ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k19_task2_organization
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.7487
- Qwk: 0.4930
- Mse: 0.7487
- Rmse: 0.8653
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|---|---|---|---|---|---|---|
| No log | 0.0208 | 2 | 3.9386 | -0.0206 | 3.9386 | 1.9846 |
| No log | 0.0417 | 4 | 1.9885 | 0.0696 | 1.9885 | 1.4101 |
| No log | 0.0625 | 6 | 1.3237 | -0.0035 | 1.3237 | 1.1505 |
| No log | 0.0833 | 8 | 0.8256 | 0.0283 | 0.8256 | 0.9086 |
| No log | 0.1042 | 10 | 0.8252 | 0.0331 | 0.8252 | 0.9084 |
| No log | 0.125 | 12 | 0.8747 | 0.1344 | 0.8747 | 0.9353 |
| No log | 0.1458 | 14 | 0.8745 | 0.1171 | 0.8745 | 0.9351 |
| No log | 0.1667 | 16 | 0.8653 | 0.0754 | 0.8653 | 0.9302 |
| No log | 0.1875 | 18 | 0.8834 | 0.0985 | 0.8834 | 0.9399 |
| No log | 0.2083 | 20 | 0.7525 | 0.0939 | 0.7525 | 0.8675 |
| No log | 0.2292 | 22 | 0.7195 | 0.2200 | 0.7195 | 0.8482 |
| No log | 0.25 | 24 | 0.7159 | 0.2645 | 0.7159 | 0.8461 |
| No log | 0.2708 | 26 | 0.7263 | 0.1696 | 0.7263 | 0.8522 |
| No log | 0.2917 | 28 | 0.7203 | 0.1706 | 0.7203 | 0.8487 |
| No log | 0.3125 | 30 | 0.7169 | 0.1565 | 0.7169 | 0.8467 |
| No log | 0.3333 | 32 | 0.7038 | 0.2246 | 0.7038 | 0.8389 |
| No log | 0.3542 | 34 | 0.7227 | 0.2061 | 0.7227 | 0.8501 |
| No log | 0.375 | 36 | 0.7588 | 0.1409 | 0.7588 | 0.8711 |
| No log | 0.3958 | 38 | 0.7820 | 0.1552 | 0.7820 | 0.8843 |
| No log | 0.4167 | 40 | 0.9569 | 0.1218 | 0.9569 | 0.9782 |
| No log | 0.4375 | 42 | 1.0505 | 0.1303 | 1.0505 | 1.0249 |
| No log | 0.4583 | 44 | 0.8895 | 0.2569 | 0.8895 | 0.9431 |
| No log | 0.4792 | 46 | 1.0319 | 0.2082 | 1.0319 | 1.0158 |
| No log | 0.5 | 48 | 1.6522 | 0.1759 | 1.6522 | 1.2854 |
| No log | 0.5208 | 50 | 1.7104 | 0.0862 | 1.7104 | 1.3078 |
| No log | 0.5417 | 52 | 1.5416 | 0.2150 | 1.5416 | 1.2416 |
| No log | 0.5625 | 54 | 1.0377 | 0.3059 | 1.0377 | 1.0187 |
| No log | 0.5833 | 56 | 1.0960 | 0.2853 | 1.0960 | 1.0469 |
| No log | 0.6042 | 58 | 0.9775 | 0.2941 | 0.9775 | 0.9887 |
| No log | 0.625 | 60 | 0.9102 | 0.3086 | 0.9102 | 0.9540 |
| No log | 0.6458 | 62 | 0.8788 | 0.2652 | 0.8788 | 0.9375 |
| No log | 0.6667 | 64 | 0.9040 | 0.2853 | 0.9040 | 0.9508 |
| No log | 0.6875 | 66 | 0.8796 | 0.2553 | 0.8796 | 0.9379 |
| No log | 0.7083 | 68 | 1.3874 | 0.2049 | 1.3874 | 1.1779 |
| No log | 0.7292 | 70 | 1.3528 | 0.2100 | 1.3528 | 1.1631 |
| No log | 0.75 | 72 | 0.9709 | 0.2895 | 0.9709 | 0.9853 |
| No log | 0.7708 | 74 | 0.8371 | 0.2785 | 0.8371 | 0.9149 |
| No log | 0.7917 | 76 | 0.8423 | 0.2517 | 0.8423 | 0.9178 |
| No log | 0.8125 | 78 | 0.9993 | 0.2861 | 0.9993 | 0.9996 |
| No log | 0.8333 | 80 | 1.2985 | 0.2227 | 1.2985 | 1.1395 |
| No log | 0.8542 | 82 | 1.6476 | 0.2165 | 1.6476 | 1.2836 |
| No log | 0.875 | 84 | 2.0464 | 0.1570 | 2.0464 | 1.4305 |
| No log | 0.8958 | 86 | 1.8875 | 0.1851 | 1.8875 | 1.3739 |
| No log | 0.9167 | 88 | 1.3907 | 0.2568 | 1.3907 | 1.1793 |
| No log | 0.9375 | 90 | 0.8696 | 0.3265 | 0.8696 | 0.9325 |
| No log | 0.9583 | 92 | 0.8112 | 0.3176 | 0.8112 | 0.9007 |
| No log | 0.9792 | 94 | 0.7788 | 0.2948 | 0.7788 | 0.8825 |
| No log | 1.0 | 96 | 0.7978 | 0.3480 | 0.7978 | 0.8932 |
