ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run1_AugV5_k3_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: 0.5576
- Qwk: 0.6361
- Mse: 0.5576
- Rmse: 0.7468
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 | 0.1818 | 2 | 3.8475 | -0.0109 | 3.8475 | 1.9615 |
| No log | 0.3636 | 4 | 2.6136 | 0.0471 | 2.6136 | 1.6167 |
| No log | 0.5455 | 6 | 1.5905 | -0.0563 | 1.5905 | 1.2612 |
| No log | 0.7273 | 8 | 1.0733 | 0.1738 | 1.0733 | 1.0360 |
| No log | 0.9091 | 10 | 1.0527 | 0.3353 | 1.0527 | 1.0260 |
| No log | 1.0909 | 12 | 1.2137 | -0.0096 | 1.2137 | 1.1017 |
| No log | 1.2727 | 14 | 1.2508 | -0.0296 | 1.2508 | 1.1184 |
| No log | 1.4545 | 16 | 1.3939 | 0.0 | 1.3939 | 1.1806 |
| No log | 1.6364 | 18 | 1.3987 | 0.0 | 1.3987 | 1.1827 |
| No log | 1.8182 | 20 | 1.1914 | 0.0436 | 1.1914 | 1.0915 |
| No log | 2.0 | 22 | 0.9905 | 0.3414 | 0.9905 | 0.9952 |
| No log | 2.1818 | 24 | 0.9483 | 0.2865 | 0.9483 | 0.9738 |
| No log | 2.3636 | 26 | 0.9976 | 0.2441 | 0.9976 | 0.9988 |
| No log | 2.5455 | 28 | 0.9958 | 0.2588 | 0.9958 | 0.9979 |
| No log | 2.7273 | 30 | 1.0780 | 0.2330 | 1.0780 | 1.0383 |
| No log | 2.9091 | 32 | 1.0637 | 0.2708 | 1.0637 | 1.0313 |
| No log | 3.0909 | 34 | 0.9464 | 0.3187 | 0.9464 | 0.9728 |
| No log | 3.2727 | 36 | 0.8274 | 0.3519 | 0.8274 | 0.9096 |
| No log | 3.4545 | 38 | 0.8156 | 0.4612 | 0.8156 | 0.9031 |
| No log | 3.6364 | 40 | 0.8506 | 0.4853 | 0.8506 | 0.9223 |
| No log | 3.8182 | 42 | 1.1236 | 0.3165 | 1.1236 | 1.0600 |
| No log | 4.0 | 44 | 1.1180 | 0.3165 | 1.1180 | 1.0574 |
| No log | 4.1818 | 46 | 0.8601 | 0.4767 | 0.8601 | 0.9274 |
| No log | 4.3636 | 48 | 0.7598 | 0.5522 | 0.7598 | 0.8716 |
| No log | 4.5455 | 50 | 0.8301 | 0.5549 | 0.8301 | 0.9111 |
| No log | 4.7273 | 52 | 0.8662 | 0.5046 | 0.8662 | 0.9307 |
| No log | 4.9091 | 54 | 0.8412 | 0.5255 | 0.8412 | 0.9172 |
| No log | 5.0909 | 56 | 0.8169 | 0.5575 | 0.8169 | 0.9038 |
| No log | 5.2727 | 58 | 0.8667 | 0.5240 | 0.8667 | 0.9310 |
| No log | 5.4545 | 60 | 0.8913 | 0.5187 | 0.8913 | 0.9441 |
| No log | 5.6364 | 62 | 0.8793 | 0.4890 | 0.8793 | 0.9377 |
| No log | 5.8182 | 64 | 0.9781 | 0.4926 | 0.9781 | 0.9890 |
| No log | 6.0 | 66 | 0.9253 | 0.5030 | 0.9253 | 0.9619 |
| No log | 6.1818 | 68 | 0.7959 | 0.4705 | 0.7959 | 0.8921 |
| No log | 6.3636 | 70 | 0.7659 | 0.4970 | 0.7659 | 0.8751 |
| No log | 6.5455 | 72 | 0.7493 | 0.5401 | 0.7493 | 0.8656 |
| No log | 6.7273 | 74 | 0.7358 | 0.5268 | 0.7358 | 0.8578 |
| No log | 6.9091 | 76 | 0.7053 | 0.6325 | 0.7053 | 0.8398 |
| No log | 7.0909 | 78 | 0.6956 | 0.5621 | 0.6956 | 0.8340 |
| No log | 7.2727 | 80 | 0.7030 | 0.6198 | 0.7030 | 0.8384 |
| No log | 7.4545 | 82 | 0.6528 | 0.6415 | 0.6528 | 0.8080 |
| No log | 7.6364 | 84 | 0.6598 | 0.6227 | 0.6598 | 0.8123 |
| No log | 7.8182 | 86 | 0.7050 | 0.6166 | 0.7050 | 0.8397 |
| No log | 8.0 | 88 | 0.7135 | 0.6642 | 0.7135 | 0.8447 |
| No log | 8.1818 | 90 | 0.7119 | 0.6041 | 0.7119 | 0.8437 |
| No log | 8.3636 | 92 | 0.7423 | 0.5816 | 0.7423 | 0.8616 |
| No log | 8.5455 | 94 | 0.6923 | 0.5393 | 0.6923 | 0.8320 |
| No log | 8.7273 | 96 | 0.6715 | 0.5785 | 0.6715 | 0.8194 |
| No log | 8.9091 | 98 | 0.6832 | 0.6147 | 0.6832 | 0.8265 |
| No log | 9.0909 | 100 | 0.6891 | 0.5909 | 0.6891 | 0.8301 |
| No log | 9.2727 | 102 | 0.7501 | 0.5336 | 0.7501 | 0.8661 |
| No log | 9.4545 | 104 | 0.6533 | 0.5155 | 0.6533 | 0.8083 |
| No log | 9.6364 | 106 | 0.6342 | 0.6405 | 0.6342 | 0.7964 |
| No log | 9.8182 | 108 | 0.6291 | 0.6538 | 0.6291 | 0.7931 |
| No log | 10.0 | 110 | 0.6419 | 0.6647 | 0.6419 | 0.8012 |
| No log | 10.1818 | 112 | 0.6348 | 0.6581 | 0.6348 | 0.7967 |
| No log | 10.3636 | 114 | 0.7084 | 0.6697 | 0.7084 | 0.8416 |
| No log | 10.5455 | 116 | 0.6365 | 0.6772 | 0.6365 | 0.7978 |
| No log | 10.7273 | 118 | 0.6717 | 0.6008 | 0.6717 | 0.8196 |
| No log | 10.9091 | 120 | 0.8523 | 0.5800 | 0.8523 | 0.9232 |
| No log | 11.0909 | 122 | 0.7612 | 0.6485 | 0.7612 | 0.8725 |
| No log | 11.2727 | 124 | 0.6167 | 0.6269 | 0.6167 | 0.7853 |
| No log | 11.4545 | 126 | 0.6097 | 0.6419 | 0.6097 | 0.7808 |
