 | 658 | 0.5244 | 0.6540 | 0.5244 | 0.7242 |
| 0.2779 | 21.2903 | 660 | 0.5013 | 0.6267 | 0.5013 | 0.7080 |
| 0.2779 | 21.3548 | 662 | 0.5037 | 0.5985 | 0.5037 | 0.7097 |
| 0.2779 | 21.4194 | 664 | 0.5484 | 0.4875 | 0.5484 | 0.7405 |
| 0.2779 | 21.4839 | 666 | 0.5608 | 0.5030 | 0.5608 | 0.7489 |
| 0.2779 | 21.5484 | 668 | 0.5202 | 0.5678 | 0.5202 | 0.7213 |
| 0.2779 | 21.6129 | 670 | 0.4895 | 0.6359 | 0.4895 | 0.6996 |
| 0.2779 | 21.6774 | 672 | 0.5052 | 0.6518 | 0.5052 | 0.7107 |
| 0.2779 | 21.7419 | 674 | 0.5163 | 0.6599 | 0.5163 | 0.7186 |
| 0.2779 | 21.8065 | 676 | 0.4989 | 0.6426 | 0.4989 | 0.7063 |
| 0.2779 | 21.8710 | 678 | 0.5018 | 0.5600 | 0.5018 | 0.7083 |
| 0.2779 | 21.9355 | 680 | 0.5164 | 0.5304 | 0.5164 | 0.7186 |
| 0.2779 | 22.0 | 682 | 0.5159 | 0.5457 | 0.5159 | 0.7183 |
| 0.2779 | 22.0645 | 684 | 0.5162 | 0.5665 | 0.5162 | 0.7185 |
| 0.2779 | 22.1290 | 686 | 0.5279 | 0.5098 | 0.5279 | 0.7266 |
| 0.2779 | 22.1935 | 688 | 0.5305 | 0.5093 | 0.5305 | 0.7284 |
| 0.2779 | 22.2581 | 690 | 0.5292 | 0.5910 | 0.5292 | 0.7274 |
| 0.2779 | 22.3226 | 692 | 0.5300 | 0.6124 | 0.5300 | 0.7280 |
| 0.2779 | 22.3871 | 694 | 0.5379 | 0.6289 | 0.5379 | 0.7334 |
| 0.2779 | 22.4516 | 696 | 0.5381 | 0.6277 | 0.5381 | 0.7335 |
| 0.2779 | 22.5161 | 698 | 0.5481 | 0.5886 | 0.5481 | 0.7403 |
| 0.2779 | 22.5806 | 700 | 0.5777 | 0.4513 | 0.5777 | 0.7601 |
| 0.2779 | 22.6452 | 702 | 0.5786 | 0.4513 | 0.5786 | 0.7607 |
| 0.2779 | 22.7097 | 704 | 0.5730 | 0.5030 | 0.5730 | 0.7569 |
| 0.2779 | 22.7742 | 706 | 0.5712 | 0.6028 | 0.5712 | 0.7558 |
| 0.2779 | 22.8387 | 708 | 0.5669 | 0.6198 | 0.5669 | 0.7529 |
| 0.2779 | 22.9032 | 710 | 0.5712 | 0.5840 | 0.5712 | 0.7558 |
| 0.2779 | 22.9677 | 712 | 0.5972 | 0.4737 | 0.5972 | 0.7728 |
| 0.2779 | 23.0323 | 714 | 0.6368 | 0.5085 | 0.6368 | 0.7980 |
| 0.2779 | 23.0968 | 716 | 0.6135 | 0.5576 | 0.6135 | 0.7833 |
| 0.2779 | 23.1613 | 718 | 0.5638 | 0.6160 | 0.5638 | 0.7509 |
| 0.2779 | 23.2258 | 720 | 0.5391 | 0.5725 | 0.5391 | 0.7342 |
| 0.2779 | 23.2903 | 722 | 0.5353 | 0.6092 | 0.5353 | 0.7317 |
| 0.2779 | 23.3548 | 724 | 0.5316 | 0.5725 | 0.5316 | 0.7291 |
| 0.2779 | 23.4194 | 726 | 0.5415 | 0.6252 | 0.5415 | 0.7358 |
| 0.2779 | 23.4839 | 728 | 0.5621 | 0.5708 | 0.5621 | 0.7497 |
| 0.2779 | 23.5484 | 730 | 0.5811 | 0.4845 | 0.5811 | 0.7623 |
| 0.2779 | 23.6129 | 732 | 0.5606 | 0.5485 | 0.5606 | 0.7488 |
| 0.2779 | 23.6774 | 734 | 0.5528 | 0.5457 | 0.5528 | 0.7435 |
| 0.2779 | 23.7419 | 736 | 0.5500 | 0.5457 | 0.5500 | 0.7416 |
| 0.2779 | 23.8065 | 738 | 0.5261 | 0.6092 | 0.5261 | 0.7253 |
