ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run1_AugV5_k5_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: 0.6039
- Qwk: 0.5785
- Mse: 0.6039
- Rmse: 0.7771
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 | 0.1176 | 2 | 3.9401 | -0.0257 | 3.9401 | 1.9850 |
| No log | 0.2353 | 4 | 2.1705 | 0.0631 | 2.1705 | 1.4733 |
| No log | 0.3529 | 6 | 1.3299 | 0.0370 | 1.3299 | 1.1532 |
| No log | 0.4706 | 8 | 1.1078 | 0.2981 | 1.1078 | 1.0525 |
| No log | 0.5882 | 10 | 1.1791 | 0.0576 | 1.1791 | 1.0859 |
| No log | 0.7059 | 12 | 1.2837 | -0.0463 | 1.2837 | 1.1330 |
| No log | 0.8235 | 14 | 1.5373 | -0.0777 | 1.5373 | 1.2399 |
| No log | 0.9412 | 16 | 1.8794 | 0.0414 | 1.8794 | 1.3709 |
| No log | 1.0588 | 18 | 1.9034 | 0.0073 | 1.9034 | 1.3796 |
| No log | 1.1765 | 20 | 1.4263 | 0.0484 | 1.4263 | 1.1943 |
| No log | 1.2941 | 22 | 1.2116 | 0.1631 | 1.2116 | 1.1007 |
| No log | 1.4118 | 24 | 1.1631 | 0.1631 | 1.1631 | 1.0785 |
| No log | 1.5294 | 26 | 1.3188 | 0.1113 | 1.3188 | 1.1484 |
| No log | 1.6471 | 28 | 1.4325 | 0.1309 | 1.4325 | 1.1969 |
| No log | 1.7647 | 30 | 1.1989 | 0.1031 | 1.1989 | 1.0949 |
| No log | 1.8824 | 32 | 1.1369 | 0.1764 | 1.1369 | 1.0663 |
| No log | 2.0 | 34 | 1.0867 | 0.2462 | 1.0867 | 1.0424 |
| No log | 2.1176 | 36 | 0.9760 | 0.3392 | 0.9760 | 0.9879 |
| No log | 2.2353 | 38 | 0.8688 | 0.4547 | 0.8688 | 0.9321 |
| No log | 2.3529 | 40 | 0.8509 | 0.4417 | 0.8509 | 0.9224 |
| No log | 2.4706 | 42 | 0.9601 | 0.3269 | 0.9601 | 0.9799 |
| No log | 2.5882 | 44 | 1.2152 | 0.2942 | 1.2152 | 1.1024 |
| No log | 2.7059 | 46 | 1.2940 | 0.3082 | 1.2940 | 1.1376 |
| No log | 2.8235 | 48 | 1.0091 | 0.3865 | 1.0091 | 1.0045 |
| No log | 2.9412 | 50 | 0.7387 | 0.5759 | 0.7387 | 0.8595 |
| No log | 3.0588 | 52 | 0.8210 | 0.4973 | 0.8210 | 0.9061 |
| No log | 3.1765 | 54 | 0.8168 | 0.4487 | 0.8168 | 0.9038 |
| No log | 3.2941 | 56 | 0.6829 | 0.5582 | 0.6829 | 0.8264 |
| No log | 3.4118 | 58 | 0.9722 | 0.4796 | 0.9722 | 0.9860 |
| No log | 3.5294 | 60 | 1.2809 | 0.3083 | 1.2809 | 1.1318 |
| No log | 3.6471 | 62 | 1.0914 | 0.4300 | 1.0914 | 1.0447 |
| No log | 3.7647 | 64 | 0.7309 | 0.5650 | 0.7309 | 0.8549 |
| No log | 3.8824 | 66 | 0.9693 | 0.4994 | 0.9693 | 0.9845 |
| No log | 4.0 | 68 | 1.1784 | 0.3849 | 1.1784 | 1.0855 |
| No log | 4.1176 | 70 | 0.9972 | 0.4994 | 0.9972 | 0.9986 |
| No log | 4.2353 | 72 | 0.7571 | 0.5545 | 0.7571 | 0.8701 |
| No log | 4.3529 | 74 | 0.8636 | 0.4613 | 0.8636 | 0.9293 |
| No log | 4.4706 | 76 | 0.9569 | 0.4854 | 0.9569 | 0.9782 |
| No log | 4.5882 | 78 | 0.9068 | 0.4946 | 0.9068 | 0.9522 |
| No log | 4.7059 | 80 | 0.8248 | 0.5661 | 0.8248 | 0.9082 |
| No log | 4.8235 | 82 | 0.8163 | 0.5149 | 0.8163 | 0.9035 |
| No log | 4.9412 | 84 | 0.8439 | 0.5532 | 0.8439 | 0.9187 |
| No log | 5.0588 | 86 | 0.8880 | 0.5132 | 0.8880 | 0.9424 |
| No log | 5.1765 | 88 | 0.7703 | 0.4776 | 0.7703 | 0.8776 |
| No log | 5.2941 | 90 | 0.7397 | 0.5890 | 0.7397 | 0.8601 |
| No log | 5.4118 | 92 | 0.7557 | 0.5450 | 0.7557 | 0.8693 |
| No log | 5.5294 | 94 | 0.7248 | 0.5994 | 0.7248 | 0.8514 |
| No log | 5.6471 | 96 | 0.8753 | 0.4480 | 0.8753 | 0.9356 |
| No log | 5.7647 | 98 | 0.8575 | 0.4476 | 0.8575 | 0.9260 |
| No log | 5.8824 | 100 | 0.7343 | 0.5315 | 0.7343 | 0.8569 |
| No log | 6.0 | 102 | 0.9201 | 0.4340 | 0.9201 | 0.9592 |
| No log | 6.1176 | 104 | 0.8924 | 0.4578 | 0.8924 | 0.9447 |
| No log | 6.2353 | 106 | 0.7246 | 0.5188 | 0.7246 | 0.8512 |
| No log | 6.3529 | 108 | 0.8208 | 0.4953 | 0.8208 | 0.9060 |
| No log | 6.4706 | 110 | 0.7679 | 0.5102 | 0.7679 | 0.8763 |
| No log | 6.5882 | 112 | 0.7258 | 0.6035 | 0.7258 | 0.8519 |
| No log | 6.7059 | 114 | 0.9754 | 0.5455 | 0.9754 | 0.9876 |
| No log | 6.8235 | 116 | 0.9377 | 0.5705 | 0.9377 | 0.9684 |
| No log | 6.9412 | 118 | 0.7410 | 0.5837 | 0.7410 | 0.8608 |
| No log | 7.0588 | 120 | 0.7373 | 0.5839 | 0.7373 | 0.8587 |
| No log | 7.1765 | 122 | 0.7796 | 0.5936 | 0.7796 | 0.8830 |
| No log | 7.2941 | 124 | 0.8971 | 0.5160 | 0.8971 | 0.9472 |
| No log | 7.4118 | 126 | 0.8542 | 0.5348 | 0.8542 | 0.9242 |
| No log | 7.5294 | 128 | 0.7243 | 0.5726 | 0.7243 | 0.8510 |
| No log | 7.6471 | 130 | 0.7102 | 0.6018 | 0.7102 | 0.8427 |
| No log | 7.7647 | 132 | 0.7832 | 0.5062 | 0.7832 | 0.8850 |
| No log | 7.8824 | 134 | 0.8126 | 0.5444 | 0.8126 | 0.9014 |
| No log | 8.0 | 136 | 0.7588 | 0.4890 | 0.7588 | 0.8711 |
| No log | 8.1176 | 138 | 0.7608 | 0.6070 | 0.7608 | 0.8722 |
| No log | 8.2353 | 140 | 0.7838 | 0.5866 | 0.7838 | 0.8853 |
| No log | 8.3529 | 142 | 0.7410 | 0.5884 | 0.7410 | 0.8608 |
| No log | 8.4706 | 144 | 0.7292 | 0.5643 | 0.7292 | 0.8539 |
| No log | 8.5882 | 146 | 0.7169 | 0.5884 | 0.7169 | 0.8467 |
| No log | 8.7059 | 148 | 0.7077 | 0.5895 | 0.7077 | 0.8413 |