| No log | 11.6364 | 128 | 0.5926 | 0.6838 | 0.5926 | 0.7698 |
| No log | 11.8182 | 130 | 0.6174 | 0.6237 | 0.6174 | 0.7857 |
| No log | 12.0 | 132 | 0.7292 | 0.6487 | 0.7292 | 0.8540 |
| No log | 12.1818 | 134 | 0.6495 | 0.5909 | 0.6495 | 0.8059 |
| No log | 12.3636 | 136 | 0.5794 | 0.6857 | 0.5794 | 0.7612 |
| No log | 12.5455 | 138 | 0.5670 | 0.6857 | 0.5670 | 0.7530 |
| No log | 12.7273 | 140 | 0.5694 | 0.6528 | 0.5694 | 0.7546 |
| No log | 12.9091 | 142 | 0.5552 | 0.6753 | 0.5552 | 0.7451 |
| No log | 13.0909 | 144 | 0.5580 | 0.7133 | 0.5580 | 0.7470 |
| No log | 13.2727 | 146 | 0.5639 | 0.7233 | 0.5639 | 0.7509 |
| No log | 13.4545 | 148 | 0.6342 | 0.6823 | 0.6342 | 0.7963 |
| No log | 13.6364 | 150 | 0.6724 | 0.6823 | 0.6724 | 0.8200 |
| No log | 13.8182 | 152 | 0.6301 | 0.6529 | 0.6301 | 0.7938 |
| No log | 14.0 | 154 | 0.5418 | 0.6962 | 0.5418 | 0.7361 |
| No log | 14.1818 | 156 | 0.5523 | 0.6164 | 0.5523 | 0.7432 |
| No log | 14.3636 | 158 | 0.5381 | 0.6627 | 0.5381 | 0.7336 |
| No log | 14.5455 | 160 | 0.5742 | 0.6446 | 0.5742 | 0.7578 |
| No log | 14.7273 | 162 | 0.6421 | 0.6838 | 0.6421 | 0.8013 |
| No log | 14.9091 | 164 | 0.6519 | 0.6626 | 0.6519 | 0.8074 |
| No log | 15.0909 | 166 | 0.7319 | 0.5509 | 0.7319 | 0.8555 |
| No log | 15.2727 | 168 | 0.7970 | 0.5142 | 0.7970 | 0.8928 |
| No log | 15.4545 | 170 | 0.6737 | 0.6543 | 0.6737 | 0.8208 |
| No log | 15.6364 | 172 | 0.6564 | 0.6929 | 0.6564 | 0.8102 |
| No log | 15.8182 | 174 | 0.6549 | 0.7126 | 0.6549 | 0.8093 |
| No log | 16.0 | 176 | 0.5882 | 0.6104 | 0.5882 | 0.7670 |
| No log | 16.1818 | 178 | 0.5807 | 0.6011 | 0.5807 | 0.7621 |
| No log | 16.3636 | 180 | 0.5869 | 0.6345 | 0.5869 | 0.7661 |
| No log | 16.5455 | 182 | 0.6197 | 0.6841 | 0.6197 | 0.7872 |
| No log | 16.7273 | 184 | 0.6037 | 0.6736 | 0.6037 | 0.7770 |
| No log | 16.9091 | 186 | 0.5893 | 0.6720 | 0.5893 | 0.7677 |
| No log | 17.0909 | 188 | 0.5967 | 0.6720 | 0.5967 | 0.7725 |
| No log | 17.2727 | 190 | 0.6140 | 0.6500 | 0.6140 | 0.7836 |
| No log | 17.4545 | 192 | 0.6231 | 0.6207 | 0.6231 | 0.7894 |
| No log | 17.6364 | 194 | 0.6195 | 0.6398 | 0.6195 | 0.7871 |
| No log | 17.8182 | 196 | 0.6387 | 0.6197 | 0.6387 | 0.7992 |
| No log | 18.0 | 198 | 0.6519 | 0.6371 | 0.6519 | 0.8074 |
| No log | 18.1818 | 200 | 0.6196 | 0.6196 | 0.6196 | 0.7872 |
| No log | 18.3636 | 202 | 0.6447 | 0.6675 | 0.6447 | 0.8029 |
| No log | 18.5455 | 204 | 0.6382 | 0.6491 | 0.6382 | 0.7989 |
| No log | 18.7273 | 206 | 0.6139 | 0.6186 | 0.6139 | 0.7835 |
| No log | 18.9091 | 208 | 0.7057 | 0.6257 | 0.7057 | 0.8401 |
| No log | 19.0909 | 210 | 0.7432 | 0.6227 | 0.7432 | 0.8621 |
| No log | 19.2727 | 212 | 0.6315 | 0.6228 | 0.6315 | 0.7947 |
| No log | 19.4545 | 214 | 0.5647 | 0.6619 | 0.5647 | 0.7515 |
| No log | 19.6364 | 216 | 0.5625 | 0.6154 | 0.5625 | 0.7500 |
| No log | 19.8182 | 218 | 0.5822 | 0.6806 | 0.5822 | 0.7630 |
| No log | 20.0 | 220 | 0.5865 | 0.7122 | 0.5865 | 0.7658 |
| No log | 20.1818 | 222 | 0.5941 | 0.7019 | 0.5941 | 0.7708 |
| No log | 20.3636 | 224 | 0.6008 | 0.7283 | 0.6008 | 0.7751 |
| No log | 20.5455 | 226 | 0.6151 | 0.6965 | 0.6151 | 0.7843 |
| No log | 20.7273 | 228 | 0.5834 | 0.6704 | 0.5834 | 0.7638 |
| No log | 20.9091 | 230 | 0.5881 | 0.7122 | 0.5881 | 0.7669 |
| No log | 21.0909 | 232 | 0.6008 | 0.6473 | 0.6008 | 0.7751 |
| No log | 21.2727 | 234 | 0.5867 | 0.6779 | 0.5867 | 0.7660 |
| No log | 21.4545 | 236 | 0.5875 | 0.6779 | 0.5875 | 0.7665 |
| No log | 21.6364 | 238 | 0.6075 | 0.6396 | 0.6075 | 0.7794 |
| No log | 21.8182 | 240 | 0.6074 | 0.6249 | 0.6074 | 0.7794 |
| No log | 22.0 | 242 | 0.6427 | 0.6493 | 0.6427 | 0.8017 |
| No log | 22.1818 | 244 | 0.6228 | 0.6914 | 0.6228 | 0.7892 |
| No log | 22.3636 | 246 | 0.5699 | 0.6256 | 0.5699 | 0.7549 |
| No log | 22.5455 | 248 | 0.5700 | 0.6572 | 0.5700 | 0.7550 |
| No log | 22.7273 | 250 | 0.6091 | 0.6259 | 0.6091 | 0.7804 |
| No log | 22.9091 | 252 | 0.6593 | 0.6053 | 0.6593 | 0.8120 |
| No log | 23.0909 | 254 | 0.6283 | 0.5121 | 0.6283 | 0.7927 |
| No log | 23.2727 | 256 | 0.6100 | 0.5882 | 0.6100 | 0.7810 |