| 0.2779 | 23.8710 | 740 | 0.5202 | 0.6039 | 0.5202 | 0.7213 |
| 0.2779 | 23.9355 | 742 | 0.5285 | 0.5159 | 0.5285 | 0.7270 |
| 0.2779 | 24.0 | 744 | 0.5328 | 0.5289 | 0.5328 | 0.7300 |
| 0.2779 | 24.0645 | 746 | 0.5343 | 0.5289 | 0.5343 | 0.7309 |
| 0.2779 | 24.1290 | 748 | 0.5361 | 0.5170 | 0.5361 | 0.7322 |
| 0.2779 | 24.1935 | 750 | 0.5479 | 0.4637 | 0.5479 | 0.7402 |
| 0.2779 | 24.2581 | 752 | 0.5680 | 0.4375 | 0.5680 | 0.7537 |
| 0.2779 | 24.3226 | 754 | 0.5714 | 0.4473 | 0.5714 | 0.7559 |
| 0.2779 | 24.3871 | 756 | 0.5537 | 0.5411 | 0.5537 | 0.7441 |
| 0.2779 | 24.4516 | 758 | 0.5338 | 0.5341 | 0.5338 | 0.7306 |
| 0.2779 | 24.5161 | 760 | 0.5247 | 0.5003 | 0.5247 | 0.7244 |
| 0.2779 | 24.5806 | 762 | 0.5337 | 0.4838 | 0.5337 | 0.7305 |
| 0.2779 | 24.6452 | 764 | 0.5456 | 0.5528 | 0.5456 | 0.7386 |
| 0.2779 | 24.7097 | 766 | 0.5569 | 0.4703 | 0.5569 | 0.7463 |
| 0.2779 | 24.7742 | 768 | 0.5482 | 0.5032 | 0.5482 | 0.7404 |
| 0.2779 | 24.8387 | 770 | 0.5388 | 0.5404 | 0.5388 | 0.7340 |
| 0.2779 | 24.9032 | 772 | 0.5384 | 0.5813 | 0.5384 | 0.7337 |
| 0.2779 | 24.9677 | 774 | 0.5485 | 0.5646 | 0.5485 | 0.7406 |
| 0.2779 | 25.0323 | 776 | 0.5848 | 0.5411 | 0.5848 | 0.7647 |
| 0.2779 | 25.0968 | 778 | 0.6473 | 0.5658 | 0.6473 | 0.8046 |
| 0.2779 | 25.1613 | 780 | 0.6342 | 0.6121 | 0.6342 | 0.7964 |
| 0.2779 | 25.2258 | 782 | 0.5797 | 0.6301 | 0.5797 | 0.7614 |
| 0.2779 | 25.2903 | 784 | 0.5548 | 0.6824 | 0.5548 | 0.7449 |
| 0.2779 | 25.3548 | 786 | 0.5729 | 0.5355 | 0.5729 | 0.7569 |
| 0.2779 | 25.4194 | 788 | 0.5473 | 0.5589 | 0.5473 | 0.7398 |
| 0.2779 | 25.4839 | 790 | 0.5084 | 0.6464 | 0.5084 | 0.7130 |
| 0.2779 | 25.5484 | 792 | 0.5096 | 0.5584 | 0.5096 | 0.7139 |
| 0.2779 | 25.6129 | 794 | 0.5246 | 0.4206 | 0.5246 | 0.7243 |
| 0.2779 | 25.6774 | 796 | 0.5531 | 0.5140 | 0.5531 | 0.7437 |
| 0.2779 | 25.7419 | 798 | 0.5575 | 0.5140 | 0.5575 | 0.7467 |
| 0.2779 | 25.8065 | 800 | 0.5403 | 0.5148 | 0.5403 | 0.7350 |
| 0.2779 | 25.8710 | 802 | 0.5401 | 0.6377 | 0.5401 | 0.7349 |
| 0.2779 | 25.9355 | 804 | 0.5571 | 0.6495 | 0.5571 | 0.7464 |
| 0.2779 | 26.0 | 806 | 0.5762 | 0.5472 | 0.5762 | 0.7591 |
| 0.2779 | 26.0645 | 808 | 0.5703 | 0.5190 | 0.5703 | 0.7552 |
| 0.2779 | 26.1290 | 810 | 0.5399 | 0.6087 | 0.5399 | 0.7348 |
| 0.2779 | 26.1935 | 812 | 0.5200 | 0.6053 | 0.5200 | 0.7211 |
| 0.2779 | 26.2581 | 814 | 0.5101 | 0.5831 | 0.5101 | 0.7142 |
| 0.2779 | 26.3226 | 816 | 0.5047 | 0.5815 | 0.5047 | 0.7104 |
| 0.2779 | 26.3871 | 818 | 0.5059 | 0.5815 | 0.5059 | 0.7113 |