| No log | 1.0208 | 98 | 0.8379 | 0.3736 | 0.8379 | 0.9154 |
| No log | 1.0417 | 100 | 1.2357 | 0.2996 | 1.2357 | 1.1116 |
| No log | 1.0625 | 102 | 1.7700 | 0.2298 | 1.7700 | 1.3304 |
| No log | 1.0833 | 104 | 1.4444 | 0.3018 | 1.4444 | 1.2018 |
| No log | 1.1042 | 106 | 1.0293 | 0.3157 | 1.0293 | 1.0146 |
| No log | 1.125 | 108 | 1.1812 | 0.3580 | 1.1812 | 1.0868 |
| No log | 1.1458 | 110 | 1.6790 | 0.2842 | 1.6790 | 1.2958 |
| No log | 1.1667 | 112 | 1.8912 | 0.2487 | 1.8912 | 1.3752 |
| No log | 1.1875 | 114 | 1.2300 | 0.3548 | 1.2300 | 1.1090 |
| No log | 1.2083 | 116 | 0.8905 | 0.3159 | 0.8905 | 0.9436 |
| No log | 1.2292 | 118 | 0.9724 | 0.3080 | 0.9724 | 0.9861 |
| No log | 1.25 | 120 | 1.2296 | 0.3350 | 1.2296 | 1.1089 |
| No log | 1.2708 | 122 | 1.8440 | 0.2398 | 1.8440 | 1.3580 |
| No log | 1.2917 | 124 | 2.2004 | 0.1843 | 2.2004 | 1.4834 |
| No log | 1.3125 | 126 | 1.7420 | 0.2167 | 1.7420 | 1.3199 |
| No log | 1.3333 | 128 | 0.8975 | 0.3342 | 0.8975 | 0.9474 |
| No log | 1.3542 | 130 | 0.7550 | 0.4277 | 0.7550 | 0.8689 |
| No log | 1.375 | 132 | 0.8074 | 0.4185 | 0.8074 | 0.8986 |
| No log | 1.3958 | 134 | 1.3584 | 0.3382 | 1.3584 | 1.1655 |
| No log | 1.4167 | 136 | 1.9341 | 0.2399 | 1.9341 | 1.3907 |
| No log | 1.4375 | 138 | 1.6957 | 0.2602 | 1.6957 | 1.3022 |
| No log | 1.4583 | 140 | 1.2980 | 0.3378 | 1.2980 | 1.1393 |
| No log | 1.4792 | 142 | 1.3381 | 0.3267 | 1.3381 | 1.1568 |
| No log | 1.5 | 144 | 1.1689 | 0.3186 | 1.1689 | 1.0811 |
| No log | 1.5208 | 146 | 1.3044 | 0.3095 | 1.3044 | 1.1421 |
| No log | 1.5417 | 148 | 1.2258 | 0.3274 | 1.2258 | 1.1071 |
| No log | 1.5625 | 150 | 1.1923 | 0.3425 | 1.1923 | 1.0919 |
| No log | 1.5833 | 152 | 1.0239 | 0.3991 | 1.0239 | 1.0119 |
| No log | 1.6042 | 154 | 1.2532 | 0.3273 | 1.2532 | 1.1195 |
| No log | 1.625 | 156 | 1.3461 | 0.3045 | 1.3461 | 1.1602 |
| No log | 1.6458 | 158 | 1.5595 | 0.2713 | 1.5595 | 1.2488 |
| No log | 1.6667 | 160 | 1.4277 | 0.2924 | 1.4277 | 1.1948 |
| No log | 1.6875 | 162 | 1.0012 | 0.3681 | 1.0012 | 1.0006 |
| No log | 1.7083 | 164 | 0.7784 | 0.4148 | 0.7784 | 0.8822 |
| No log | 1.7292 | 166 | 0.7441 | 0.3935 | 0.7441 | 0.8626 |
| No log | 1.75 | 168 | 0.8745 | 0.3894 | 0.8745 | 0.9352 |
| No log | 1.7708 | 170 | 1.0671 | 0.3683 | 1.0671 | 1.0330 |
| No log | 1.7917 | 172 | 1.0979 | 0.3519 | 1.0979 | 1.0478 |
| No log | 1.8125 | 174 | 0.9744 | 0.4281 | 0.9744 | 0.9871 |
| No log | 1.8333 | 176 | 0.7938 | 0.3867 | 0.7938 | 0.8909 |
| No log | 1.8542 | 178 | 0.7145 | 0.4907 | 0.7145 | 0.8453 |
| No log | 1.875 | 180 | 0.6991 | 0.4047 | 0.6991 | 0.8361 |
| No log | 1.8958 | 182 | 0.6960 | 0.4234 | 0.6960 | 0.8343 |
| No log | 1.9167 | 184 | 0.8229 | 0.4433 | 0.8229 | 0.9071 |
| No log | 1.9375 | 186 | 1.3610 | 0.3232 | 1.3610 | 1.1666 |
| No log | 1.9583 | 188 | 1.8953 | 0.2234 | 1.8953 | 1.3767 |
| No log | 1.9792 | 190 | 1.9057 | 0.2300 | 1.9057 | 1.3805 |
| No log | 2.0 | 192 | 1.2727 | 0.3652 | 1.2727 | 1.1282 |
| No log | 2.0208 | 194 | 0.8002 | 0.4067 | 0.8002 | 0.8945 |
| No log | 2.0417 | 196 | 0.7952 | 0.4575 | 0.7952 | 0.8917 |
| No log | 2.0625 | 198 | 0.7385 | 0.4299 | 0.7385 | 0.8594 |