| No log | 23.4545 | 258 | 0.6059 | 0.6078 | 0.6059 | 0.7784 |
| No log | 23.6364 | 260 | 0.6037 | 0.6078 | 0.6037 | 0.7770 |
| No log | 23.8182 | 262 | 0.5810 | 0.6365 | 0.5810 | 0.7622 |
| No log | 24.0 | 264 | 0.6235 | 0.6419 | 0.6235 | 0.7896 |
| No log | 24.1818 | 266 | 0.6113 | 0.6419 | 0.6113 | 0.7818 |
| No log | 24.3636 | 268 | 0.5661 | 0.6423 | 0.5661 | 0.7524 |
| No log | 24.5455 | 270 | 0.6425 | 0.6108 | 0.6425 | 0.8016 |
| No log | 24.7273 | 272 | 0.6838 | 0.6445 | 0.6838 | 0.8269 |
| No log | 24.9091 | 274 | 0.5975 | 0.5994 | 0.5975 | 0.7730 |
| No log | 25.0909 | 276 | 0.5425 | 0.6680 | 0.5425 | 0.7366 |
| No log | 25.2727 | 278 | 0.5572 | 0.6269 | 0.5572 | 0.7464 |
| No log | 25.4545 | 280 | 0.5800 | 0.6468 | 0.5800 | 0.7616 |
| No log | 25.6364 | 282 | 0.5397 | 0.6695 | 0.5397 | 0.7347 |
| No log | 25.8182 | 284 | 0.5309 | 0.6339 | 0.5309 | 0.7287 |
| No log | 26.0 | 286 | 0.5347 | 0.6409 | 0.5347 | 0.7312 |
| No log | 26.1818 | 288 | 0.5254 | 0.6575 | 0.5254 | 0.7248 |
| No log | 26.3636 | 290 | 0.5319 | 0.7129 | 0.5319 | 0.7293 |
| No log | 26.5455 | 292 | 0.5642 | 0.6249 | 0.5642 | 0.7511 |
| No log | 26.7273 | 294 | 0.5435 | 0.6687 | 0.5435 | 0.7372 |
| No log | 26.9091 | 296 | 0.5295 | 0.6672 | 0.5295 | 0.7277 |
| No log | 27.0909 | 298 | 0.5248 | 0.6788 | 0.5248 | 0.7244 |
| No log | 27.2727 | 300 | 0.5337 | 0.6812 | 0.5337 | 0.7305 |
| No log | 27.4545 | 302 | 0.5229 | 0.6770 | 0.5229 | 0.7231 |
| No log | 27.6364 | 304 | 0.5364 | 0.6687 | 0.5364 | 0.7324 |
| No log | 27.8182 | 306 | 0.6462 | 0.5877 | 0.6462 | 0.8038 |
| No log | 28.0 | 308 | 0.6789 | 0.5756 | 0.6789 | 0.8239 |
| No log | 28.1818 | 310 | 0.6218 | 0.5799 | 0.6218 | 0.7885 |
| No log | 28.3636 | 312 | 0.5464 | 0.6857 | 0.5464 | 0.7392 |
| No log | 28.5455 | 314 | 0.5334 | 0.6857 | 0.5334 | 0.7303 |
| No log | 28.7273 | 316 | 0.5550 | 0.6609 | 0.5550 | 0.7450 |
| No log | 28.9091 | 318 | 0.5467 | 0.6782 | 0.5467 | 0.7394 |
| No log | 29.0909 | 320 | 0.5619 | 0.6296 | 0.5619 | 0.7496 |
| No log | 29.2727 | 322 | 0.5697 | 0.6502 | 0.5697 | 0.7548 |
| No log | 29.4545 | 324 | 0.5568 | 0.6337 | 0.5568 | 0.7462 |
| No log | 29.6364 | 326 | 0.5725 | 0.6337 | 0.5725 | 0.7566 |
| No log | 29.8182 | 328 | 0.5875 | 0.5809 | 0.5875 | 0.7665 |
| No log | 30.0 | 330 | 0.5728 | 0.5954 | 0.5728 | 0.7568 |
| No log | 30.1818 | 332 | 0.5670 | 0.6555 | 0.5670 | 0.7530 |
| No log | 30.3636 | 334 | 0.5680 | 0.6237 | 0.5680 | 0.7537 |
| No log | 30.5455 | 336 | 0.5771 | 0.6237 | 0.5771 | 0.7597 |
| No log | 30.7273 | 338 | 0.6140 | 0.6328 | 0.6140 | 0.7836 |
| No log | 30.9091 | 340 | 0.6132 | 0.6328 | 0.6132 | 0.7831 |
| No log | 31.0909 | 342 | 0.5839 | 0.6197 | 0.5839 | 0.7641 |
| No log | 31.2727 | 344 | 0.5831 | 0.6197 | 0.5831 | 0.7636 |
| No log | 31.4545 | 346 | 0.5785 | 0.6197 | 0.5785 | 0.7606 |
| No log | 31.6364 | 348 | 0.5965 | 0.6055 | 0.5965 | 0.7723 |
| No log | 31.8182 | 350 | 0.5960 | 0.6076 | 0.5960 | 0.7720 |
| No log | 32.0 | 352 | 0.5889 | 0.6186 | 0.5889 | 0.7674 |
| No log | 32.1818 | 354 | 0.5805 | 0.6297 | 0.5805 | 0.7619 |
| No log | 32.3636 | 356 | 0.5751 | 0.6658 | 0.5751 | 0.7583 |
| No log | 32.5455 | 358 | 0.5675 | 0.6720 | 0.5675 | 0.7533 |
| No log | 32.7273 | 360 | 0.5788 | 0.6405 | 0.5788 | 0.7608 |
| No log | 32.9091 | 362 | 0.5948 | 0.6614 | 0.5948 | 0.7712 |
| No log | 33.0909 | 364 | 0.6084 | 0.6575 | 0.6084 | 0.7800 |
| No log | 33.2727 | 366 | 0.6059 | 0.6575 | 0.6059 | 0.7784 |
| No log | 33.4545 | 368 | 0.5942 | 0.6473 | 0.5942 | 0.7708 |
| No log | 33.6364 | 370 | 0.5760 | 0.6297 | 0.5760 | 0.7590 |
| No log | 33.8182 | 372 | 0.6136 | 0.6325 | 0.6136 | 0.7833 |
| No log | 34.0 | 374 | 0.6169 | 0.6508 | 0.6169 | 0.7854 |
| No log | 34.1818 | 376 | 0.6158 | 0.6225 | 0.6158 | 0.7847 |
| No log | 34.3636 | 378 | 0.5794 | 0.6330 | 0.5794 | 0.7612 |
| No log | 34.5455 | 380 | 0.5681 | 0.6288 | 0.5681 | 0.7537 |
| No log | 34.7273 | 382 | 0.5582 | 0.6398 | 0.5582 | 0.7471 |
| No log | 34.9091 | 384 | 0.5586 | 0.6762 | 0.5586 | 0.7474 |
| No log | 35.0909 | 386 | 0.5690 | 0.6154 | 0.5690 | 0.7543 |