| No log | 8.8235 | 150 | 0.6910 | 0.5784 | 0.6910 | 0.8313 |
| No log | 8.9412 | 152 | 0.6995 | 0.6118 | 0.6995 | 0.8364 |
| No log | 9.0588 | 154 | 0.7056 | 0.6118 | 0.7056 | 0.8400 |
| No log | 9.1765 | 156 | 0.6774 | 0.6022 | 0.6774 | 0.8230 |
| No log | 9.2941 | 158 | 0.7188 | 0.5748 | 0.7188 | 0.8478 |
| No log | 9.4118 | 160 | 0.7081 | 0.5518 | 0.7081 | 0.8415 |
| No log | 9.5294 | 162 | 0.6765 | 0.6196 | 0.6765 | 0.8225 |
| No log | 9.6471 | 164 | 0.6961 | 0.6129 | 0.6961 | 0.8343 |
| No log | 9.7647 | 166 | 0.7017 | 0.5702 | 0.7017 | 0.8377 |
| No log | 9.8824 | 168 | 0.6860 | 0.5909 | 0.6860 | 0.8283 |
| No log | 10.0 | 170 | 0.7031 | 0.5940 | 0.7031 | 0.8385 |
| No log | 10.1176 | 172 | 0.7106 | 0.5326 | 0.7106 | 0.8429 |
| No log | 10.2353 | 174 | 0.6815 | 0.5314 | 0.6815 | 0.8255 |
| No log | 10.3529 | 176 | 0.6700 | 0.5614 | 0.6700 | 0.8186 |
| No log | 10.4706 | 178 | 0.6700 | 0.5523 | 0.6700 | 0.8185 |
| No log | 10.5882 | 180 | 0.6762 | 0.4849 | 0.6762 | 0.8223 |
| No log | 10.7059 | 182 | 0.6511 | 0.6249 | 0.6511 | 0.8069 |
| No log | 10.8235 | 184 | 0.6437 | 0.5919 | 0.6437 | 0.8023 |
| No log | 10.9412 | 186 | 0.6693 | 0.6115 | 0.6693 | 0.8181 |
| No log | 11.0588 | 188 | 0.6668 | 0.6115 | 0.6668 | 0.8166 |
| No log | 11.1765 | 190 | 0.6628 | 0.5884 | 0.6628 | 0.8141 |
| No log | 11.2941 | 192 | 0.6676 | 0.6001 | 0.6676 | 0.8170 |
| No log | 11.4118 | 194 | 0.7269 | 0.5740 | 0.7269 | 0.8526 |
| No log | 11.5294 | 196 | 0.7570 | 0.6021 | 0.7570 | 0.8701 |
| No log | 11.6471 | 198 | 0.7117 | 0.5909 | 0.7117 | 0.8436 |
| No log | 11.7647 | 200 | 0.6822 | 0.6249 | 0.6822 | 0.8260 |
| No log | 11.8824 | 202 | 0.6735 | 0.6144 | 0.6735 | 0.8207 |
| No log | 12.0 | 204 | 0.6629 | 0.6227 | 0.6629 | 0.8142 |
| No log | 12.1176 | 206 | 0.6730 | 0.5830 | 0.6730 | 0.8204 |
| No log | 12.2353 | 208 | 0.6703 | 0.5830 | 0.6703 | 0.8187 |
| No log | 12.3529 | 210 | 0.6473 | 0.6022 | 0.6473 | 0.8045 |
| No log | 12.4706 | 212 | 0.6721 | 0.6015 | 0.6721 | 0.8198 |
| No log | 12.5882 | 214 | 0.6578 | 0.6115 | 0.6578 | 0.8111 |
| No log | 12.7059 | 216 | 0.6550 | 0.6051 | 0.6550 | 0.8093 |
| No log | 12.8235 | 218 | 0.6903 | 0.5869 | 0.6903 | 0.8309 |
| No log | 12.9412 | 220 | 0.7516 | 0.5840 | 0.7516 | 0.8669 |
| No log | 13.0588 | 222 | 0.6955 | 0.5565 | 0.6955 | 0.8339 |
| No log | 13.1765 | 224 | 0.6481 | 0.6320 | 0.6481 | 0.8050 |
| No log | 13.2941 | 226 | 0.6335 | 0.6206 | 0.6335 | 0.7959 |
| No log | 13.4118 | 228 | 0.6329 | 0.6320 | 0.6329 | 0.7956 |
| No log | 13.5294 | 230 | 0.6979 | 0.6296 | 0.6979 | 0.8354 |
| No log | 13.6471 | 232 | 0.7783 | 0.5830 | 0.7783 | 0.8822 |
| No log | 13.7647 | 234 | 0.7694 | 0.6004 | 0.7694 | 0.8772 |
| No log | 13.8824 | 236 | 0.6780 | 0.6110 | 0.6780 | 0.8234 |
| No log | 14.0 | 238 | 0.6668 | 0.6421 | 0.6668 | 0.8166 |
| No log | 14.1176 | 240 | 0.6584 | 0.6006 | 0.6584 | 0.8114 |
| No log | 14.2353 | 242 | 0.6566 | 0.6235 | 0.6566 | 0.8103 |
| No log | 14.3529 | 244 | 0.6529 | 0.6235 | 0.6529 | 0.8080 |
| No log | 14.4706 | 246 | 0.6864 | 0.5968 | 0.6864 | 0.8285 |
| No log | 14.5882 | 248 | 0.6993 | 0.6529 | 0.6993 | 0.8363 |
| No log | 14.7059 | 250 | 0.6599 | 0.6133 | 0.6599 | 0.8124 |
| No log | 14.8235 | 252 | 0.6396 | 0.6217 | 0.6396 | 0.7997 |
| No log | 14.9412 | 254 | 0.6501 | 0.6301 | 0.6501 | 0.8063 |
| No log | 15.0588 | 256 | 0.7284 | 0.6029 | 0.7284 | 0.8535 |
| No log | 15.1765 | 258 | 0.7752 | 0.6145 | 0.7752 | 0.8805 |
| No log | 15.2941 | 260 | 0.7506 | 0.6252 | 0.7506 | 0.8664 |
| No log | 15.4118 | 262 | 0.7021 | 0.5940 | 0.7021 | 0.8379 |
| No log | 15.5294 | 264 | 0.6702 | 0.5895 | 0.6702 | 0.8186 |
| No log | 15.6471 | 266 | 0.7062 | 0.5940 | 0.7062 | 0.8404 |
| No log | 15.7647 | 268 | 0.7015 | 0.5312 | 0.7015 | 0.8376 |
| No log | 15.8824 | 270 | 0.6856 | 0.5820 | 0.6856 | 0.8280 |
| No log | 16.0 | 272 | 0.7666 | 0.5835 | 0.7666 | 0.8756 |
| No log | 16.1176 | 274 | 0.8819 | 0.5306 | 0.8819 | 0.9391 |
| No log | 16.2353 | 276 | 0.8706 | 0.5318 | 0.8706 | 0.9331 |
| No log | 16.3529 | 278 | 0.7553 | 0.5607 | 0.7553 | 0.8691 |
| No log | 16.4706 | 280 | 0.7210 | 0.5684 | 0.7210 | 0.8491 |
| No log | 16.5882 | 282 | 0.8189 | 0.4912 | 0.8189 | 0.9049 |
| No log | 16.7059 | 284 | 0.8745 | 0.4196 | 0.8745 | 0.9352 |
| No log | 16.8235 | 286 | 0.8029 | 0.5018 | 0.8029 | 0.8960 |
| No log | 16.9412 | 288 | 0.7050 | 0.5610 | 0.7050 | 0.8396 |
| No log | 17.0588 | 290 | 0.7029 | 0.5954 | 0.7029 | 0.8384 |
| No log | 17.1765 | 292 | 0.7567 | 0.6064 | 0.7567 | 0.8699 |
| No log | 17.2941 | 294 | 0.7441 | 0.5885 | 0.7441 | 0.8626 |
| No log | 17.4118 | 296 | 0.7235 | 0.5314 | 0.7235 | 0.8506 |
| No log | 17.5294 | 298 | 0.7275 | 0.5111 | 0.7275 | 0.8529 |