| No log | 2.0833 | 200 | 0.9700 | 0.4432 | 0.9700 | 0.9849 |
| No log | 2.1042 | 202 | 1.3991 | 0.2970 | 1.3991 | 1.1828 |
| No log | 2.125 | 204 | 1.2592 | 0.3145 | 1.2592 | 1.1221 |
| No log | 2.1458 | 206 | 0.8433 | 0.4119 | 0.8433 | 0.9183 |
| No log | 2.1667 | 208 | 0.6510 | 0.5106 | 0.6510 | 0.8069 |
| No log | 2.1875 | 210 | 0.5894 | 0.5105 | 0.5894 | 0.7677 |
| No log | 2.2083 | 212 | 0.6314 | 0.5192 | 0.6314 | 0.7946 |
| No log | 2.2292 | 214 | 0.8030 | 0.4913 | 0.8030 | 0.8961 |
| No log | 2.25 | 216 | 0.7728 | 0.5054 | 0.7728 | 0.8791 |
| No log | 2.2708 | 218 | 0.8618 | 0.4935 | 0.8618 | 0.9283 |
| No log | 2.2917 | 220 | 0.8721 | 0.4629 | 0.8721 | 0.9339 |
| No log | 2.3125 | 222 | 0.8249 | 0.4585 | 0.8249 | 0.9082 |
| No log | 2.3333 | 224 | 0.7689 | 0.5242 | 0.7689 | 0.8769 |
| No log | 2.3542 | 226 | 0.7506 | 0.5160 | 0.7506 | 0.8664 |
| No log | 2.375 | 228 | 0.7106 | 0.5033 | 0.7106 | 0.8430 |
| No log | 2.3958 | 230 | 0.7161 | 0.4853 | 0.7161 | 0.8462 |
| No log | 2.4167 | 232 | 0.6586 | 0.4802 | 0.6586 | 0.8116 |
| No log | 2.4375 | 234 | 0.6484 | 0.5019 | 0.6484 | 0.8053 |
| No log | 2.4583 | 236 | 0.7358 | 0.4977 | 0.7358 | 0.8578 |
| No log | 2.4792 | 238 | 0.9712 | 0.4988 | 0.9712 | 0.9855 |
| No log | 2.5 | 240 | 0.9056 | 0.4789 | 0.9056 | 0.9516 |
| No log | 2.5208 | 242 | 0.6972 | 0.5328 | 0.6972 | 0.8350 |
| No log | 2.5417 | 244 | 0.6828 | 0.4850 | 0.6828 | 0.8263 |
| No log | 2.5625 | 246 | 0.6895 | 0.5471 | 0.6895 | 0.8304 |
| No log | 2.5833 | 248 | 0.7624 | 0.4885 | 0.7624 | 0.8731 |
| No log | 2.6042 | 250 | 0.8315 | 0.4673 | 0.8315 | 0.9119 |
| No log | 2.625 | 252 | 0.7848 | 0.5203 | 0.7848 | 0.8859 |
| No log | 2.6458 | 254 | 0.7432 | 0.5138 | 0.7432 | 0.8621 |
| No log | 2.6667 | 256 | 0.7376 | 0.4868 | 0.7376 | 0.8588 |
| No log | 2.6875 | 258 | 0.7185 | 0.5248 | 0.7185 | 0.8476 |
| No log | 2.7083 | 260 | 0.9141 | 0.4494 | 0.9141 | 0.9561 |
| No log | 2.7292 | 262 | 1.1291 | 0.3903 | 1.1291 | 1.0626 |
| No log | 2.75 | 264 | 1.0217 | 0.3971 | 1.0217 | 1.0108 |
| No log | 2.7708 | 266 | 0.7651 | 0.4928 | 0.7651 | 0.8747 |
| No log | 2.7917 | 268 | 0.6578 | 0.4976 | 0.6578 | 0.8111 |
| No log | 2.8125 | 270 | 0.6737 | 0.5224 | 0.6737 | 0.8208 |
| No log | 2.8333 | 272 | 0.7400 | 0.5381 | 0.7400 | 0.8602 |
| No log | 2.8542 | 274 | 0.9287 | 0.4314 | 0.9287 | 0.9637 |
| No log | 2.875 | 276 | 1.1949 | 0.4005 | 1.1949 | 1.0931 |
| No log | 2.8958 | 278 | 1.0965 | 0.4010 | 1.0965 | 1.0471 |
| No log | 2.9167 | 280 | 0.8185 | 0.4306 | 0.8185 | 0.9047 |
| No log | 2.9375 | 282 | 0.7546 | 0.4700 | 0.7546 | 0.8687 |
| No log | 2.9583 | 284 | 0.7297 | 0.4925 | 0.7297 | 0.8542 |
| No log | 2.9792 | 286 | 0.8292 | 0.5022 | 0.8292 | 0.9106 |
| No log | 3.0 | 288 | 0.8419 | 0.4824 | 0.8419 | 0.9176 |
| No log | 3.0208 | 290 | 0.6988 | 0.5169 | 0.6988 | 0.8359 |
| No log | 3.0417 | 292 | 0.6365 | 0.5049 | 0.6365 | 0.7978 |
| No log | 3.0625 | 294 | 0.6496 | 0.5033 | 0.6496 | 0.8060 |
| No log | 3.0833 | 296 | 0.6814 | 0.4859 | 0.6814 | 0.8255 |
| No log | 3.1042 | 298 | 0.7976 | 0.4589 | 0.7976 | 0.8931 |
| No log | 3.125 | 300 | 0.9629 | 0.4720 | 0.9629 | 0.9813 |