| No log | 35.2727 | 388 | 0.5621 | 0.6364 | 0.5621 | 0.7497 |
| No log | 35.4545 | 390 | 0.5555 | 0.6602 | 0.5555 | 0.7453 |
| No log | 35.6364 | 392 | 0.6054 | 0.6249 | 0.6054 | 0.7781 |
| No log | 35.8182 | 394 | 0.6378 | 0.5728 | 0.6378 | 0.7986 |
| No log | 36.0 | 396 | 0.6167 | 0.5938 | 0.6167 | 0.7853 |
| No log | 36.1818 | 398 | 0.6168 | 0.5948 | 0.6168 | 0.7853 |
| No log | 36.3636 | 400 | 0.6221 | 0.5708 | 0.6221 | 0.7887 |
| No log | 36.5455 | 402 | 0.6763 | 0.6247 | 0.6763 | 0.8224 |
| No log | 36.7273 | 404 | 0.6444 | 0.5973 | 0.6444 | 0.8027 |
| No log | 36.9091 | 406 | 0.5949 | 0.6337 | 0.5949 | 0.7713 |
| No log | 37.0909 | 408 | 0.5590 | 0.7129 | 0.5590 | 0.7476 |
| No log | 37.2727 | 410 | 0.5556 | 0.7129 | 0.5556 | 0.7454 |
| No log | 37.4545 | 412 | 0.5577 | 0.6806 | 0.5577 | 0.7468 |
| No log | 37.6364 | 414 | 0.5780 | 0.6269 | 0.5780 | 0.7603 |
| No log | 37.8182 | 416 | 0.6018 | 0.6157 | 0.6018 | 0.7757 |
| No log | 38.0 | 418 | 0.5868 | 0.6301 | 0.5868 | 0.7660 |
| No log | 38.1818 | 420 | 0.5867 | 0.6028 | 0.5867 | 0.7659 |
| No log | 38.3636 | 422 | 0.5897 | 0.5831 | 0.5897 | 0.7679 |
| No log | 38.5455 | 424 | 0.5881 | 0.5902 | 0.5881 | 0.7669 |
| No log | 38.7273 | 426 | 0.5953 | 0.6539 | 0.5953 | 0.7716 |
| No log | 38.9091 | 428 | 0.6029 | 0.6833 | 0.6029 | 0.7765 |
| No log | 39.0909 | 430 | 0.5913 | 0.6695 | 0.5913 | 0.7690 |
| No log | 39.2727 | 432 | 0.6115 | 0.6137 | 0.6115 | 0.7820 |
| No log | 39.4545 | 434 | 0.6982 | 0.5888 | 0.6982 | 0.8356 |
| No log | 39.6364 | 436 | 0.7204 | 0.5888 | 0.7204 | 0.8488 |
| No log | 39.8182 | 438 | 0.6641 | 0.5888 | 0.6641 | 0.8149 |
| No log | 40.0 | 440 | 0.6402 | 0.5810 | 0.6402 | 0.8001 |
| No log | 40.1818 | 442 | 0.6302 | 0.5751 | 0.6302 | 0.7938 |
| No log | 40.3636 | 444 | 0.6281 | 0.5751 | 0.6281 | 0.7925 |
| No log | 40.5455 | 446 | 0.6241 | 0.5869 | 0.6241 | 0.7900 |
| No log | 40.7273 | 448 | 0.6299 | 0.5438 | 0.6299 | 0.7936 |
| No log | 40.9091 | 450 | 0.6219 | 0.5833 | 0.6219 | 0.7886 |
| No log | 41.0909 | 452 | 0.6249 | 0.6057 | 0.6249 | 0.7905 |
| No log | 41.2727 | 454 | 0.6181 | 0.6057 | 0.6181 | 0.7862 |
| No log | 41.4545 | 456 | 0.6081 | 0.6028 | 0.6081 | 0.7798 |
| No log | 41.6364 | 458 | 0.6062 | 0.6028 | 0.6062 | 0.7786 |
| No log | 41.8182 | 460 | 0.6110 | 0.6124 | 0.6110 | 0.7817 |
| No log | 42.0 | 462 | 0.6143 | 0.6124 | 0.6143 | 0.7838 |
| No log | 42.1818 | 464 | 0.6300 | 0.6154 | 0.6300 | 0.7938 |
| No log | 42.3636 | 466 | 0.6908 | 0.5806 | 0.6908 | 0.8312 |
| No log | 42.5455 | 468 | 0.6937 | 0.5593 | 0.6937 | 0.8329 |
| No log | 42.7273 | 470 | 0.6457 | 0.5672 | 0.6457 | 0.8036 |
| No log | 42.9091 | 472 | 0.6125 | 0.5701 | 0.6125 | 0.7826 |
| No log | 43.0909 | 474 | 0.6318 | 0.5869 | 0.6318 | 0.7949 |
| No log | 43.2727 | 476 | 0.6266 | 0.5869 | 0.6266 | 0.7916 |
| No log | 43.4545 | 478 | 0.6027 | 0.5797 | 0.6027 | 0.7764 |
| No log | 43.6364 | 480 | 0.5942 | 0.6164 | 0.5942 | 0.7709 |
| No log | 43.8182 | 482 | 0.5843 | 0.6164 | 0.5843 | 0.7644 |
| No log | 44.0 | 484 | 0.5807 | 0.5660 | 0.5807 | 0.7620 |
| No log | 44.1818 | 486 | 0.5976 | 0.6438 | 0.5976 | 0.7731 |
| No log | 44.3636 | 488 | 0.5880 | 0.6656 | 0.5880 | 0.7668 |
| No log | 44.5455 | 490 | 0.5694 | 0.6177 | 0.5694 | 0.7546 |
| No log | 44.7273 | 492 | 0.5686 | 0.6380 | 0.5686 | 0.7540 |
| No log | 44.9091 | 494 | 0.5888 | 0.6396 | 0.5888 | 0.7673 |
| No log | 45.0909 | 496 | 0.6257 | 0.6249 | 0.6257 | 0.7910 |
| No log | 45.2727 | 498 | 0.6477 | 0.6025 | 0.6477 | 0.8048 |
| 0.2019 | 45.4545 | 500 | 0.6337 | 0.6025 | 0.6337 | 0.7960 |
| 0.2019 | 45.6364 | 502 | 0.5998 | 0.6361 | 0.5998 | 0.7744 |
| 0.2019 | 45.8182 | 504 | 0.5744 | 0.6335 | 0.5744 | 0.7579 |
| 0.2019 | 46.0 | 506 | 0.5754 | 0.6133 | 0.5754 | 0.7585 |
| 0.2019 | 46.1818 | 508 | 0.5933 | 0.6396 | 0.5933 | 0.7702 |
| 0.2019 | 46.3636 | 510 | 0.6149 | 0.6025 | 0.6149 | 0.7842 |
| 0.2019 | 46.5455 | 512 | 0.6134 | 0.6137 | 0.6134 | 0.7832 |
| 0.2019 | 46.7273 | 514 | 0.6019 | 0.6249 | 0.6019 | 0.7758 |
| 0.2019 | 46.9091 | 516 | 0.5955 | 0.6249 | 0.5955 | 0.7717 |