| No log | 17.6471 | 300 | 0.7560 | 0.5699 | 0.7560 | 0.8695 |
| No log | 17.7647 | 302 | 0.7972 | 0.5666 | 0.7972 | 0.8928 |
| No log | 17.8824 | 304 | 0.7776 | 0.5487 | 0.7776 | 0.8818 |
| No log | 18.0 | 306 | 0.7374 | 0.5798 | 0.7374 | 0.8587 |
| No log | 18.1176 | 308 | 0.6993 | 0.5909 | 0.6993 | 0.8363 |
| No log | 18.2353 | 310 | 0.6715 | 0.5773 | 0.6715 | 0.8195 |
| No log | 18.3529 | 312 | 0.6737 | 0.5830 | 0.6737 | 0.8208 |
| No log | 18.4706 | 314 | 0.6616 | 0.5830 | 0.6616 | 0.8134 |
| No log | 18.5882 | 316 | 0.6587 | 0.5830 | 0.6587 | 0.8116 |
| No log | 18.7059 | 318 | 0.6554 | 0.5693 | 0.6554 | 0.8096 |
| No log | 18.8235 | 320 | 0.6565 | 0.5985 | 0.6565 | 0.8102 |
| No log | 18.9412 | 322 | 0.6526 | 0.5985 | 0.6526 | 0.8078 |
| No log | 19.0588 | 324 | 0.6538 | 0.6207 | 0.6538 | 0.8086 |
| No log | 19.1765 | 326 | 0.6724 | 0.6187 | 0.6724 | 0.8200 |
| No log | 19.2941 | 328 | 0.6586 | 0.5682 | 0.6586 | 0.8116 |
| No log | 19.4118 | 330 | 0.6567 | 0.5313 | 0.6567 | 0.8104 |
| No log | 19.5294 | 332 | 0.6888 | 0.5326 | 0.6888 | 0.8299 |
| No log | 19.6471 | 334 | 0.6634 | 0.5434 | 0.6634 | 0.8145 |
| No log | 19.7647 | 336 | 0.6550 | 0.5434 | 0.6550 | 0.8093 |
| No log | 19.8824 | 338 | 0.6528 | 0.5409 | 0.6528 | 0.8079 |
| No log | 20.0 | 340 | 0.6495 | 0.6046 | 0.6495 | 0.8059 |
| No log | 20.1176 | 342 | 0.6649 | 0.6199 | 0.6649 | 0.8154 |
| No log | 20.2353 | 344 | 0.6528 | 0.5880 | 0.6528 | 0.8080 |
| No log | 20.3529 | 346 | 0.6348 | 0.6262 | 0.6348 | 0.7968 |
| No log | 20.4706 | 348 | 0.6337 | 0.6262 | 0.6337 | 0.7960 |
| No log | 20.5882 | 350 | 0.6320 | 0.6262 | 0.6320 | 0.7950 |
| No log | 20.7059 | 352 | 0.6477 | 0.6014 | 0.6477 | 0.8048 |
| No log | 20.8235 | 354 | 0.6700 | 0.6305 | 0.6700 | 0.8185 |
| No log | 20.9412 | 356 | 0.6619 | 0.5763 | 0.6619 | 0.8136 |
| No log | 21.0588 | 358 | 0.6323 | 0.6114 | 0.6323 | 0.7951 |
| No log | 21.1765 | 360 | 0.6669 | 0.5653 | 0.6669 | 0.8166 |
| No log | 21.2941 | 362 | 0.6703 | 0.5219 | 0.6703 | 0.8187 |
| No log | 21.4118 | 364 | 0.6299 | 0.6164 | 0.6299 | 0.7937 |
| No log | 21.5294 | 366 | 0.6530 | 0.6167 | 0.6530 | 0.8081 |
| No log | 21.6471 | 368 | 0.6768 | 0.5964 | 0.6768 | 0.8227 |
| No log | 21.7647 | 370 | 0.6910 | 0.6071 | 0.6910 | 0.8313 |
| No log | 21.8824 | 372 | 0.6912 | 0.6157 | 0.6912 | 0.8314 |
| No log | 22.0 | 374 | 0.6620 | 0.6157 | 0.6620 | 0.8136 |
| No log | 22.1176 | 376 | 0.6639 | 0.6352 | 0.6639 | 0.8148 |
| No log | 22.2353 | 378 | 0.6370 | 0.6328 | 0.6370 | 0.7981 |
| No log | 22.3529 | 380 | 0.6424 | 0.6328 | 0.6424 | 0.8015 |
| No log | 22.4706 | 382 | 0.6723 | 0.6328 | 0.6723 | 0.8199 |
| No log | 22.5882 | 384 | 0.7047 | 0.6310 | 0.7047 | 0.8395 |
| No log | 22.7059 | 386 | 0.7355 | 0.5591 | 0.7355 | 0.8576 |
| No log | 22.8235 | 388 | 0.7710 | 0.5655 | 0.7710 | 0.8780 |
| No log | 22.9412 | 390 | 0.7559 | 0.5591 | 0.7559 | 0.8694 |
| No log | 23.0588 | 392 | 0.6888 | 0.5858 | 0.6888 | 0.8299 |
| No log | 23.1765 | 394 | 0.6266 | 0.6133 | 0.6266 | 0.7916 |
| No log | 23.2941 | 396 | 0.6202 | 0.6154 | 0.6202 | 0.7875 |
| No log | 23.4118 | 398 | 0.6281 | 0.6154 | 0.6281 | 0.7925 |
| No log | 23.5294 | 400 | 0.6220 | 0.6060 | 0.6220 | 0.7887 |
| No log | 23.6471 | 402 | 0.6263 | 0.6154 | 0.6263 | 0.7914 |
| No log | 23.7647 | 404 | 0.6446 | 0.5986 | 0.6446 | 0.8029 |
| No log | 23.8824 | 406 | 0.6533 | 0.5654 | 0.6533 | 0.8082 |
| No log | 24.0 | 408 | 0.6418 | 0.6397 | 0.6418 | 0.8012 |
| No log | 24.1176 | 410 | 0.6298 | 0.6164 | 0.6298 | 0.7936 |
| No log | 24.2353 | 412 | 0.6197 | 0.6345 | 0.6197 | 0.7872 |
| No log | 24.3529 | 414 | 0.6038 | 0.6239 | 0.6038 | 0.7770 |
| No log | 24.4706 | 416 | 0.6014 | 0.6441 | 0.6014 | 0.7755 |
| No log | 24.5882 | 418 | 0.5941 | 0.6441 | 0.5941 | 0.7708 |
| No log | 24.7059 | 420 | 0.5857 | 0.6460 | 0.5857 | 0.7653 |
| No log | 24.8235 | 422 | 0.5774 | 0.6433 | 0.5774 | 0.7599 |
| No log | 24.9412 | 424 | 0.5798 | 0.6641 | 0.5798 | 0.7614 |
| No log | 25.0588 | 426 | 0.5890 | 0.6555 | 0.5890 | 0.7675 |
| No log | 25.1765 | 428 | 0.5933 | 0.6555 | 0.5933 | 0.7703 |
| No log | 25.2941 | 430 | 0.5854 | 0.6389 | 0.5854 | 0.7651 |
| No log | 25.4118 | 432 | 0.5867 | 0.6339 | 0.5867 | 0.7660 |
| No log | 25.5294 | 434 | 0.6010 | 0.5418 | 0.6010 | 0.7753 |
| No log | 25.6471 | 436 | 0.6029 | 0.6555 | 0.6029 | 0.7765 |
| No log | 25.7647 | 438 | 0.6012 | 0.6398 | 0.6012 | 0.7753 |
| No log | 25.8824 | 440 | 0.6127 | 0.6284 | 0.6127 | 0.7827 |
| No log | 26.0 | 442 | 0.6266 | 0.6573 | 0.6266 | 0.7916 |
| No log | 26.1176 | 444 | 0.6037 | 0.6451 | 0.6037 | 0.7770 |
| No log | 26.2353 | 446 | 0.5814 | 0.6217 | 0.5814 | 0.7625 |
| No log | 26.3529 | 448 | 0.5738 | 0.6339 | 0.5738 | 0.7575 |
| No log | 26.4706 | 450 | 0.5757 | 0.6460 | 0.5757 | 0.7588 |