| No log | 3.1458 | 302 | 0.8889 | 0.5056 | 0.8889 | 0.9428 |
| No log | 3.1667 | 304 | 0.6796 | 0.4901 | 0.6796 | 0.8244 |
| No log | 3.1875 | 306 | 0.6454 | 0.5072 | 0.6454 | 0.8034 |
| No log | 3.2083 | 308 | 0.6305 | 0.5102 | 0.6305 | 0.7941 |
| No log | 3.2292 | 310 | 0.6469 | 0.5251 | 0.6469 | 0.8043 |
| No log | 3.25 | 312 | 0.7578 | 0.4614 | 0.7578 | 0.8705 |
| No log | 3.2708 | 314 | 0.7829 | 0.4191 | 0.7829 | 0.8848 |
| No log | 3.2917 | 316 | 0.7447 | 0.4683 | 0.7447 | 0.8629 |
| No log | 3.3125 | 318 | 0.8642 | 0.4568 | 0.8642 | 0.9296 |
| No log | 3.3333 | 320 | 0.9427 | 0.4650 | 0.9427 | 0.9709 |
| No log | 3.3542 | 322 | 0.9911 | 0.4532 | 0.9911 | 0.9956 |
| No log | 3.375 | 324 | 0.8924 | 0.4667 | 0.8924 | 0.9447 |
| No log | 3.3958 | 326 | 0.7413 | 0.4967 | 0.7413 | 0.8610 |
| No log | 3.4167 | 328 | 0.7023 | 0.5271 | 0.7023 | 0.8380 |
| No log | 3.4375 | 330 | 0.7249 | 0.48 | 0.7249 | 0.8514 |
| No log | 3.4583 | 332 | 0.7547 | 0.4958 | 0.7547 | 0.8688 |
| No log | 3.4792 | 334 | 0.6910 | 0.5351 | 0.6910 | 0.8313 |
| No log | 3.5 | 336 | 0.6347 | 0.5763 | 0.6347 | 0.7967 |
| No log | 3.5208 | 338 | 0.6078 | 0.5013 | 0.6078 | 0.7796 |
| No log | 3.5417 | 340 | 0.6417 | 0.5464 | 0.6417 | 0.8011 |
| No log | 3.5625 | 342 | 0.7113 | 0.5485 | 0.7113 | 0.8434 |
| No log | 3.5833 | 344 | 0.7257 | 0.5472 | 0.7257 | 0.8519 |
| No log | 3.6042 | 346 | 0.8503 | 0.5162 | 0.8503 | 0.9221 |
| No log | 3.625 | 348 | 0.8611 | 0.5072 | 0.8611 | 0.9279 |
| No log | 3.6458 | 350 | 0.8092 | 0.5693 | 0.8092 | 0.8996 |
| No log | 3.6667 | 352 | 0.8176 | 0.5047 | 0.8176 | 0.9042 |
| No log | 3.6875 | 354 | 0.9110 | 0.4653 | 0.9110 | 0.9545 |
| No log | 3.7083 | 356 | 1.1471 | 0.3731 | 1.1471 | 1.0710 |
| No log | 3.7292 | 358 | 1.1449 | 0.3826 | 1.1449 | 1.0700 |
| No log | 3.75 | 360 | 0.9024 | 0.4389 | 0.9024 | 0.9499 |
| No log | 3.7708 | 362 | 0.7006 | 0.5427 | 0.7006 | 0.8370 |
| No log | 3.7917 | 364 | 0.5934 | 0.4773 | 0.5934 | 0.7703 |
| No log | 3.8125 | 366 | 0.5943 | 0.4630 | 0.5943 | 0.7709 |
| No log | 3.8333 | 368 | 0.6261 | 0.5148 | 0.6261 | 0.7912 |
| No log | 3.8542 | 370 | 0.8752 | 0.4392 | 0.8752 | 0.9355 |
| No log | 3.875 | 372 | 1.2246 | 0.3300 | 1.2246 | 1.1066 |
| No log | 3.8958 | 374 | 1.3360 | 0.2736 | 1.3360 | 1.1559 |
| No log | 3.9167 | 376 | 1.1303 | 0.3399 | 1.1303 | 1.0632 |
| No log | 3.9375 | 378 | 0.7802 | 0.4622 | 0.7802 | 0.8833 |
| No log | 3.9583 | 380 | 0.6154 | 0.5195 | 0.6154 | 0.7845 |
| No log | 3.9792 | 382 | 0.6050 | 0.5092 | 0.6050 | 0.7778 |
| No log | 4.0 | 384 | 0.6261 | 0.5215 | 0.6261 | 0.7913 |
| No log | 4.0208 | 386 | 0.7235 | 0.5088 | 0.7235 | 0.8506 |
| No log | 4.0417 | 388 | 0.8190 | 0.4997 | 0.8190 | 0.9050 |
| No log | 4.0625 | 390 | 0.7981 | 0.5093 | 0.7981 | 0.8934 |
| No log | 4.0833 | 392 | 0.8068 | 0.5014 | 0.8068 | 0.8982 |
| No log | 4.1042 | 394 | 0.9032 | 0.4783 | 0.9032 | 0.9504 |
| No log | 4.125 | 396 | 0.9386 | 0.4662 | 0.9386 | 0.9688 |
| No log | 4.1458 | 398 | 0.8981 | 0.4662 | 0.8981 | 0.9477 |
| No log | 4.1667 | 400 | 0.7667 | 0.5168 | 0.7667 | 0.8756 |
| No log | 4.1875 | 402 | 0.7596 | 0.5542 | 0.7596 | 0.8716 |
| No log | 4.2083 | 404 | 0.7366 | 0.5355 | 0.7366 | 0.8583 |