| 0.2019 | 47.0909 | 518 | 0.6106 | 0.6137 | 0.6106 | 0.7814 |
| 0.2019 | 47.2727 | 520 | 0.5962 | 0.6249 | 0.5962 | 0.7721 |
| 0.2019 | 47.4545 | 522 | 0.5943 | 0.6249 | 0.5943 | 0.7709 |
| 0.2019 | 47.6364 | 524 | 0.5745 | 0.6361 | 0.5745 | 0.7580 |
| 0.2019 | 47.8182 | 526 | 0.5568 | 0.6771 | 0.5568 | 0.7462 |
| 0.2019 | 48.0 | 528 | 0.5618 | 0.6833 | 0.5618 | 0.7495 |
| 0.2019 | 48.1818 | 530 | 0.5722 | 0.6498 | 0.5722 | 0.7565 |
| 0.2019 | 48.3636 | 532 | 0.5759 | 0.6252 | 0.5759 | 0.7589 |
| 0.2019 | 48.5455 | 534 | 0.5790 | 0.6539 | 0.5790 | 0.7609 |
| 0.2019 | 48.7273 | 536 | 0.5800 | 0.6199 | 0.5800 | 0.7616 |
| 0.2019 | 48.9091 | 538 | 0.5868 | 0.6167 | 0.5868 | 0.7660 |
| 0.2019 | 49.0909 | 540 | 0.5707 | 0.6728 | 0.5707 | 0.7555 |
| 0.2019 | 49.2727 | 542 | 0.5658 | 0.6370 | 0.5658 | 0.7522 |
| 0.2019 | 49.4545 | 544 | 0.5770 | 0.6165 | 0.5770 | 0.7596 |
| 0.2019 | 49.6364 | 546 | 0.5848 | 0.6759 | 0.5848 | 0.7647 |
| 0.2019 | 49.8182 | 548 | 0.5835 | 0.6165 | 0.5835 | 0.7639 |
| 0.2019 | 50.0 | 550 | 0.5816 | 0.6771 | 0.5816 | 0.7626 |
| 0.2019 | 50.1818 | 552 | 0.5735 | 0.6396 | 0.5735 | 0.7573 |
| 0.2019 | 50.3636 | 554 | 0.5565 | 0.6841 | 0.5565 | 0.7460 |
| 0.2019 | 50.5455 | 556 | 0.5514 | 0.7019 | 0.5514 | 0.7426 |
| 0.2019 | 50.7273 | 558 | 0.5480 | 0.6259 | 0.5480 | 0.7403 |
| 0.2019 | 50.9091 | 560 | 0.5527 | 0.6215 | 0.5527 | 0.7434 |
| 0.2019 | 51.0909 | 562 | 0.5483 | 0.6215 | 0.5483 | 0.7405 |
| 0.2019 | 51.2727 | 564 | 0.5376 | 0.6780 | 0.5376 | 0.7332 |
| 0.2019 | 51.4545 | 566 | 0.5524 | 0.6656 | 0.5524 | 0.7432 |
| 0.2019 | 51.6364 | 568 | 0.5747 | 0.6361 | 0.5747 | 0.7581 |
| 0.2019 | 51.8182 | 570 | 0.5991 | 0.5938 | 0.5991 | 0.7740 |
| 0.2019 | 52.0 | 572 | 0.6004 | 0.5964 | 0.6004 | 0.7748 |
| 0.2019 | 52.1818 | 574 | 0.5799 | 0.5654 | 0.5799 | 0.7615 |
| 0.2019 | 52.3636 | 576 | 0.5674 | 0.6102 | 0.5674 | 0.7532 |
| 0.2019 | 52.5455 | 578 | 0.5490 | 0.6597 | 0.5490 | 0.7409 |
| 0.2019 | 52.7273 | 580 | 0.5430 | 0.6745 | 0.5430 | 0.7369 |
| 0.2019 | 52.9091 | 582 | 0.5496 | 0.6656 | 0.5496 | 0.7414 |
| 0.2019 | 53.0909 | 584 | 0.5794 | 0.6361 | 0.5794 | 0.7612 |
| 0.2019 | 53.2727 | 586 | 0.6005 | 0.6361 | 0.6005 | 0.7749 |
| 0.2019 | 53.4545 | 588 | 0.5821 | 0.6656 | 0.5821 | 0.7629 |
| 0.2019 | 53.6364 | 590 | 0.5564 | 0.6656 | 0.5564 | 0.7459 |
| 0.2019 | 53.8182 | 592 | 0.5523 | 0.6656 | 0.5523 | 0.7432 |
| 0.2019 | 54.0 | 594 | 0.5754 | 0.6361 | 0.5754 | 0.7585 |
| 0.2019 | 54.1818 | 596 | 0.5979 | 0.6137 | 0.5979 | 0.7733 |
| 0.2019 | 54.3636 | 598 | 0.6176 | 0.5938 | 0.6176 | 0.7859 |
| 0.2019 | 54.5455 | 600 | 0.6164 | 0.5938 | 0.6164 | 0.7851 |
| 0.2019 | 54.7273 | 602 | 0.6154 | 0.5938 | 0.6154 | 0.7845 |
| 0.2019 | 54.9091 | 604 | 0.5941 | 0.6249 | 0.5941 | 0.7708 |
| 0.2019 | 55.0909 | 606 | 0.5664 | 0.6798 | 0.5664 | 0.7526 |
| 0.2019 | 55.2727 | 608 | 0.5572 | 0.6973 | 0.5572 | 0.7464 |
| 0.2019 | 55.4545 | 610 | 0.5564 | 0.6656 | 0.5564 | 0.7459 |
| 0.2019 | 55.6364 | 612 | 0.5637 | 0.6656 | 0.5637 | 0.7508 |
| 0.2019 | 55.8182 | 614 | 0.5594 | 0.6656 | 0.5594 | 0.7479 |
| 0.2019 | 56.0 | 616 | 0.5542 | 0.6656 | 0.5542 | 0.7444 |
| 0.2019 | 56.1818 | 618 | 0.5516 | 0.6973 | 0.5516 | 0.7427 |
| 0.2019 | 56.3636 | 620 | 0.5524 | 0.6973 | 0.5524 | 0.7433 |
| 0.2019 | 56.5455 | 622 | 0.5457 | 0.6632 | 0.5457 | 0.7387 |
| 0.2019 | 56.7273 | 624 | 0.5485 | 0.6841 | 0.5485 | 0.7406 |
| 0.2019 | 56.9091 | 626 | 0.5594 | 0.6798 | 0.5594 | 0.7479 |
| 0.2019 | 57.0909 | 628 | 0.5653 | 0.6687 | 0.5653 | 0.7519 |
| 0.2019 | 57.2727 | 630 | 0.5761 | 0.6687 | 0.5761 | 0.7590 |
| 0.2019 | 57.4545 | 632 | 0.5669 | 0.6687 | 0.5669 | 0.7529 |
| 0.2019 | 57.6364 | 634 | 0.5651 | 0.6687 | 0.5651 | 0.7517 |
| 0.2019 | 57.8182 | 636 | 0.5754 | 0.6438 | 0.5754 | 0.7585 |
| 0.2019 | 58.0 | 638 | 0.5710 | 0.6687 | 0.5710 | 0.7557 |
| 0.2019 | 58.1818 | 640 | 0.5494 | 0.6798 | 0.5494 | 0.7412 |
| 0.2019 | 58.3636 | 642 | 0.5410 | 0.6798 | 0.5410 | 0.7355 |
| 0.2019 | 58.5455 | 644 | 0.5447 | 0.6798 | 0.5447 | 0.7380 |
| 0.2019 | 58.7273 | 646 | 0.5591 | 0.6798 | 0.5591 | 0.7477 |