| No log | 26.5882 | 452 | 0.6023 | 0.6460 | 0.6023 | 0.7761 |
| No log | 26.7059 | 454 | 0.6549 | 0.6262 | 0.6549 | 0.8093 |
| No log | 26.8235 | 456 | 0.6758 | 0.6377 | 0.6758 | 0.8221 |
| No log | 26.9412 | 458 | 0.6572 | 0.6521 | 0.6572 | 0.8107 |
| No log | 27.0588 | 460 | 0.6135 | 0.6468 | 0.6135 | 0.7832 |
| No log | 27.1765 | 462 | 0.5757 | 0.6970 | 0.5757 | 0.7587 |
| No log | 27.2941 | 464 | 0.5912 | 0.6144 | 0.5912 | 0.7689 |
| No log | 27.4118 | 466 | 0.6034 | 0.6144 | 0.6034 | 0.7768 |
| No log | 27.5294 | 468 | 0.5915 | 0.6479 | 0.5915 | 0.7691 |
| No log | 27.6471 | 470 | 0.6136 | 0.6231 | 0.6136 | 0.7833 |
| No log | 27.7647 | 472 | 0.6710 | 0.6262 | 0.6710 | 0.8191 |
| No log | 27.8824 | 474 | 0.6833 | 0.6377 | 0.6833 | 0.8266 |
| No log | 28.0 | 476 | 0.6628 | 0.6249 | 0.6628 | 0.8142 |
| No log | 28.1176 | 478 | 0.6438 | 0.6063 | 0.6438 | 0.8024 |
| No log | 28.2353 | 480 | 0.6449 | 0.6092 | 0.6449 | 0.8031 |
| No log | 28.3529 | 482 | 0.6551 | 0.5858 | 0.6551 | 0.8094 |
| No log | 28.4706 | 484 | 0.6734 | 0.5858 | 0.6734 | 0.8206 |
| No log | 28.5882 | 486 | 0.6628 | 0.6143 | 0.6628 | 0.8141 |
| No log | 28.7059 | 488 | 0.6643 | 0.6255 | 0.6643 | 0.8150 |
| No log | 28.8235 | 490 | 0.6662 | 0.6143 | 0.6662 | 0.8162 |
| No log | 28.9412 | 492 | 0.6690 | 0.6143 | 0.6690 | 0.8179 |
| No log | 29.0588 | 494 | 0.6793 | 0.6063 | 0.6793 | 0.8242 |
| No log | 29.1765 | 496 | 0.7100 | 0.6395 | 0.7100 | 0.8426 |
| No log | 29.2941 | 498 | 0.7293 | 0.6099 | 0.7293 | 0.8540 |
| 0.2308 | 29.4118 | 500 | 0.7184 | 0.5822 | 0.7184 | 0.8476 |
| 0.2308 | 29.5294 | 502 | 0.6935 | 0.5992 | 0.6935 | 0.8327 |
| 0.2308 | 29.6471 | 504 | 0.6887 | 0.5992 | 0.6887 | 0.8299 |
| 0.2308 | 29.7647 | 506 | 0.6865 | 0.5992 | 0.6865 | 0.8285 |
| 0.2308 | 29.8824 | 508 | 0.6613 | 0.6255 | 0.6613 | 0.8132 |
| 0.2308 | 30.0 | 510 | 0.6519 | 0.6255 | 0.6519 | 0.8074 |
| 0.2308 | 30.1176 | 512 | 0.6623 | 0.6255 | 0.6623 | 0.8138 |
| 0.2308 | 30.2353 | 514 | 0.6592 | 0.5992 | 0.6592 | 0.8119 |
| 0.2308 | 30.3529 | 516 | 0.6443 | 0.6137 | 0.6443 | 0.8027 |
| 0.2308 | 30.4706 | 518 | 0.6191 | 0.6028 | 0.6191 | 0.7868 |
| 0.2308 | 30.5882 | 520 | 0.6134 | 0.6028 | 0.6134 | 0.7832 |
| 0.2308 | 30.7059 | 522 | 0.6159 | 0.6028 | 0.6159 | 0.7848 |
| 0.2308 | 30.8235 | 524 | 0.6289 | 0.6100 | 0.6289 | 0.7930 |
| 0.2308 | 30.9412 | 526 | 0.6808 | 0.6236 | 0.6808 | 0.8251 |
| 0.2308 | 31.0588 | 528 | 0.7351 | 0.5928 | 0.7351 | 0.8574 |
| 0.2308 | 31.1765 | 530 | 0.7447 | 0.5928 | 0.7447 | 0.8630 |
| 0.2308 | 31.2941 | 532 | 0.7280 | 0.5766 | 0.7280 | 0.8532 |
| 0.2308 | 31.4118 | 534 | 0.6965 | 0.5572 | 0.6965 | 0.8346 |
| 0.2308 | 31.5294 | 536 | 0.7243 | 0.5928 | 0.7243 | 0.8511 |
| 0.2308 | 31.6471 | 538 | 0.6984 | 0.6238 | 0.6984 | 0.8357 |
| 0.2308 | 31.7647 | 540 | 0.6242 | 0.6137 | 0.6242 | 0.7901 |
| 0.2308 | 31.8824 | 542 | 0.5971 | 0.6745 | 0.5971 | 0.7727 |
| 0.2308 | 32.0 | 544 | 0.5988 | 0.6546 | 0.5988 | 0.7738 |
| 0.2308 | 32.1176 | 546 | 0.6224 | 0.6147 | 0.6224 | 0.7890 |
| 0.2308 | 32.2353 | 548 | 0.7131 | 0.6238 | 0.7131 | 0.8445 |
| 0.2308 | 32.3529 | 550 | 0.8099 | 0.5686 | 0.8099 | 0.8999 |
| 0.2308 | 32.4706 | 552 | 0.8416 | 0.5387 | 0.8416 | 0.9174 |
| 0.2308 | 32.5882 | 554 | 0.7773 | 0.5928 | 0.7773 | 0.8816 |
| 0.2308 | 32.7059 | 556 | 0.6850 | 0.6042 | 0.6850 | 0.8276 |
| 0.2308 | 32.8235 | 558 | 0.6249 | 0.6933 | 0.6249 | 0.7905 |
| 0.2308 | 32.9412 | 560 | 0.6128 | 0.6011 | 0.6128 | 0.7828 |
| 0.2308 | 33.0588 | 562 | 0.6095 | 0.6114 | 0.6095 | 0.7807 |
| 0.2308 | 33.1765 | 564 | 0.6124 | 0.5975 | 0.6124 | 0.7826 |
| 0.2308 | 33.2941 | 566 | 0.6313 | 0.6048 | 0.6313 | 0.7945 |
| 0.2308 | 33.4118 | 568 | 0.6583 | 0.6476 | 0.6583 | 0.8114 |
| 0.2308 | 33.5294 | 570 | 0.6412 | 0.5939 | 0.6412 | 0.8008 |
| 0.2308 | 33.6471 | 572 | 0.6353 | 0.5863 | 0.6353 | 0.7970 |
| 0.2308 | 33.7647 | 574 | 0.6356 | 0.5863 | 0.6356 | 0.7972 |
| 0.2308 | 33.8824 | 576 | 0.6515 | 0.6291 | 0.6515 | 0.8072 |
| 0.2308 | 34.0 | 578 | 0.6651 | 0.6305 | 0.6651 | 0.8155 |
| 0.2308 | 34.1176 | 580 | 0.6671 | 0.6569 | 0.6671 | 0.8168 |
| 0.2308 | 34.2353 | 582 | 0.6628 | 0.6422 | 0.6628 | 0.8141 |
| 0.2308 | 34.3529 | 584 | 0.6489 | 0.6623 | 0.6489 | 0.8056 |
| 0.2308 | 34.4706 | 586 | 0.6369 | 0.5863 | 0.6369 | 0.7980 |
| 0.2308 | 34.5882 | 588 | 0.6401 | 0.5863 | 0.6401 | 0.8000 |
| 0.2308 | 34.7059 | 590 | 0.6454 | 0.6247 | 0.6454 | 0.8034 |
| 0.2308 | 34.8235 | 592 | 0.6541 | 0.6584 | 0.6541 | 0.8088 |
| 0.2308 | 34.9412 | 594 | 0.6348 | 0.6123 | 0.6348 | 0.7968 |
| 0.2308 | 35.0588 | 596 | 0.6264 | 0.6144 | 0.6264 | 0.7915 |
| 0.2308 | 35.1765 | 598 | 0.6284 | 0.6144 | 0.6284 | 0.7927 |
| 0.2308 | 35.2941 | 600 | 0.6281 | 0.6144 | 0.6281 | 0.7925 |