| No log | 4.2292 | 406 | 0.6992 | 0.4987 | 0.6992 | 0.8362 |
| No log | 4.25 | 408 | 0.6592 | 0.5007 | 0.6592 | 0.8119 |
| No log | 4.2708 | 410 | 0.6680 | 0.5205 | 0.6680 | 0.8173 |
| No log | 4.2917 | 412 | 0.7144 | 0.5386 | 0.7144 | 0.8452 |
| No log | 4.3125 | 414 | 0.9100 | 0.4730 | 0.9100 | 0.9539 |
| No log | 4.3333 | 416 | 0.9858 | 0.4566 | 0.9858 | 0.9929 |
| No log | 4.3542 | 418 | 0.8510 | 0.4948 | 0.8510 | 0.9225 |
| No log | 4.375 | 420 | 0.7087 | 0.5241 | 0.7087 | 0.8418 |
| No log | 4.3958 | 422 | 0.6337 | 0.5037 | 0.6337 | 0.7961 |
| No log | 4.4167 | 424 | 0.6286 | 0.4804 | 0.6286 | 0.7928 |
| No log | 4.4375 | 426 | 0.6587 | 0.5162 | 0.6587 | 0.8116 |
| No log | 4.4583 | 428 | 0.7371 | 0.5230 | 0.7371 | 0.8585 |
| No log | 4.4792 | 430 | 0.8012 | 0.4828 | 0.8012 | 0.8951 |
| No log | 4.5 | 432 | 0.7949 | 0.4903 | 0.7949 | 0.8916 |
| No log | 4.5208 | 434 | 0.7338 | 0.5230 | 0.7338 | 0.8566 |
| No log | 4.5417 | 436 | 0.7761 | 0.4903 | 0.7761 | 0.8810 |
| No log | 4.5625 | 438 | 0.8404 | 0.4822 | 0.8404 | 0.9168 |
| No log | 4.5833 | 440 | 0.8571 | 0.4677 | 0.8571 | 0.9258 |
| No log | 4.6042 | 442 | 0.8503 | 0.4957 | 0.8503 | 0.9221 |
| No log | 4.625 | 444 | 0.8643 | 0.4703 | 0.8643 | 0.9297 |
| No log | 4.6458 | 446 | 0.9545 | 0.4593 | 0.9545 | 0.9770 |
| No log | 4.6667 | 448 | 0.9326 | 0.4654 | 0.9326 | 0.9657 |
| No log | 4.6875 | 450 | 0.8788 | 0.4685 | 0.8788 | 0.9375 |
| No log | 4.7083 | 452 | 0.7878 | 0.5183 | 0.7878 | 0.8876 |
| No log | 4.7292 | 454 | 0.7906 | 0.5024 | 0.7906 | 0.8892 |
| No log | 4.75 | 456 | 0.8457 | 0.4851 | 0.8457 | 0.9196 |
| No log | 4.7708 | 458 | 0.8513 | 0.4779 | 0.8513 | 0.9227 |
| No log | 4.7917 | 460 | 0.8108 | 0.5093 | 0.8108 | 0.9004 |
| No log | 4.8125 | 462 | 0.8380 | 0.4948 | 0.8380 | 0.9154 |
| No log | 4.8333 | 464 | 0.8166 | 0.5118 | 0.8166 | 0.9037 |
| No log | 4.8542 | 466 | 0.7992 | 0.5118 | 0.7992 | 0.8940 |
| No log | 4.875 | 468 | 0.7415 | 0.5009 | 0.7415 | 0.8611 |
| No log | 4.8958 | 470 | 0.6613 | 0.5325 | 0.6613 | 0.8132 |
| No log | 4.9167 | 472 | 0.6985 | 0.5419 | 0.6985 | 0.8358 |
| No log | 4.9375 | 474 | 0.7002 | 0.5250 | 0.7002 | 0.8368 |
| No log | 4.9583 | 476 | 0.7135 | 0.5224 | 0.7135 | 0.8447 |
| No log | 4.9792 | 478 | 0.6517 | 0.5234 | 0.6517 | 0.8073 |
| No log | 5.0 | 480 | 0.6536 | 0.5376 | 0.6536 | 0.8085 |
| No log | 5.0208 | 482 | 0.6792 | 0.5157 | 0.6792 | 0.8241 |
| No log | 5.0417 | 484 | 0.7198 | 0.5332 | 0.7198 | 0.8484 |
| No log | 5.0625 | 486 | 0.7407 | 0.5020 | 0.7407 | 0.8607 |
| No log | 5.0833 | 488 | 0.7390 | 0.4799 | 0.7390 | 0.8596 |
| No log | 5.1042 | 490 | 0.7081 | 0.5006 | 0.7081 | 0.8415 |
| No log | 5.125 | 492 | 0.7149 | 0.4851 | 0.7149 | 0.8455 |
| No log | 5.1458 | 494 | 0.7014 | 0.4898 | 0.7014 | 0.8375 |
| No log | 5.1667 | 496 | 0.7193 | 0.5408 | 0.7193 | 0.8481 |
| No log | 5.1875 | 498 | 0.8747 | 0.4997 | 0.8747 | 0.9353 |
| 0.51 | 5.2083 | 500 | 1.0325 | 0.4789 | 1.0325 | 1.0161 |
| 0.51 | 5.2292 | 502 | 1.0198 | 0.4722 | 1.0198 | 1.0099 |
| 0.51 | 5.25 | 504 | 0.8284 | 0.4785 | 0.8284 | 0.9102 |
| 0.51 | 5.2708 | 506 | 0.7028 | 0.4953 | 0.7028 | 0.8383 |