| 0.2019 | 58.9091 | 648 | 0.5879 | 0.6429 | 0.5879 | 0.7667 |
| 0.2019 | 59.0909 | 650 | 0.5824 | 0.6249 | 0.5824 | 0.7632 |
| 0.2019 | 59.2727 | 652 | 0.5569 | 0.6473 | 0.5569 | 0.7462 |
| 0.2019 | 59.4545 | 654 | 0.5377 | 0.6973 | 0.5377 | 0.7333 |
| 0.2019 | 59.6364 | 656 | 0.5407 | 0.6798 | 0.5407 | 0.7353 |
| 0.2019 | 59.8182 | 658 | 0.5606 | 0.6798 | 0.5606 | 0.7487 |
| 0.2019 | 60.0 | 660 | 0.5829 | 0.6473 | 0.5829 | 0.7635 |
| 0.2019 | 60.1818 | 662 | 0.5905 | 0.6464 | 0.5905 | 0.7684 |
| 0.2019 | 60.3636 | 664 | 0.5749 | 0.6614 | 0.5749 | 0.7582 |
| 0.2019 | 60.5455 | 666 | 0.5431 | 0.6908 | 0.5431 | 0.7370 |
| 0.2019 | 60.7273 | 668 | 0.5284 | 0.6980 | 0.5284 | 0.7269 |
| 0.2019 | 60.9091 | 670 | 0.5242 | 0.6980 | 0.5242 | 0.7240 |
| 0.2019 | 61.0909 | 672 | 0.5274 | 0.6806 | 0.5274 | 0.7262 |
| 0.2019 | 61.2727 | 674 | 0.5386 | 0.6908 | 0.5386 | 0.7339 |
| 0.2019 | 61.4545 | 676 | 0.5679 | 0.6614 | 0.5679 | 0.7536 |
| 0.2019 | 61.6364 | 678 | 0.6127 | 0.6420 | 0.6127 | 0.7828 |
| 0.2019 | 61.8182 | 680 | 0.6296 | 0.6071 | 0.6296 | 0.7935 |
| 0.2019 | 62.0 | 682 | 0.6175 | 0.6071 | 0.6175 | 0.7858 |
| 0.2019 | 62.1818 | 684 | 0.5716 | 0.6708 | 0.5716 | 0.7560 |
| 0.2019 | 62.3636 | 686 | 0.5185 | 0.7133 | 0.5185 | 0.7200 |
| 0.2019 | 62.5455 | 688 | 0.5003 | 0.7081 | 0.5003 | 0.7073 |
| 0.2019 | 62.7273 | 690 | 0.4975 | 0.6980 | 0.4975 | 0.7053 |
| 0.2019 | 62.9091 | 692 | 0.5035 | 0.6973 | 0.5035 | 0.7096 |
| 0.2019 | 63.0909 | 694 | 0.5211 | 0.7133 | 0.5211 | 0.7219 |
| 0.2019 | 63.2727 | 696 | 0.5290 | 0.7133 | 0.5290 | 0.7273 |
| 0.2019 | 63.4545 | 698 | 0.5227 | 0.6973 | 0.5227 | 0.7230 |
| 0.2019 | 63.6364 | 700 | 0.5168 | 0.6973 | 0.5168 | 0.7189 |
| 0.2019 | 63.8182 | 702 | 0.5268 | 0.6798 | 0.5268 | 0.7258 |
| 0.2019 | 64.0 | 704 | 0.5447 | 0.6798 | 0.5447 | 0.7380 |
| 0.2019 | 64.1818 | 706 | 0.5603 | 0.6798 | 0.5603 | 0.7485 |
| 0.2019 | 64.3636 | 708 | 0.5634 | 0.6841 | 0.5634 | 0.7506 |
| 0.2019 | 64.5455 | 710 | 0.5574 | 0.6441 | 0.5574 | 0.7466 |
| 0.2019 | 64.7273 | 712 | 0.5622 | 0.6841 | 0.5622 | 0.7498 |
| 0.2019 | 64.9091 | 714 | 0.5719 | 0.6687 | 0.5719 | 0.7562 |
| 0.2019 | 65.0909 | 716 | 0.5691 | 0.6687 | 0.5691 | 0.7544 |
| 0.2019 | 65.2727 | 718 | 0.5617 | 0.6687 | 0.5617 | 0.7495 |
| 0.2019 | 65.4545 | 720 | 0.5604 | 0.6687 | 0.5604 | 0.7486 |
| 0.2019 | 65.6364 | 722 | 0.5458 | 0.6798 | 0.5458 | 0.7388 |
| 0.2019 | 65.8182 | 724 | 0.5430 | 0.6798 | 0.5430 | 0.7369 |
| 0.2019 | 66.0 | 726 | 0.5411 | 0.6798 | 0.5411 | 0.7356 |
| 0.2019 | 66.1818 | 728 | 0.5562 | 0.6798 | 0.5562 | 0.7458 |
| 0.2019 | 66.3636 | 730 | 0.5645 | 0.6614 | 0.5645 | 0.7513 |
| 0.2019 | 66.5455 | 732 | 0.5639 | 0.6614 | 0.5639 | 0.7509 |
| 0.2019 | 66.7273 | 734 | 0.5580 | 0.6798 | 0.5580 | 0.7470 |
| 0.2019 | 66.9091 | 736 | 0.5599 | 0.6798 | 0.5599 | 0.7482 |
| 0.2019 | 67.0909 | 738 | 0.5672 | 0.6473 | 0.5672 | 0.7531 |
| 0.2019 | 67.2727 | 740 | 0.5747 | 0.6249 | 0.5747 | 0.7581 |
| 0.2019 | 67.4545 | 742 | 0.5797 | 0.6249 | 0.5797 | 0.7614 |
| 0.2019 | 67.6364 | 744 | 0.5800 | 0.6249 | 0.5800 | 0.7616 |
| 0.2019 | 67.8182 | 746 | 0.5788 | 0.6361 | 0.5788 | 0.7608 |
| 0.2019 | 68.0 | 748 | 0.5742 | 0.6473 | 0.5742 | 0.7577 |
| 0.2019 | 68.1818 | 750 | 0.5644 | 0.6886 | 0.5644 | 0.7512 |
| 0.2019 | 68.3636 | 752 | 0.5600 | 0.6886 | 0.5600 | 0.7484 |
| 0.2019 | 68.5455 | 754 | 0.5618 | 0.6841 | 0.5618 | 0.7495 |
| 0.2019 | 68.7273 | 756 | 0.5638 | 0.6473 | 0.5638 | 0.7509 |
| 0.2019 | 68.9091 | 758 | 0.5740 | 0.6473 | 0.5740 | 0.7576 |
| 0.2019 | 69.0909 | 760 | 0.5763 | 0.6473 | 0.5763 | 0.7591 |
| 0.2019 | 69.2727 | 762 | 0.5848 | 0.6361 | 0.5848 | 0.7647 |
| 0.2019 | 69.4545 | 764 | 0.5809 | 0.6361 | 0.5809 | 0.7622 |
| 0.2019 | 69.6364 | 766 | 0.5659 | 0.6798 | 0.5659 | 0.7522 |
| 0.2019 | 69.8182 | 768 | 0.5585 | 0.6954 | 0.5585 | 0.7473 |
| 0.2019 | 70.0 | 770 | 0.5621 | 0.6908 | 0.5621 | 0.7497 |
| 0.2019 | 70.1818 | 772 | 0.5677 | 0.6798 | 0.5677 | 0.7534 |
| 0.2019 | 70.3636 | 774 | 0.5813 | 0.6361 | 0.5813 | 0.7624 |