| 0.2308 | 35.4118 | 602 | 0.6416 | 0.5735 | 0.6416 | 0.8010 |
| 0.2308 | 35.5294 | 604 | 0.6491 | 0.5735 | 0.6491 | 0.8056 |
| 0.2308 | 35.6471 | 606 | 0.6416 | 0.5735 | 0.6416 | 0.8010 |
| 0.2308 | 35.7647 | 608 | 0.6291 | 0.6144 | 0.6291 | 0.7931 |
| 0.2308 | 35.8824 | 610 | 0.6159 | 0.6144 | 0.6159 | 0.7848 |
| 0.2308 | 36.0 | 612 | 0.6094 | 0.5884 | 0.6094 | 0.7807 |
| 0.2308 | 36.1176 | 614 | 0.6056 | 0.6078 | 0.6056 | 0.7782 |
| 0.2308 | 36.2353 | 616 | 0.6087 | 0.6138 | 0.6087 | 0.7802 |
| 0.2308 | 36.3529 | 618 | 0.5929 | 0.6275 | 0.5929 | 0.7700 |
| 0.2308 | 36.4706 | 620 | 0.5749 | 0.6078 | 0.5749 | 0.7582 |
| 0.2308 | 36.5882 | 622 | 0.5633 | 0.6316 | 0.5633 | 0.7506 |
| 0.2308 | 36.7059 | 624 | 0.5601 | 0.6426 | 0.5601 | 0.7484 |
| 0.2308 | 36.8235 | 626 | 0.5562 | 0.6426 | 0.5562 | 0.7458 |
| 0.2308 | 36.9412 | 628 | 0.5709 | 0.6602 | 0.5709 | 0.7556 |
| 0.2308 | 37.0588 | 630 | 0.6125 | 0.6502 | 0.6125 | 0.7826 |
| 0.2308 | 37.1765 | 632 | 0.6849 | 0.6247 | 0.6849 | 0.8276 |
| 0.2308 | 37.2941 | 634 | 0.7334 | 0.5928 | 0.7334 | 0.8564 |
| 0.2308 | 37.4118 | 636 | 0.6967 | 0.6417 | 0.6967 | 0.8347 |
| 0.2308 | 37.5294 | 638 | 0.6344 | 0.6459 | 0.6344 | 0.7965 |
| 0.2308 | 37.6471 | 640 | 0.5750 | 0.6838 | 0.5750 | 0.7583 |
| 0.2308 | 37.7647 | 642 | 0.5621 | 0.6266 | 0.5621 | 0.7497 |
| 0.2308 | 37.8824 | 644 | 0.5592 | 0.6627 | 0.5592 | 0.7478 |
| 0.2308 | 38.0 | 646 | 0.5630 | 0.6737 | 0.5630 | 0.7504 |
| 0.2308 | 38.1176 | 648 | 0.5617 | 0.6518 | 0.5617 | 0.7495 |
| 0.2308 | 38.2353 | 650 | 0.5651 | 0.6266 | 0.5651 | 0.7517 |
| 0.2308 | 38.3529 | 652 | 0.5838 | 0.6593 | 0.5838 | 0.7641 |
| 0.2308 | 38.4706 | 654 | 0.5910 | 0.6764 | 0.5910 | 0.7688 |
| 0.2308 | 38.5882 | 656 | 0.5880 | 0.6593 | 0.5880 | 0.7668 |
| 0.2308 | 38.7059 | 658 | 0.5895 | 0.6593 | 0.5895 | 0.7678 |
| 0.2308 | 38.8235 | 660 | 0.5870 | 0.6491 | 0.5870 | 0.7662 |
| 0.2308 | 38.9412 | 662 | 0.5765 | 0.6104 | 0.5765 | 0.7592 |
| 0.2308 | 39.0588 | 664 | 0.5794 | 0.6001 | 0.5794 | 0.7612 |
| 0.2308 | 39.1765 | 666 | 0.5795 | 0.6114 | 0.5795 | 0.7613 |
| 0.2308 | 39.2941 | 668 | 0.5806 | 0.6124 | 0.5806 | 0.7620 |
| 0.2308 | 39.4118 | 670 | 0.5847 | 0.6237 | 0.5847 | 0.7647 |
| 0.2308 | 39.5294 | 672 | 0.5797 | 0.6124 | 0.5797 | 0.7614 |
| 0.2308 | 39.6471 | 674 | 0.5812 | 0.6433 | 0.5812 | 0.7624 |
| 0.2308 | 39.7647 | 676 | 0.5838 | 0.6076 | 0.5838 | 0.7641 |
| 0.2308 | 39.8824 | 678 | 0.5891 | 0.6278 | 0.5891 | 0.7676 |
| 0.2308 | 40.0 | 680 | 0.6017 | 0.6371 | 0.6017 | 0.7757 |
| 0.2308 | 40.1176 | 682 | 0.6266 | 0.6137 | 0.6266 | 0.7916 |
| 0.2308 | 40.2353 | 684 | 0.6271 | 0.6167 | 0.6271 | 0.7919 |
| 0.2308 | 40.3529 | 686 | 0.6120 | 0.6255 | 0.6120 | 0.7823 |
| 0.2308 | 40.4706 | 688 | 0.6112 | 0.5939 | 0.6112 | 0.7818 |
| 0.2308 | 40.5882 | 690 | 0.6069 | 0.5923 | 0.6069 | 0.7791 |
| 0.2308 | 40.7059 | 692 | 0.6043 | 0.6433 | 0.6043 | 0.7774 |
| 0.2308 | 40.8235 | 694 | 0.6049 | 0.6320 | 0.6049 | 0.7777 |
| 0.2308 | 40.9412 | 696 | 0.6041 | 0.6500 | 0.6041 | 0.7772 |
| 0.2308 | 41.0588 | 698 | 0.5985 | 0.5874 | 0.5985 | 0.7736 |
| 0.2308 | 41.1765 | 700 | 0.5944 | 0.6206 | 0.5944 | 0.7710 |
| 0.2308 | 41.2941 | 702 | 0.5923 | 0.6215 | 0.5923 | 0.7696 |
| 0.2308 | 41.4118 | 704 | 0.5995 | 0.6115 | 0.5995 | 0.7743 |
| 0.2308 | 41.5294 | 706 | 0.6036 | 0.6225 | 0.6036 | 0.7769 |
| 0.2308 | 41.6471 | 708 | 0.6046 | 0.5828 | 0.6046 | 0.7776 |
| 0.2308 | 41.7647 | 710 | 0.6097 | 0.5817 | 0.6097 | 0.7808 |
| 0.2308 | 41.8824 | 712 | 0.6199 | 0.6239 | 0.6199 | 0.7873 |
| 0.2308 | 42.0 | 714 | 0.6330 | 0.6377 | 0.6330 | 0.7956 |
| 0.2308 | 42.1176 | 716 | 0.6339 | 0.5937 | 0.6339 | 0.7962 |
| 0.2308 | 42.2353 | 718 | 0.6239 | 0.5602 | 0.6239 | 0.7899 |
| 0.2308 | 42.3529 | 720 | 0.6205 | 0.5383 | 0.6205 | 0.7877 |
| 0.2308 | 42.4706 | 722 | 0.6150 | 0.5928 | 0.6150 | 0.7842 |
| 0.2308 | 42.5882 | 724 | 0.6162 | 0.6479 | 0.6162 | 0.7850 |
| 0.2308 | 42.7059 | 726 | 0.6216 | 0.6133 | 0.6216 | 0.7884 |
| 0.2308 | 42.8235 | 728 | 0.6316 | 0.6460 | 0.6316 | 0.7947 |
| 0.2308 | 42.9412 | 730 | 0.6608 | 0.5981 | 0.6608 | 0.8129 |
| 0.2308 | 43.0588 | 732 | 0.6722 | 0.5953 | 0.6722 | 0.8199 |
| 0.2308 | 43.1765 | 734 | 0.6536 | 0.5981 | 0.6536 | 0.8085 |
| 0.2308 | 43.2941 | 736 | 0.6307 | 0.6360 | 0.6307 | 0.7941 |
| 0.2308 | 43.4118 | 738 | 0.6306 | 0.6276 | 0.6306 | 0.7941 |
| 0.2308 | 43.5294 | 740 | 0.6354 | 0.6265 | 0.6354 | 0.7971 |
| 0.2308 | 43.6471 | 742 | 0.6414 | 0.6377 | 0.6414 | 0.8009 |
| 0.2308 | 43.7647 | 744 | 0.6365 | 0.6620 | 0.6365 | 0.7978 |
| 0.2308 | 43.8824 | 746 | 0.6317 | 0.6165 | 0.6317 | 0.7948 |
| 0.2308 | 44.0 | 748 | 0.6266 | 0.5820 | 0.6266 | 0.7916 |
| 0.2308 | 44.1176 | 750 | 0.6248 | 0.6239 | 0.6248 | 0.7905 |
| 0.2308 | 44.2353 | 752 | 0.6297 | 0.6066 | 0.6297 | 0.7935 |