| 0.51 | 5.2917 | 508 | 0.6798 | 0.4894 | 0.6798 | 0.8245 |
| 0.51 | 5.3125 | 510 | 0.7566 | 0.5055 | 0.7566 | 0.8698 |
| 0.51 | 5.3333 | 512 | 0.9321 | 0.4244 | 0.9321 | 0.9654 |
| 0.51 | 5.3542 | 514 | 1.0306 | 0.4007 | 1.0306 | 1.0152 |
| 0.51 | 5.375 | 516 | 1.0769 | 0.4036 | 1.0769 | 1.0377 |
| 0.51 | 5.3958 | 518 | 1.0669 | 0.3927 | 1.0669 | 1.0329 |
| 0.51 | 5.4167 | 520 | 0.9168 | 0.4544 | 0.9168 | 0.9575 |
| 0.51 | 5.4375 | 522 | 0.7676 | 0.5128 | 0.7676 | 0.8761 |
| 0.51 | 5.4583 | 524 | 0.7629 | 0.5128 | 0.7629 | 0.8735 |
| 0.51 | 5.4792 | 526 | 0.8436 | 0.4920 | 0.8436 | 0.9185 |
| 0.51 | 5.5 | 528 | 1.0183 | 0.4392 | 1.0183 | 1.0091 |
| 0.51 | 5.5208 | 530 | 1.1070 | 0.4103 | 1.1070 | 1.0521 |
| 0.51 | 5.5417 | 532 | 1.1233 | 0.3927 | 1.1233 | 1.0599 |
| 0.51 | 5.5625 | 534 | 0.9684 | 0.4381 | 0.9684 | 0.9841 |
| 0.51 | 5.5833 | 536 | 0.7695 | 0.5156 | 0.7695 | 0.8772 |
| 0.51 | 5.6042 | 538 | 0.6735 | 0.5179 | 0.6735 | 0.8207 |
| 0.51 | 5.625 | 540 | 0.6638 | 0.5179 | 0.6638 | 0.8147 |
| 0.51 | 5.6458 | 542 | 0.7397 | 0.5190 | 0.7397 | 0.8601 |
| 0.51 | 5.6667 | 544 | 0.8033 | 0.4865 | 0.8033 | 0.8963 |
| 0.51 | 5.6875 | 546 | 0.8833 | 0.4499 | 0.8833 | 0.9399 |
| 0.51 | 5.7083 | 548 | 0.8892 | 0.4499 | 0.8892 | 0.9430 |
| 0.51 | 5.7292 | 550 | 0.7832 | 0.4708 | 0.7832 | 0.8850 |
| 0.51 | 5.75 | 552 | 0.6881 | 0.5139 | 0.6881 | 0.8295 |
| 0.51 | 5.7708 | 554 | 0.6998 | 0.5276 | 0.6998 | 0.8365 |
| 0.51 | 5.7917 | 556 | 0.7676 | 0.5211 | 0.7676 | 0.8761 |
| 0.51 | 5.8125 | 558 | 0.9095 | 0.4759 | 0.9095 | 0.9537 |
| 0.51 | 5.8333 | 560 | 0.9982 | 0.4489 | 0.9982 | 0.9991 |
| 0.51 | 5.8542 | 562 | 0.9932 | 0.4375 | 0.9932 | 0.9966 |
| 0.51 | 5.875 | 564 | 0.9389 | 0.4480 | 0.9389 | 0.9690 |
| 0.51 | 5.8958 | 566 | 0.9664 | 0.4465 | 0.9664 | 0.9830 |
| 0.51 | 5.9167 | 568 | 0.9436 | 0.4452 | 0.9436 | 0.9714 |
| 0.51 | 5.9375 | 570 | 0.8352 | 0.4659 | 0.8352 | 0.9139 |
| 0.51 | 5.9583 | 572 | 0.7834 | 0.4955 | 0.7834 | 0.8851 |
| 0.51 | 5.9792 | 574 | 0.7335 | 0.5143 | 0.7335 | 0.8565 |
| 0.51 | 6.0 | 576 | 0.7707 | 0.5024 | 0.7707 | 0.8779 |
| 0.51 | 6.0208 | 578 | 0.8148 | 0.4989 | 0.8148 | 0.9027 |
| 0.51 | 6.0417 | 580 | 0.8310 | 0.5044 | 0.8310 | 0.9116 |
| 0.51 | 6.0625 | 582 | 0.7844 | 0.5237 | 0.7844 | 0.8857 |
| 0.51 | 6.0833 | 584 | 0.7058 | 0.5131 | 0.7058 | 0.8401 |
| 0.51 | 6.1042 | 586 | 0.7002 | 0.5131 | 0.7002 | 0.8368 |
| 0.51 | 6.125 | 588 | 0.7319 | 0.5429 | 0.7319 | 0.8555 |
| 0.51 | 6.1458 | 590 | 0.6995 | 0.5177 | 0.6995 | 0.8364 |
| 0.51 | 6.1667 | 592 | 0.6804 | 0.5094 | 0.6804 | 0.8248 |
| 0.51 | 6.1875 | 594 | 0.6871 | 0.5226 | 0.6871 | 0.8289 |
| 0.51 | 6.2083 | 596 | 0.6808 | 0.5226 | 0.6808 | 0.8251 |
| 0.51 | 6.2292 | 598 | 0.6619 | 0.4721 | 0.6619 | 0.8136 |
| 0.51 | 6.25 | 600 | 0.6953 | 0.5325 | 0.6953 | 0.8338 |
| 0.51 | 6.2708 | 602 | 0.8154 | 0.5270 | 0.8154 | 0.9030 |
| 0.51 | 6.2917 | 604 | 0.9316 | 0.4946 | 0.9316 | 0.9652 |
| 0.51 | 6.3125 | 606 | 0.9168 | 0.5017 | 0.9168 | 0.9575 |
| 0.51 | 6.3333 | 608 | 0.7977 | 0.5224 | 0.7977 | 0.8932 |
| 0.51 | 6.3542 | 610 | 0.6926 | 0.5351 | 0.6926 | 0.8323 |
| 0.51 | 6.375 | 612 | 0.6742 | 0.5264 | 0.6742 | 0.8211 |