| 0.2019 | 70.5455 | 776 | 0.5733 | 0.6473 | 0.5733 | 0.7572 |
| 0.2019 | 70.7273 | 778 | 0.5475 | 0.6473 | 0.5475 | 0.7399 |
| 0.2019 | 70.9091 | 780 | 0.5358 | 0.6656 | 0.5358 | 0.7320 |
| 0.2019 | 71.0909 | 782 | 0.5321 | 0.6656 | 0.5321 | 0.7294 |
| 0.2019 | 71.2727 | 784 | 0.5272 | 0.6593 | 0.5272 | 0.7261 |
| 0.2019 | 71.4545 | 786 | 0.5268 | 0.6632 | 0.5268 | 0.7258 |
| 0.2019 | 71.6364 | 788 | 0.5282 | 0.6632 | 0.5282 | 0.7268 |
| 0.2019 | 71.8182 | 790 | 0.5272 | 0.6632 | 0.5272 | 0.7261 |
| 0.2019 | 72.0 | 792 | 0.5263 | 0.6681 | 0.5263 | 0.7255 |
| 0.2019 | 72.1818 | 794 | 0.5253 | 0.6681 | 0.5253 | 0.7248 |
| 0.2019 | 72.3636 | 796 | 0.5248 | 0.6681 | 0.5248 | 0.7245 |
| 0.2019 | 72.5455 | 798 | 0.5219 | 0.7074 | 0.5219 | 0.7224 |
| 0.2019 | 72.7273 | 800 | 0.5208 | 0.7074 | 0.5208 | 0.7217 |
| 0.2019 | 72.9091 | 802 | 0.5193 | 0.6593 | 0.5193 | 0.7207 |
| 0.2019 | 73.0909 | 804 | 0.5203 | 0.6593 | 0.5203 | 0.7213 |
| 0.2019 | 73.2727 | 806 | 0.5213 | 0.6593 | 0.5213 | 0.7220 |
| 0.2019 | 73.4545 | 808 | 0.5230 | 0.6593 | 0.5230 | 0.7232 |
| 0.2019 | 73.6364 | 810 | 0.5235 | 0.6704 | 0.5235 | 0.7236 |
| 0.2019 | 73.8182 | 812 | 0.5259 | 0.6970 | 0.5259 | 0.7252 |
| 0.2019 | 74.0 | 814 | 0.5327 | 0.6649 | 0.5327 | 0.7299 |
| 0.2019 | 74.1818 | 816 | 0.5368 | 0.6649 | 0.5368 | 0.7326 |
| 0.2019 | 74.3636 | 818 | 0.5322 | 0.6970 | 0.5322 | 0.7295 |
| 0.2019 | 74.5455 | 820 | 0.5330 | 0.6970 | 0.5330 | 0.7300 |
| 0.2019 | 74.7273 | 822 | 0.5321 | 0.6745 | 0.5321 | 0.7294 |
| 0.2019 | 74.9091 | 824 | 0.5345 | 0.6736 | 0.5345 | 0.7311 |
| 0.2019 | 75.0909 | 826 | 0.5455 | 0.6396 | 0.5455 | 0.7386 |
| 0.2019 | 75.2727 | 828 | 0.5554 | 0.6361 | 0.5554 | 0.7453 |
| 0.2019 | 75.4545 | 830 | 0.5616 | 0.6282 | 0.5616 | 0.7494 |
| 0.2019 | 75.6364 | 832 | 0.5605 | 0.6614 | 0.5605 | 0.7487 |
| 0.2019 | 75.8182 | 834 | 0.5525 | 0.6908 | 0.5525 | 0.7433 |
| 0.2019 | 76.0 | 836 | 0.5469 | 0.6597 | 0.5469 | 0.7395 |
| 0.2019 | 76.1818 | 838 | 0.5491 | 0.6488 | 0.5491 | 0.7410 |
| 0.2019 | 76.3636 | 840 | 0.5523 | 0.6597 | 0.5523 | 0.7432 |
| 0.2019 | 76.5455 | 842 | 0.5631 | 0.6841 | 0.5631 | 0.7504 |
| 0.2019 | 76.7273 | 844 | 0.5812 | 0.6614 | 0.5812 | 0.7624 |
| 0.2019 | 76.9091 | 846 | 0.5967 | 0.6053 | 0.5967 | 0.7725 |
| 0.2019 | 77.0909 | 848 | 0.6024 | 0.6053 | 0.6024 | 0.7761 |
| 0.2019 | 77.2727 | 850 | 0.5986 | 0.6053 | 0.5986 | 0.7737 |
| 0.2019 | 77.4545 | 852 | 0.5817 | 0.6473 | 0.5817 | 0.7627 |
| 0.2019 | 77.6364 | 854 | 0.5762 | 0.6798 | 0.5762 | 0.7591 |
| 0.2019 | 77.8182 | 856 | 0.5717 | 0.6798 | 0.5717 | 0.7561 |
| 0.2019 | 78.0 | 858 | 0.5745 | 0.6798 | 0.5745 | 0.7580 |
| 0.2019 | 78.1818 | 860 | 0.5909 | 0.6473 | 0.5909 | 0.7687 |
| 0.2019 | 78.3636 | 862 | 0.6021 | 0.6137 | 0.6021 | 0.7760 |
| 0.2019 | 78.5455 | 864 | 0.6080 | 0.5938 | 0.6080 | 0.7797 |
| 0.2019 | 78.7273 | 866 | 0.5990 | 0.6137 | 0.5990 | 0.7739 |
| 0.2019 | 78.9091 | 868 | 0.5889 | 0.6473 | 0.5889 | 0.7674 |
| 0.2019 | 79.0909 | 870 | 0.5857 | 0.6473 | 0.5857 | 0.7653 |
| 0.2019 | 79.2727 | 872 | 0.5736 | 0.6798 | 0.5736 | 0.7574 |
| 0.2019 | 79.4545 | 874 | 0.5665 | 0.6798 | 0.5665 | 0.7527 |
| 0.2019 | 79.6364 | 876 | 0.5576 | 0.6841 | 0.5576 | 0.7467 |
| 0.2019 | 79.8182 | 878 | 0.5500 | 0.6841 | 0.5500 | 0.7417 |
| 0.2019 | 80.0 | 880 | 0.5484 | 0.6841 | 0.5484 | 0.7405 |
| 0.2019 | 80.1818 | 882 | 0.5535 | 0.6798 | 0.5535 | 0.7440 |
| 0.2019 | 80.3636 | 884 | 0.5560 | 0.6798 | 0.5560 | 0.7456 |
| 0.2019 | 80.5455 | 886 | 0.5637 | 0.6473 | 0.5637 | 0.7508 |
| 0.2019 | 80.7273 | 888 | 0.5682 | 0.6473 | 0.5682 | 0.7538 |
| 0.2019 | 80.9091 | 890 | 0.5685 | 0.6473 | 0.5685 | 0.7540 |
| 0.2019 | 81.0909 | 892 | 0.5747 | 0.6361 | 0.5747 | 0.7581 |
| 0.2019 | 81.2727 | 894 | 0.5718 | 0.6361 | 0.5718 | 0.7562 |
| 0.2019 | 81.4545 | 896 | 0.5658 | 0.6473 | 0.5658 | 0.7522 |
| 0.2019 | 81.6364 | 898 | 0.5575 | 0.6473 | 0.5575 | 0.7466 |
| 0.2019 | 81.8182 | 900 | 0.5567 | 0.6473 | 0.5567 | 0.7461 |
| 0.2019 | 82.0 | 902 | 0.5536 | 0.6473 | 0.5536 | 0.7441 |
| 0.2019 | 82.1818 | 904 | 0.5519 | 0.6473 | 0.5519 | 0.7429 |