| 0.2308 | 44.3529 | 754 | 0.6222 | 0.6048 | 0.6222 | 0.7888 |
| 0.2308 | 44.4706 | 756 | 0.6099 | 0.6105 | 0.6099 | 0.7810 |
| 0.2308 | 44.5882 | 758 | 0.6164 | 0.6325 | 0.6164 | 0.7851 |
| 0.2308 | 44.7059 | 760 | 0.6200 | 0.6225 | 0.6200 | 0.7874 |
| 0.2308 | 44.8235 | 762 | 0.6085 | 0.6225 | 0.6085 | 0.7801 |
| 0.2308 | 44.9412 | 764 | 0.5996 | 0.6087 | 0.5996 | 0.7743 |
| 0.2308 | 45.0588 | 766 | 0.6015 | 0.6041 | 0.6015 | 0.7755 |
| 0.2308 | 45.1765 | 768 | 0.5998 | 0.6310 | 0.5998 | 0.7744 |
| 0.2308 | 45.2941 | 770 | 0.5939 | 0.6068 | 0.5939 | 0.7706 |
| 0.2308 | 45.4118 | 772 | 0.5929 | 0.6374 | 0.5929 | 0.7700 |
| 0.2308 | 45.5294 | 774 | 0.5975 | 0.6641 | 0.5975 | 0.7730 |
| 0.2308 | 45.6471 | 776 | 0.6185 | 0.6396 | 0.6185 | 0.7865 |
| 0.2308 | 45.7647 | 778 | 0.6444 | 0.6218 | 0.6444 | 0.8028 |
| 0.2308 | 45.8824 | 780 | 0.6312 | 0.6328 | 0.6312 | 0.7945 |
| 0.2308 | 46.0 | 782 | 0.6093 | 0.6167 | 0.6093 | 0.7806 |
| 0.2308 | 46.1176 | 784 | 0.5938 | 0.6658 | 0.5938 | 0.7706 |
| 0.2308 | 46.2353 | 786 | 0.5946 | 0.6134 | 0.5946 | 0.7711 |
| 0.2308 | 46.3529 | 788 | 0.5910 | 0.6032 | 0.5910 | 0.7687 |
| 0.2308 | 46.4706 | 790 | 0.5836 | 0.6032 | 0.5836 | 0.7640 |
| 0.2308 | 46.5882 | 792 | 0.5795 | 0.6225 | 0.5795 | 0.7613 |
| 0.2308 | 46.7059 | 794 | 0.5846 | 0.6410 | 0.5846 | 0.7646 |
| 0.2308 | 46.8235 | 796 | 0.5801 | 0.6410 | 0.5801 | 0.7617 |
| 0.2308 | 46.9412 | 798 | 0.5795 | 0.6115 | 0.5795 | 0.7612 |
| 0.2308 | 47.0588 | 800 | 0.5874 | 0.5684 | 0.5874 | 0.7664 |
| 0.2308 | 47.1765 | 802 | 0.5929 | 0.5684 | 0.5929 | 0.7700 |
| 0.2308 | 47.2941 | 804 | 0.5951 | 0.5784 | 0.5951 | 0.7714 |
| 0.2308 | 47.4118 | 806 | 0.5968 | 0.6339 | 0.5968 | 0.7725 |
| 0.2308 | 47.5294 | 808 | 0.5943 | 0.6339 | 0.5943 | 0.7709 |
| 0.2308 | 47.6471 | 810 | 0.5901 | 0.6339 | 0.5901 | 0.7682 |
| 0.2308 | 47.7647 | 812 | 0.5891 | 0.6227 | 0.5891 | 0.7675 |
| 0.2308 | 47.8824 | 814 | 0.5935 | 0.6177 | 0.5935 | 0.7704 |
| 0.2308 | 48.0 | 816 | 0.6054 | 0.6291 | 0.6054 | 0.7781 |
| 0.2308 | 48.1176 | 818 | 0.6095 | 0.6291 | 0.6095 | 0.7807 |
| 0.2308 | 48.2353 | 820 | 0.6089 | 0.6187 | 0.6089 | 0.7803 |
| 0.2308 | 48.3529 | 822 | 0.6061 | 0.6354 | 0.6061 | 0.7785 |
| 0.2308 | 48.4706 | 824 | 0.6057 | 0.6154 | 0.6057 | 0.7783 |
| 0.2308 | 48.5882 | 826 | 0.6070 | 0.6154 | 0.6070 | 0.7791 |
| 0.2308 | 48.7059 | 828 | 0.6012 | 0.6154 | 0.6012 | 0.7754 |
| 0.2308 | 48.8235 | 830 | 0.5932 | 0.6154 | 0.5932 | 0.7702 |
| 0.2308 | 48.9412 | 832 | 0.5909 | 0.6039 | 0.5909 | 0.7687 |
| 0.2308 | 49.0588 | 834 | 0.5949 | 0.6632 | 0.5949 | 0.7713 |
| 0.2308 | 49.1765 | 836 | 0.6041 | 0.6187 | 0.6041 | 0.7772 |
| 0.2308 | 49.2941 | 838 | 0.6041 | 0.6187 | 0.6041 | 0.7773 |
| 0.2308 | 49.4118 | 840 | 0.5895 | 0.6187 | 0.5895 | 0.7678 |
| 0.2308 | 49.5294 | 842 | 0.5902 | 0.6482 | 0.5902 | 0.7683 |
| 0.2308 | 49.6471 | 844 | 0.5871 | 0.6482 | 0.5871 | 0.7662 |
| 0.2308 | 49.7647 | 846 | 0.5804 | 0.6806 | 0.5804 | 0.7618 |
| 0.2308 | 49.8824 | 848 | 0.5778 | 0.6962 | 0.5778 | 0.7601 |
| 0.2308 | 50.0 | 850 | 0.5855 | 0.6806 | 0.5855 | 0.7652 |
| 0.2308 | 50.1176 | 852 | 0.5897 | 0.6806 | 0.5897 | 0.7680 |
| 0.2308 | 50.2353 | 854 | 0.5868 | 0.6806 | 0.5868 | 0.7660 |
| 0.2308 | 50.3529 | 856 | 0.5780 | 0.6330 | 0.5780 | 0.7603 |
| 0.2308 | 50.4706 | 858 | 0.5759 | 0.6105 | 0.5759 | 0.7589 |
| 0.2308 | 50.5882 | 860 | 0.5819 | 0.6215 | 0.5819 | 0.7628 |
| 0.2308 | 50.7059 | 862 | 0.5869 | 0.6237 | 0.5869 | 0.7661 |
| 0.2308 | 50.8235 | 864 | 0.5882 | 0.6237 | 0.5882 | 0.7669 |
| 0.2308 | 50.9412 | 866 | 0.5910 | 0.6237 | 0.5910 | 0.7688 |
| 0.2308 | 51.0588 | 868 | 0.5981 | 0.5884 | 0.5981 | 0.7734 |
| 0.2308 | 51.1765 | 870 | 0.6130 | 0.6602 | 0.6130 | 0.7830 |
| 0.2308 | 51.2941 | 872 | 0.6233 | 0.6482 | 0.6233 | 0.7895 |
| 0.2308 | 51.4118 | 874 | 0.6387 | 0.6082 | 0.6387 | 0.7992 |
| 0.2308 | 51.5294 | 876 | 0.6491 | 0.6188 | 0.6491 | 0.8057 |
| 0.2308 | 51.6471 | 878 | 0.6362 | 0.6112 | 0.6362 | 0.7976 |
| 0.2308 | 51.7647 | 880 | 0.6208 | 0.6112 | 0.6208 | 0.7879 |
| 0.2308 | 51.8824 | 882 | 0.6094 | 0.6479 | 0.6094 | 0.7806 |
| 0.2308 | 52.0 | 884 | 0.6078 | 0.6673 | 0.6078 | 0.7796 |
| 0.2308 | 52.1176 | 886 | 0.6003 | 0.6681 | 0.6003 | 0.7748 |
| 0.2308 | 52.2353 | 888 | 0.5981 | 0.6249 | 0.5981 | 0.7734 |
| 0.2308 | 52.3529 | 890 | 0.5913 | 0.6555 | 0.5913 | 0.7689 |
| 0.2308 | 52.4706 | 892 | 0.5859 | 0.6215 | 0.5859 | 0.7655 |
| 0.2308 | 52.5882 | 894 | 0.5825 | 0.6115 | 0.5825 | 0.7632 |
| 0.2308 | 52.7059 | 896 | 0.5801 | 0.6316 | 0.5801 | 0.7617 |
| 0.2308 | 52.8235 | 898 | 0.5808 | 0.6078 | 0.5808 | 0.7621 |
| 0.2308 | 52.9412 | 900 | 0.5847 | 0.6068 | 0.5847 | 0.7647 |
| 0.2308 | 53.0588 | 902 | 0.5932 | 0.6464 | 0.5932 | 0.7702 |