| 0.2779 | 26.4516 | 820 | 0.5062 | 0.6039 | 0.5062 | 0.7114 |
| 0.2779 | 26.5161 | 822 | 0.5088 | 0.6053 | 0.5088 | 0.7133 |
| 0.2779 | 26.5806 | 824 | 0.5275 | 0.6020 | 0.5275 | 0.7263 |
| 0.2779 | 26.6452 | 826 | 0.5413 | 0.6059 | 0.5413 | 0.7357 |
| 0.2779 | 26.7097 | 828 | 0.5576 | 0.6475 | 0.5576 | 0.7468 |
| 0.2779 | 26.7742 | 830 | 0.5831 | 0.5921 | 0.5831 | 0.7636 |
| 0.2779 | 26.8387 | 832 | 0.6372 | 0.5921 | 0.6372 | 0.7983 |
| 0.2779 | 26.9032 | 834 | 0.6842 | 0.5651 | 0.6842 | 0.8272 |
| 0.2779 | 26.9677 | 836 | 0.6705 | 0.5350 | 0.6705 | 0.8188 |
| 0.2779 | 27.0323 | 838 | 0.6310 | 0.5350 | 0.6310 | 0.7944 |
| 0.2779 | 27.0968 | 840 | 0.5667 | 0.5462 | 0.5667 | 0.7528 |
| 0.2779 | 27.1613 | 842 | 0.5473 | 0.5195 | 0.5473 | 0.7398 |
| 0.2779 | 27.2258 | 844 | 0.5423 | 0.5152 | 0.5423 | 0.7364 |
| 0.2779 | 27.2903 | 846 | 0.5401 | 0.5600 | 0.5401 | 0.7349 |
| 0.2779 | 27.3548 | 848 | 0.5421 | 0.5021 | 0.5421 | 0.7363 |
| 0.2779 | 27.4194 | 850 | 0.5467 | 0.5910 | 0.5467 | 0.7394 |
| 0.2779 | 27.4839 | 852 | 0.5449 | 0.6371 | 0.5449 | 0.7382 |
| 0.2779 | 27.5484 | 854 | 0.5483 | 0.6452 | 0.5483 | 0.7405 |
| 0.2779 | 27.6129 | 856 | 0.5511 | 0.6455 | 0.5511 | 0.7424 |
| 0.2779 | 27.6774 | 858 | 0.5523 | 0.6403 | 0.5523 | 0.7432 |
| 0.2779 | 27.7419 | 860 | 0.5546 | 0.6403 | 0.5546 | 0.7447 |
| 0.2779 | 27.8065 | 862 | 0.5588 | 0.5894 | 0.5588 | 0.7475 |
| 0.2779 | 27.8710 | 864 | 0.5579 | 0.5783 | 0.5579 | 0.7470 |
| 0.2779 | 27.9355 | 866 | 0.5651 | 0.5733 | 0.5651 | 0.7517 |
| 0.2779 | 28.0 | 868 | 0.5535 | 0.5583 | 0.5535 | 0.7440 |
| 0.2779 | 28.0645 | 870 | 0.5417 | 0.6198 | 0.5417 | 0.7360 |
| 0.2779 | 28.1290 | 872 | 0.5561 | 0.5030 | 0.5561 | 0.7457 |
| 0.2779 | 28.1935 | 874 | 0.5793 | 0.5211 | 0.5793 | 0.7611 |
| 0.2779 | 28.2581 | 876 | 0.5643 | 0.5568 | 0.5643 | 0.7512 |
| 0.2779 | 28.3226 | 878 | 0.5353 | 0.5344 | 0.5353 | 0.7316 |
| 0.2779 | 28.3871 | 880 | 0.5262 | 0.5361 | 0.5262 | 0.7254 |
| 0.2779 | 28.4516 | 882 | 0.5269 | 0.5361 | 0.5269 | 0.7258 |
| 0.2779 | 28.5161 | 884 | 0.5326 | 0.5753 | 0.5326 | 0.7298 |
| 0.2779 | 28.5806 | 886 | 0.5493 | 0.5872 | 0.5493 | 0.7411 |
| 0.2779 | 28.6452 | 888 | 0.5949 | 0.4737 | 0.5949 | 0.7713 |
| 0.2779 | 28.7097 | 890 | 0.6506 | 0.5101 | 0.6506 | 0.8066 |
| 0.2779 | 28.7742 | 892 | 0.6428 | 0.4044 | 0.6428 | 0.8018 |
| 0.2779 | 28.8387 | 894 | 0.6319 | 0.4044 | 0.6319 | 0.7949 |
| 0.2779 | 28.9032 | 896 | 0.6310 | 0.3936 | 0.6310 | 0.7944 |
| 0.2779 | 28.9677 | 898 | 0.6028 | 0.3355 | 0.6028 | 0.7764 |