| 0.51 | 6.3958 | 614 | 0.7071 | 0.5431 | 0.7071 | 0.8409 |
| 0.51 | 6.4167 | 616 | 0.7242 | 0.5389 | 0.7242 | 0.8510 |
| 0.51 | 6.4375 | 618 | 0.7092 | 0.5202 | 0.7092 | 0.8422 |
| 0.51 | 6.4583 | 620 | 0.6989 | 0.5362 | 0.6989 | 0.8360 |
| 0.51 | 6.4792 | 622 | 0.7503 | 0.5278 | 0.7503 | 0.8662 |
| 0.51 | 6.5 | 624 | 0.8563 | 0.5061 | 0.8563 | 0.9254 |
| 0.51 | 6.5208 | 626 | 0.9316 | 0.4590 | 0.9316 | 0.9652 |
| 0.51 | 6.5417 | 628 | 0.9529 | 0.4521 | 0.9529 | 0.9762 |
| 0.51 | 6.5625 | 630 | 0.8932 | 0.4795 | 0.8932 | 0.9451 |
| 0.51 | 6.5833 | 632 | 0.7963 | 0.5152 | 0.7963 | 0.8923 |
| 0.51 | 6.6042 | 634 | 0.7589 | 0.5342 | 0.7589 | 0.8712 |
| 0.51 | 6.625 | 636 | 0.7280 | 0.5234 | 0.7280 | 0.8533 |
| 0.51 | 6.6458 | 638 | 0.7564 | 0.5146 | 0.7564 | 0.8697 |
| 0.51 | 6.6667 | 640 | 0.7801 | 0.5258 | 0.7801 | 0.8832 |
| 0.51 | 6.6875 | 642 | 0.7456 | 0.5366 | 0.7456 | 0.8635 |
| 0.51 | 6.7083 | 644 | 0.7350 | 0.5366 | 0.7350 | 0.8573 |
| 0.51 | 6.7292 | 646 | 0.7489 | 0.5366 | 0.7489 | 0.8654 |
| 0.51 | 6.75 | 648 | 0.7775 | 0.5350 | 0.7775 | 0.8818 |
| 0.51 | 6.7708 | 650 | 0.7537 | 0.5228 | 0.7537 | 0.8682 |
| 0.51 | 6.7917 | 652 | 0.7951 | 0.5022 | 0.7951 | 0.8917 |
| 0.51 | 6.8125 | 654 | 0.8089 | 0.5193 | 0.8089 | 0.8994 |
| 0.51 | 6.8333 | 656 | 0.7669 | 0.5317 | 0.7669 | 0.8757 |
| 0.51 | 6.8542 | 658 | 0.6774 | 0.5109 | 0.6774 | 0.8231 |
| 0.51 | 6.875 | 660 | 0.6241 | 0.4830 | 0.6241 | 0.7900 |
| 0.51 | 6.8958 | 662 | 0.6087 | 0.4695 | 0.6087 | 0.7802 |
| 0.51 | 6.9167 | 664 | 0.6247 | 0.5055 | 0.6247 | 0.7904 |
| 0.51 | 6.9375 | 666 | 0.6939 | 0.5120 | 0.6939 | 0.8330 |
| 0.51 | 6.9583 | 668 | 0.7564 | 0.5194 | 0.7564 | 0.8697 |
| 0.51 | 6.9792 | 670 | 0.8285 | 0.5258 | 0.8285 | 0.9102 |
| 0.51 | 7.0 | 672 | 0.8549 | 0.5122 | 0.8549 | 0.9246 |
| 0.51 | 7.0208 | 674 | 0.8479 | 0.5022 | 0.8479 | 0.9208 |
| 0.51 | 7.0417 | 676 | 0.8283 | 0.5102 | 0.8283 | 0.9101 |
| 0.51 | 7.0625 | 678 | 0.8207 | 0.5030 | 0.8207 | 0.9059 |
| 0.51 | 7.0833 | 680 | 0.7690 | 0.5009 | 0.7690 | 0.8769 |
| 0.51 | 7.1042 | 682 | 0.7324 | 0.4957 | 0.7324 | 0.8558 |
| 0.51 | 7.125 | 684 | 0.7036 | 0.5161 | 0.7036 | 0.8388 |
| 0.51 | 7.1458 | 686 | 0.6711 | 0.5455 | 0.6711 | 0.8192 |
| 0.51 | 7.1667 | 688 | 0.6134 | 0.5354 | 0.6134 | 0.7832 |
| 0.51 | 7.1875 | 690 | 0.5953 | 0.5155 | 0.5953 | 0.7715 |
| 0.51 | 7.2083 | 692 | 0.6148 | 0.5143 | 0.6148 | 0.7841 |
| 0.51 | 7.2292 | 694 | 0.6506 | 0.5267 | 0.6506 | 0.8066 |
| 0.51 | 7.25 | 696 | 0.7117 | 0.5279 | 0.7117 | 0.8436 |
| 0.51 | 7.2708 | 698 | 0.7848 | 0.5194 | 0.7848 | 0.8859 |
| 0.51 | 7.2917 | 700 | 0.8551 | 0.4684 | 0.8551 | 0.9247 |
| 0.51 | 7.3125 | 702 | 0.8617 | 0.4684 | 0.8617 | 0.9283 |
| 0.51 | 7.3333 | 704 | 0.8897 | 0.4800 | 0.8897 | 0.9432 |
| 0.51 | 7.3542 | 706 | 0.8715 | 0.4579 | 0.8715 | 0.9335 |
| 0.51 | 7.375 | 708 | 0.8360 | 0.4706 | 0.8360 | 0.9143 |
| 0.51 | 7.3958 | 710 | 0.8261 | 0.4644 | 0.8261 | 0.9089 |
| 0.51 | 7.4167 | 712 | 0.7714 | 0.5256 | 0.7714 | 0.8783 |
| 0.51 | 7.4375 | 714 | 0.7094 | 0.5123 | 0.7094 | 0.8423 |
| 0.51 | 7.4583 | 716 | 0.6964 | 0.5123 | 0.6964 | 0.8345 |
| 0.51 | 7.4792 | 718 | 0.7114 | 0.5187 | 0.7114 | 0.8435 |