| 0.2308 | 53.1765 | 904 | 0.5833 | 0.6266 | 0.5833 | 0.7637 |
| 0.2308 | 53.2941 | 906 | 0.5761 | 0.6068 | 0.5761 | 0.7590 |
| 0.2308 | 53.4118 | 908 | 0.5763 | 0.6078 | 0.5763 | 0.7592 |
| 0.2308 | 53.5294 | 910 | 0.5809 | 0.6452 | 0.5809 | 0.7622 |
| 0.2308 | 53.6471 | 912 | 0.5860 | 0.6134 | 0.5860 | 0.7655 |
| 0.2308 | 53.7647 | 914 | 0.5913 | 0.6237 | 0.5913 | 0.7690 |
| 0.2308 | 53.8824 | 916 | 0.5971 | 0.6649 | 0.5971 | 0.7727 |
| 0.2308 | 54.0 | 918 | 0.6006 | 0.6649 | 0.6006 | 0.7750 |
| 0.2308 | 54.1176 | 920 | 0.6042 | 0.6345 | 0.6042 | 0.7773 |
| 0.2308 | 54.2353 | 922 | 0.6049 | 0.6207 | 0.6049 | 0.7778 |
| 0.2308 | 54.3529 | 924 | 0.6080 | 0.6094 | 0.6080 | 0.7798 |
| 0.2308 | 54.4706 | 926 | 0.6071 | 0.5985 | 0.6071 | 0.7792 |
| 0.2308 | 54.5882 | 928 | 0.6083 | 0.5995 | 0.6083 | 0.7799 |
| 0.2308 | 54.7059 | 930 | 0.6083 | 0.5995 | 0.6083 | 0.7800 |
| 0.2308 | 54.8235 | 932 | 0.6102 | 0.5995 | 0.6102 | 0.7811 |
| 0.2308 | 54.9412 | 934 | 0.6097 | 0.5995 | 0.6097 | 0.7808 |
| 0.2308 | 55.0588 | 936 | 0.6097 | 0.6134 | 0.6097 | 0.7808 |
| 0.2308 | 55.1765 | 938 | 0.6114 | 0.6358 | 0.6114 | 0.7819 |
| 0.2308 | 55.2941 | 940 | 0.6135 | 0.6358 | 0.6135 | 0.7833 |
| 0.2308 | 55.4118 | 942 | 0.6119 | 0.6246 | 0.6119 | 0.7822 |
| 0.2308 | 55.5294 | 944 | 0.6082 | 0.6134 | 0.6082 | 0.7799 |
| 0.2308 | 55.6471 | 946 | 0.6098 | 0.6133 | 0.6098 | 0.7809 |
| 0.2308 | 55.7647 | 948 | 0.6121 | 0.6207 | 0.6121 | 0.7824 |
| 0.2308 | 55.8824 | 950 | 0.6099 | 0.6207 | 0.6099 | 0.7809 |
| 0.2308 | 56.0 | 952 | 0.5999 | 0.6297 | 0.5999 | 0.7746 |
| 0.2308 | 56.1176 | 954 | 0.5942 | 0.5995 | 0.5942 | 0.7709 |
| 0.2308 | 56.2353 | 956 | 0.5930 | 0.6237 | 0.5930 | 0.7700 |
| 0.2308 | 56.3529 | 958 | 0.5939 | 0.6196 | 0.5939 | 0.7706 |
| 0.2308 | 56.4706 | 960 | 0.5978 | 0.6398 | 0.5978 | 0.7732 |
| 0.2308 | 56.5882 | 962 | 0.6071 | 0.6138 | 0.6071 | 0.7791 |
| 0.2308 | 56.7059 | 964 | 0.6082 | 0.6138 | 0.6082 | 0.7799 |
| 0.2308 | 56.8235 | 966 | 0.6064 | 0.6167 | 0.6064 | 0.7787 |
| 0.2308 | 56.9412 | 968 | 0.6065 | 0.6167 | 0.6065 | 0.7788 |
| 0.2308 | 57.0588 | 970 | 0.5962 | 0.6649 | 0.5962 | 0.7722 |
| 0.2308 | 57.1765 | 972 | 0.5946 | 0.6649 | 0.5946 | 0.7711 |
| 0.2308 | 57.2941 | 974 | 0.5932 | 0.6546 | 0.5932 | 0.7702 |
| 0.2308 | 57.4118 | 976 | 0.5909 | 0.6546 | 0.5909 | 0.7687 |
| 0.2308 | 57.5294 | 978 | 0.5924 | 0.6649 | 0.5924 | 0.7697 |
| 0.2308 | 57.6471 | 980 | 0.5955 | 0.6500 | 0.5955 | 0.7717 |
| 0.2308 | 57.7647 | 982 | 0.5957 | 0.6500 | 0.5957 | 0.7718 |
| 0.2308 | 57.8824 | 984 | 0.5916 | 0.6297 | 0.5916 | 0.7691 |
| 0.2308 | 58.0 | 986 | 0.5935 | 0.6354 | 0.5935 | 0.7704 |
| 0.2308 | 58.1176 | 988 | 0.6060 | 0.6451 | 0.6060 | 0.7785 |
| 0.2308 | 58.2353 | 990 | 0.6138 | 0.5921 | 0.6138 | 0.7834 |
| 0.2308 | 58.3529 | 992 | 0.6223 | 0.6154 | 0.6223 | 0.7889 |
| 0.2308 | 58.4706 | 994 | 0.6297 | 0.6377 | 0.6297 | 0.7935 |
| 0.2308 | 58.5882 | 996 | 0.6289 | 0.6265 | 0.6289 | 0.7931 |
| 0.2308 | 58.7059 | 998 | 0.6264 | 0.6209 | 0.6264 | 0.7914 |
| 0.051 | 58.8235 | 1000 | 0.6221 | 0.5763 | 0.6221 | 0.7887 |
| 0.051 | 58.9412 | 1002 | 0.6071 | 0.6239 | 0.6071 | 0.7792 |
| 0.051 | 59.0588 | 1004 | 0.6020 | 0.6433 | 0.6020 | 0.7759 |
| 0.051 | 59.1765 | 1006 | 0.6013 | 0.6186 | 0.6013 | 0.7754 |
| 0.051 | 59.2941 | 1008 | 0.6082 | 0.6356 | 0.6082 | 0.7799 |
| 0.051 | 59.4118 | 1010 | 0.6188 | 0.6347 | 0.6188 | 0.7867 |
| 0.051 | 59.5294 | 1012 | 0.6206 | 0.6157 | 0.6206 | 0.7878 |
| 0.051 | 59.6471 | 1014 | 0.6136 | 0.6736 | 0.6136 | 0.7833 |
| 0.051 | 59.7647 | 1016 | 0.6088 | 0.6451 | 0.6088 | 0.7803 |
| 0.051 | 59.8824 | 1018 | 0.6126 | 0.6035 | 0.6126 | 0.7827 |
| 0.051 | 60.0 | 1020 | 0.6175 | 0.6397 | 0.6175 | 0.7858 |
| 0.051 | 60.1176 | 1022 | 0.6253 | 0.6265 | 0.6253 | 0.7908 |
| 0.051 | 60.2353 | 1024 | 0.6338 | 0.6377 | 0.6338 | 0.7961 |
| 0.051 | 60.3529 | 1026 | 0.6338 | 0.6377 | 0.6338 | 0.7961 |
| 0.051 | 60.4706 | 1028 | 0.6317 | 0.6620 | 0.6317 | 0.7948 |
| 0.051 | 60.5882 | 1030 | 0.6245 | 0.6620 | 0.6245 | 0.7903 |
| 0.051 | 60.7059 | 1032 | 0.6186 | 0.5386 | 0.6186 | 0.7865 |
| 0.051 | 60.8235 | 1034 | 0.6200 | 0.5517 | 0.6200 | 0.7874 |
| 0.051 | 60.9412 | 1036 | 0.6209 | 0.5638 | 0.6209 | 0.7879 |
| 0.051 | 61.0588 | 1038 | 0.6188 | 0.5638 | 0.6188 | 0.7866 |
| 0.051 | 61.1765 | 1040 | 0.6129 | 0.6067 | 0.6129 | 0.7829 |
| 0.051 | 61.2941 | 1042 | 0.6093 | 0.5939 | 0.6093 | 0.7806 |
| 0.051 | 61.4118 | 1044 | 0.6120 | 0.6229 | 0.6120 | 0.7823 |
| 0.051 | 61.5294 | 1046 | 0.6141 | 0.6229 | 0.6141 | 0.7837 |
| 0.051 | 61.6471 | 1048 | 0.6260 | 0.6133 | 0.6260 | 0.7912 |
| 0.051 | 61.7647 | 1050 | 0.6427 | 0.6460 | 0.6427 | 0.8017 |
| 0.051 | 61.8824 | 1052 | 0.6470 | 0.6460 | 0.6470 | 0.8044 |
| 0.051 | 62.0 | 1054 | 0.6450 | 0.6460 | 0.6450 | 0.8031 |