| 0.2779 | 29.0323 | 900 | 0.5887 | 0.3640 | 0.5887 | 0.7673 |
| 0.2779 | 29.0968 | 902 | 0.5916 | 0.4582 | 0.5916 | 0.7691 |
| 0.2779 | 29.1613 | 904 | 0.5890 | 0.5109 | 0.5890 | 0.7674 |
| 0.2779 | 29.2258 | 906 | 0.5822 | 0.5109 | 0.5822 | 0.7630 |
| 0.2779 | 29.2903 | 908 | 0.5976 | 0.4464 | 0.5976 | 0.7731 |
| 0.2779 | 29.3548 | 910 | 0.5931 | 0.4464 | 0.5931 | 0.7701 |
| 0.2779 | 29.4194 | 912 | 0.5616 | 0.3788 | 0.5616 | 0.7494 |
| 0.2779 | 29.4839 | 914 | 0.5429 | 0.5422 | 0.5429 | 0.7368 |
| 0.2779 | 29.5484 | 916 | 0.5385 | 0.5344 | 0.5385 | 0.7338 |
| 0.2779 | 29.6129 | 918 | 0.5417 | 0.5170 | 0.5417 | 0.7360 |
| 0.2779 | 29.6774 | 920 | 0.5405 | 0.5912 | 0.5405 | 0.7352 |
| 0.2779 | 29.7419 | 922 | 0.5418 | 0.5874 | 0.5418 | 0.7361 |
| 0.2779 | 29.8065 | 924 | 0.5521 | 0.5190 | 0.5521 | 0.7430 |
| 0.2779 | 29.8710 | 926 | 0.5648 | 0.5306 | 0.5648 | 0.7515 |
| 0.2779 | 29.9355 | 928 | 0.5918 | 0.5259 | 0.5918 | 0.7693 |
| 0.2779 | 30.0 | 930 | 0.5988 | 0.4964 | 0.5988 | 0.7738 |
| 0.2779 | 30.0645 | 932 | 0.5878 | 0.5179 | 0.5878 | 0.7667 |
| 0.2779 | 30.1290 | 934 | 0.5537 | 0.4576 | 0.5537 | 0.7441 |
| 0.2779 | 30.1935 | 936 | 0.5481 | 0.4206 | 0.5481 | 0.7403 |
| 0.2779 | 30.2581 | 938 | 0.5526 | 0.3622 | 0.5526 | 0.7433 |
| 0.2779 | 30.3226 | 940 | 0.5551 | 0.3622 | 0.5551 | 0.7451 |
| 0.2779 | 30.3871 | 942 | 0.5822 | 0.4330 | 0.5822 | 0.7630 |
| 0.2779 | 30.4516 | 944 | 0.5962 | 0.4392 | 0.5962 | 0.7721 |
| 0.2779 | 30.5161 | 946 | 0.5959 | 0.4392 | 0.5959 | 0.7719 |
| 0.2779 | 30.5806 | 948 | 0.5699 | 0.4243 | 0.5699 | 0.7549 |
| 0.2779 | 30.6452 | 950 | 0.5568 | 0.3919 | 0.5568 | 0.7462 |
| 0.2779 | 30.7097 | 952 | 0.5703 | 0.3622 | 0.5703 | 0.7552 |
| 0.2779 | 30.7742 | 954 | 0.5820 | 0.3622 | 0.5820 | 0.7629 |
| 0.2779 | 30.8387 | 956 | 0.5981 | 0.3355 | 0.5981 | 0.7734 |
| 0.2779 | 30.9032 | 958 | 0.6018 | 0.3399 | 0.6018 | 0.7757 |
| 0.2779 | 30.9677 | 960 | 0.6399 | 0.4606 | 0.6399 | 0.7999 |
| 0.2779 | 31.0323 | 962 | 0.6484 | 0.4606 | 0.6484 | 0.8053 |
| 0.2779 | 31.0968 | 964 | 0.6151 | 0.4408 | 0.6151 | 0.7843 |
| 0.2779 | 31.1613 | 966 | 0.5777 | 0.3782 | 0.5777 | 0.7601 |
| 0.2779 | 31.2258 | 968 | 0.5695 | 0.3523 | 0.5695 | 0.7547 |
| 0.2779 | 31.2903 | 970 | 0.5759 | 0.3494 | 0.5759 | 0.7589 |
| 0.2779 | 31.3548 | 972 | 0.5743 | 0.3494 | 0.5743 | 0.7578 |
| 0.2779 | 31.4194 | 974 | 0.5848 | 0.3782 | 0.5848 | 0.7647 |
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_usingALLEssays_FineTuningAraBERT_run3_AugV5_k9_task7_organization
Base model
aubmindlab/bert-base-arabertv02