| 0.2019 | 82.3636 | 906 | 0.5445 | 0.6841 | 0.5445 | 0.7379 |
| 0.2019 | 82.5455 | 908 | 0.5353 | 0.6886 | 0.5353 | 0.7317 |
| 0.2019 | 82.7273 | 910 | 0.5306 | 0.6886 | 0.5306 | 0.7284 |
| 0.2019 | 82.9091 | 912 | 0.5285 | 0.7223 | 0.5285 | 0.7270 |
| 0.2019 | 83.0909 | 914 | 0.5278 | 0.7223 | 0.5278 | 0.7265 |
| 0.2019 | 83.2727 | 916 | 0.5271 | 0.6886 | 0.5271 | 0.7260 |
| 0.2019 | 83.4545 | 918 | 0.5292 | 0.6798 | 0.5292 | 0.7275 |
| 0.2019 | 83.6364 | 920 | 0.5355 | 0.6798 | 0.5355 | 0.7318 |
| 0.2019 | 83.8182 | 922 | 0.5381 | 0.6798 | 0.5381 | 0.7336 |
| 0.2019 | 84.0 | 924 | 0.5467 | 0.6473 | 0.5467 | 0.7394 |
| 0.2019 | 84.1818 | 926 | 0.5515 | 0.6361 | 0.5515 | 0.7427 |
| 0.2019 | 84.3636 | 928 | 0.5542 | 0.6361 | 0.5542 | 0.7444 |
| 0.2019 | 84.5455 | 930 | 0.5491 | 0.6361 | 0.5491 | 0.7410 |
| 0.2019 | 84.7273 | 932 | 0.5388 | 0.6798 | 0.5388 | 0.7341 |
| 0.2019 | 84.9091 | 934 | 0.5349 | 0.6798 | 0.5349 | 0.7314 |
| 0.2019 | 85.0909 | 936 | 0.5318 | 0.6841 | 0.5318 | 0.7293 |
| 0.2019 | 85.2727 | 938 | 0.5306 | 0.6841 | 0.5306 | 0.7285 |
| 0.2019 | 85.4545 | 940 | 0.5317 | 0.6841 | 0.5317 | 0.7292 |
| 0.2019 | 85.6364 | 942 | 0.5341 | 0.6798 | 0.5341 | 0.7308 |
| 0.2019 | 85.8182 | 944 | 0.5357 | 0.6798 | 0.5357 | 0.7319 |
| 0.2019 | 86.0 | 946 | 0.5397 | 0.6473 | 0.5397 | 0.7346 |
| 0.2019 | 86.1818 | 948 | 0.5430 | 0.6361 | 0.5430 | 0.7369 |
| 0.2019 | 86.3636 | 950 | 0.5459 | 0.6361 | 0.5459 | 0.7389 |
| 0.2019 | 86.5455 | 952 | 0.5512 | 0.6361 | 0.5512 | 0.7424 |
| 0.2019 | 86.7273 | 954 | 0.5526 | 0.6361 | 0.5526 | 0.7434 |
| 0.2019 | 86.9091 | 956 | 0.5559 | 0.6361 | 0.5559 | 0.7456 |
| 0.2019 | 87.0909 | 958 | 0.5527 | 0.6361 | 0.5527 | 0.7435 |
| 0.2019 | 87.2727 | 960 | 0.5437 | 0.6473 | 0.5437 | 0.7374 |
| 0.2019 | 87.4545 | 962 | 0.5353 | 0.6798 | 0.5353 | 0.7316 |
| 0.2019 | 87.6364 | 964 | 0.5312 | 0.6798 | 0.5312 | 0.7289 |
| 0.2019 | 87.8182 | 966 | 0.5285 | 0.6798 | 0.5285 | 0.7270 |
| 0.2019 | 88.0 | 968 | 0.5264 | 0.6841 | 0.5264 | 0.7256 |
| 0.2019 | 88.1818 | 970 | 0.5256 | 0.6857 | 0.5256 | 0.7250 |
| 0.2019 | 88.3636 | 972 | 0.5274 | 0.6857 | 0.5274 | 0.7262 |
| 0.2019 | 88.5455 | 974 | 0.5305 | 0.6673 | 0.5305 | 0.7284 |
| 0.2019 | 88.7273 | 976 | 0.5344 | 0.6886 | 0.5344 | 0.7311 |
| 0.2019 | 88.9091 | 978 | 0.5401 | 0.6841 | 0.5401 | 0.7349 |
| 0.2019 | 89.0909 | 980 | 0.5489 | 0.6798 | 0.5489 | 0.7409 |
| 0.2019 | 89.2727 | 982 | 0.5561 | 0.6361 | 0.5561 | 0.7457 |
| 0.2019 | 89.4545 | 984 | 0.5600 | 0.6361 | 0.5600 | 0.7483 |
| 0.2019 | 89.6364 | 986 | 0.5604 | 0.6361 | 0.5604 | 0.7486 |
| 0.2019 | 89.8182 | 988 | 0.5585 | 0.6361 | 0.5585 | 0.7473 |
| 0.2019 | 90.0 | 990 | 0.5538 | 0.6361 | 0.5538 | 0.7442 |
| 0.2019 | 90.1818 | 992 | 0.5496 | 0.6361 | 0.5496 | 0.7414 |
| 0.2019 | 90.3636 | 994 | 0.5475 | 0.6798 | 0.5475 | 0.7399 |
| 0.2019 | 90.5455 | 996 | 0.5453 | 0.6798 | 0.5453 | 0.7385 |
| 0.2019 | 90.7273 | 998 | 0.5454 | 0.6798 | 0.5454 | 0.7385 |
| 0.0425 | 90.9091 | 1000 | 0.5450 | 0.6798 | 0.5450 | 0.7382 |
| 0.0425 | 91.0909 | 1002 | 0.5435 | 0.6798 | 0.5435 | 0.7372 |
| 0.0425 | 91.2727 | 1004 | 0.5408 | 0.6798 | 0.5408 | 0.7354 |
| 0.0425 | 91.4545 | 1006 | 0.5381 | 0.6886 | 0.5381 | 0.7335 |
| 0.0425 | 91.6364 | 1008 | 0.5357 | 0.7066 | 0.5357 | 0.7319 |
| 0.0425 | 91.8182 | 1010 | 0.5342 | 0.7066 | 0.5342 | 0.7309 |
| 0.0425 | 92.0 | 1012 | 0.5334 | 0.6857 | 0.5334 | 0.7303 |
| 0.0425 | 92.1818 | 1014 | 0.5336 | 0.7066 | 0.5336 | 0.7305 |
| 0.0425 | 92.3636 | 1016 | 0.5333 | 0.7066 | 0.5333 | 0.7303 |
| 0.0425 | 92.5455 | 1018 | 0.5343 | 0.7019 | 0.5343 | 0.7310 |
| 0.0425 | 92.7273 | 1020 | 0.5367 | 0.6973 | 0.5367 | 0.7326 |
| 0.0425 | 92.9091 | 1022 | 0.5408 | 0.6798 | 0.5408 | 0.7354 |
| 0.0425 | 93.0909 | 1024 | 0.5460 | 0.6798 | 0.5460 | 0.7389 |
| 0.0425 | 93.2727 | 1026 | 0.5503 | 0.6798 | 0.5503 | 0.7418 |
| 0.0425 | 93.4545 | 1028 | 0.5538 | 0.6473 | 0.5538 | 0.7442 |
| 0.0425 | 93.6364 | 1030 | 0.5576 | 0.6361 | 0.5576 | 0.7468 |
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_k3_task5_organization
Base model
aubmindlab/bert-base-arabertv02