| 0.051 | 62.1176 | 1056 | 0.6506 | 0.6112 | 0.6506 | 0.8066 |
| 0.051 | 62.2353 | 1058 | 0.6517 | 0.6112 | 0.6517 | 0.8073 |
| 0.051 | 62.3529 | 1060 | 0.6434 | 0.6460 | 0.6434 | 0.8021 |
| 0.051 | 62.4706 | 1062 | 0.6332 | 0.6122 | 0.6332 | 0.7958 |
| 0.051 | 62.5882 | 1064 | 0.6192 | 0.6325 | 0.6192 | 0.7869 |
| 0.051 | 62.7059 | 1066 | 0.6094 | 0.6335 | 0.6094 | 0.7806 |
| 0.051 | 62.8235 | 1068 | 0.6049 | 0.6488 | 0.6049 | 0.7778 |
| 0.051 | 62.9412 | 1070 | 0.6054 | 0.6488 | 0.6054 | 0.7781 |
| 0.051 | 63.0588 | 1072 | 0.6078 | 0.6488 | 0.6078 | 0.7796 |
| 0.051 | 63.1765 | 1074 | 0.6142 | 0.6335 | 0.6142 | 0.7837 |
| 0.051 | 63.2941 | 1076 | 0.6291 | 0.6325 | 0.6291 | 0.7932 |
| 0.051 | 63.4118 | 1078 | 0.6512 | 0.6305 | 0.6512 | 0.8069 |
| 0.051 | 63.5294 | 1080 | 0.6664 | 0.6413 | 0.6664 | 0.8164 |
| 0.051 | 63.6471 | 1082 | 0.6762 | 0.6042 | 0.6762 | 0.8223 |
| 0.051 | 63.7647 | 1084 | 0.6740 | 0.6071 | 0.6740 | 0.8210 |
| 0.051 | 63.8824 | 1086 | 0.6600 | 0.6611 | 0.6600 | 0.8124 |
| 0.051 | 64.0 | 1088 | 0.6489 | 0.6387 | 0.6489 | 0.8055 |
| 0.051 | 64.1176 | 1090 | 0.6447 | 0.6588 | 0.6447 | 0.8029 |
| 0.051 | 64.2353 | 1092 | 0.6414 | 0.6588 | 0.6414 | 0.8009 |
| 0.051 | 64.3529 | 1094 | 0.6420 | 0.6325 | 0.6420 | 0.8012 |
| 0.051 | 64.4706 | 1096 | 0.6423 | 0.6325 | 0.6423 | 0.8014 |
| 0.051 | 64.5882 | 1098 | 0.6490 | 0.6325 | 0.6490 | 0.8056 |
| 0.051 | 64.7059 | 1100 | 0.6485 | 0.6291 | 0.6485 | 0.8053 |
| 0.051 | 64.8235 | 1102 | 0.6438 | 0.6269 | 0.6438 | 0.8023 |
| 0.051 | 64.9412 | 1104 | 0.6351 | 0.6415 | 0.6351 | 0.7969 |
| 0.051 | 65.0588 | 1106 | 0.6241 | 0.6311 | 0.6241 | 0.7900 |
| 0.051 | 65.1765 | 1108 | 0.6200 | 0.6207 | 0.6200 | 0.7874 |
| 0.051 | 65.2941 | 1110 | 0.6206 | 0.6207 | 0.6206 | 0.7878 |
| 0.051 | 65.4118 | 1112 | 0.6247 | 0.6207 | 0.6247 | 0.7904 |
| 0.051 | 65.5294 | 1114 | 0.6257 | 0.6488 | 0.6257 | 0.7910 |
| 0.051 | 65.6471 | 1116 | 0.6257 | 0.6380 | 0.6257 | 0.7910 |
| 0.051 | 65.7647 | 1118 | 0.6258 | 0.5939 | 0.6258 | 0.7911 |
| 0.051 | 65.8824 | 1120 | 0.6291 | 0.5939 | 0.6291 | 0.7932 |
| 0.051 | 66.0 | 1122 | 0.6336 | 0.6597 | 0.6336 | 0.7960 |
| 0.051 | 66.1176 | 1124 | 0.6426 | 0.6597 | 0.6426 | 0.8016 |
| 0.051 | 66.2353 | 1126 | 0.6553 | 0.6122 | 0.6553 | 0.8095 |
| 0.051 | 66.3529 | 1128 | 0.6613 | 0.6460 | 0.6613 | 0.8132 |
| 0.051 | 66.4706 | 1130 | 0.6621 | 0.6460 | 0.6621 | 0.8137 |
| 0.051 | 66.5882 | 1132 | 0.6564 | 0.6460 | 0.6564 | 0.8102 |
| 0.051 | 66.7059 | 1134 | 0.6620 | 0.6460 | 0.6620 | 0.8136 |
| 0.051 | 66.8235 | 1136 | 0.6691 | 0.6460 | 0.6691 | 0.8180 |
| 0.051 | 66.9412 | 1138 | 0.6673 | 0.6460 | 0.6673 | 0.8169 |
| 0.051 | 67.0588 | 1140 | 0.6654 | 0.6460 | 0.6654 | 0.8157 |
| 0.051 | 67.1765 | 1142 | 0.6637 | 0.6460 | 0.6637 | 0.8147 |
| 0.051 | 67.2941 | 1144 | 0.6678 | 0.6460 | 0.6678 | 0.8172 |
| 0.051 | 67.4118 | 1146 | 0.6656 | 0.6460 | 0.6656 | 0.8159 |
| 0.051 | 67.5294 | 1148 | 0.6574 | 0.6387 | 0.6574 | 0.8108 |
| 0.051 | 67.6471 | 1150 | 0.6516 | 0.6175 | 0.6516 | 0.8072 |
| 0.051 | 67.7647 | 1152 | 0.6498 | 0.6065 | 0.6498 | 0.8061 |
| 0.051 | 67.8824 | 1154 | 0.6499 | 0.6065 | 0.6499 | 0.8062 |
| 0.051 | 68.0 | 1156 | 0.6535 | 0.6025 | 0.6535 | 0.8084 |
| 0.051 | 68.1176 | 1158 | 0.6613 | 0.6422 | 0.6613 | 0.8132 |
| 0.051 | 68.2353 | 1160 | 0.6686 | 0.6422 | 0.6686 | 0.8177 |
| 0.051 | 68.3529 | 1162 | 0.6663 | 0.6422 | 0.6663 | 0.8163 |
| 0.051 | 68.4706 | 1164 | 0.6521 | 0.5917 | 0.6521 | 0.8076 |
| 0.051 | 68.5882 | 1166 | 0.6486 | 0.6123 | 0.6486 | 0.8053 |
| 0.051 | 68.7059 | 1168 | 0.6412 | 0.5796 | 0.6412 | 0.8007 |
| 0.051 | 68.8235 | 1170 | 0.6399 | 0.6057 | 0.6399 | 0.8000 |
| 0.051 | 68.9412 | 1172 | 0.6389 | 0.6057 | 0.6389 | 0.7993 |
| 0.051 | 69.0588 | 1174 | 0.6408 | 0.6057 | 0.6408 | 0.8005 |
| 0.051 | 69.1765 | 1176 | 0.6398 | 0.5626 | 0.6398 | 0.7999 |
| 0.051 | 69.2941 | 1178 | 0.6371 | 0.6164 | 0.6371 | 0.7982 |
| 0.051 | 69.4118 | 1180 | 0.6385 | 0.6046 | 0.6385 | 0.7991 |
| 0.051 | 69.5294 | 1182 | 0.6405 | 0.6380 | 0.6405 | 0.8003 |
| 0.051 | 69.6471 | 1184 | 0.6401 | 0.6123 | 0.6401 | 0.8001 |
| 0.051 | 69.7647 | 1186 | 0.6375 | 0.6123 | 0.6375 | 0.7984 |
| 0.051 | 69.8824 | 1188 | 0.6298 | 0.6123 | 0.6298 | 0.7936 |
| 0.051 | 70.0 | 1190 | 0.6237 | 0.6123 | 0.6237 | 0.7897 |
| 0.051 | 70.1176 | 1192 | 0.6170 | 0.5796 | 0.6170 | 0.7855 |
| 0.051 | 70.2353 | 1194 | 0.6128 | 0.5785 | 0.6128 | 0.7828 |
| 0.051 | 70.3529 | 1196 | 0.6091 | 0.5785 | 0.6091 | 0.7804 |
| 0.051 | 70.4706 | 1198 | 0.6045 | 0.5785 | 0.6045 | 0.7775 |
| 0.051 | 70.5882 | 1200 | 0.6039 | 0.5785 | 0.6039 | 0.7771 |
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_run1_AugV5_k5_task5_organization
Base model
aubmindlab/bert-base-arabertv02