| 0.51 | 7.5 | 720 | 0.7288 | 0.5220 | 0.7288 | 0.8537 |
| 0.51 | 7.5208 | 722 | 0.7849 | 0.4876 | 0.7849 | 0.8859 |
| 0.51 | 7.5417 | 724 | 0.8778 | 0.4601 | 0.8778 | 0.9369 |
| 0.51 | 7.5625 | 726 | 0.9878 | 0.4194 | 0.9878 | 0.9939 |
| 0.51 | 7.5833 | 728 | 1.0250 | 0.4194 | 1.0250 | 1.0124 |
| 0.51 | 7.6042 | 730 | 0.9787 | 0.4194 | 0.9787 | 0.9893 |
| 0.51 | 7.625 | 732 | 0.9018 | 0.4627 | 0.9018 | 0.9497 |
| 0.51 | 7.6458 | 734 | 0.8104 | 0.4556 | 0.8104 | 0.9002 |
| 0.51 | 7.6667 | 736 | 0.7481 | 0.5038 | 0.7481 | 0.8649 |
| 0.51 | 7.6875 | 738 | 0.7194 | 0.5080 | 0.7194 | 0.8482 |
| 0.51 | 7.7083 | 740 | 0.7313 | 0.5221 | 0.7313 | 0.8552 |
| 0.51 | 7.7292 | 742 | 0.7694 | 0.5223 | 0.7694 | 0.8771 |
| 0.51 | 7.75 | 744 | 0.8068 | 0.4553 | 0.8068 | 0.8982 |
| 0.51 | 7.7708 | 746 | 0.8360 | 0.4612 | 0.8360 | 0.9143 |
| 0.51 | 7.7917 | 748 | 0.8239 | 0.4616 | 0.8239 | 0.9077 |
| 0.51 | 7.8125 | 750 | 0.7767 | 0.5156 | 0.7767 | 0.8813 |
| 0.51 | 7.8333 | 752 | 0.7544 | 0.5167 | 0.7544 | 0.8685 |
| 0.51 | 7.8542 | 754 | 0.7371 | 0.5109 | 0.7371 | 0.8585 |
| 0.51 | 7.875 | 756 | 0.7224 | 0.5348 | 0.7224 | 0.8499 |
| 0.51 | 7.8958 | 758 | 0.7075 | 0.5089 | 0.7075 | 0.8411 |
| 0.51 | 7.9167 | 760 | 0.7159 | 0.5150 | 0.7159 | 0.8461 |
| 0.51 | 7.9375 | 762 | 0.7576 | 0.5088 | 0.7576 | 0.8704 |
| 0.51 | 7.9583 | 764 | 0.8314 | 0.4677 | 0.8314 | 0.9118 |
| 0.51 | 7.9792 | 766 | 0.8575 | 0.4790 | 0.8575 | 0.9260 |
| 0.51 | 8.0 | 768 | 0.8719 | 0.4790 | 0.8719 | 0.9337 |
| 0.51 | 8.0208 | 770 | 0.8673 | 0.4790 | 0.8673 | 0.9313 |
| 0.51 | 8.0417 | 772 | 0.8464 | 0.4685 | 0.8464 | 0.9200 |
| 0.51 | 8.0625 | 774 | 0.7902 | 0.4923 | 0.7902 | 0.8889 |
| 0.51 | 8.0833 | 776 | 0.7412 | 0.5258 | 0.7412 | 0.8609 |
| 0.51 | 8.1042 | 778 | 0.7221 | 0.5128 | 0.7221 | 0.8497 |
| 0.51 | 8.125 | 780 | 0.7083 | 0.5097 | 0.7083 | 0.8416 |
| 0.51 | 8.1458 | 782 | 0.7154 | 0.5089 | 0.7154 | 0.8458 |
| 0.51 | 8.1667 | 784 | 0.7481 | 0.5018 | 0.7481 | 0.8649 |
| 0.51 | 8.1875 | 786 | 0.7599 | 0.5009 | 0.7599 | 0.8717 |
| 0.51 | 8.2083 | 788 | 0.7509 | 0.5009 | 0.7509 | 0.8666 |
| 0.51 | 8.2292 | 790 | 0.7460 | 0.5009 | 0.7460 | 0.8637 |
| 0.51 | 8.25 | 792 | 0.7413 | 0.5234 | 0.7413 | 0.8610 |
| 0.51 | 8.2708 | 794 | 0.7588 | 0.5009 | 0.7588 | 0.8711 |
| 0.51 | 8.2917 | 796 | 0.7820 | 0.4782 | 0.7820 | 0.8843 |
| 0.51 | 8.3125 | 798 | 0.8217 | 0.4734 | 0.8217 | 0.9065 |
| 0.51 | 8.3333 | 800 | 0.8821 | 0.4461 | 0.8821 | 0.9392 |
| 0.51 | 8.3542 | 802 | 0.9245 | 0.4509 | 0.9245 | 0.9615 |
| 0.51 | 8.375 | 804 | 0.9266 | 0.4509 | 0.9266 | 0.9626 |
| 0.51 | 8.3958 | 806 | 0.8836 | 0.4641 | 0.8836 | 0.9400 |
| 0.51 | 8.4167 | 808 | 0.8184 | 0.4728 | 0.8184 | 0.9047 |
| 0.51 | 8.4375 | 810 | 0.7549 | 0.4722 | 0.7549 | 0.8689 |
| 0.51 | 8.4583 | 812 | 0.6905 | 0.5181 | 0.6905 | 0.8310 |
| 0.51 | 8.4792 | 814 | 0.6670 | 0.5139 | 0.6670 | 0.8167 |
| 0.51 | 8.5 | 816 | 0.6653 | 0.5139 | 0.6653 | 0.8157 |
| 0.51 | 8.5208 | 818 | 0.6771 | 0.4977 | 0.6771 | 0.8229 |
| 0.51 | 8.5417 | 820 | 0.7008 | 0.5059 | 0.7008 | 0.8372 |
| 0.51 | 8.5625 | 822 | 0.7427 | 0.4947 | 0.7427 | 0.8618 |
| 0.51 | 8.5833 | 824 | 0.7927 | 0.4537 | 0.7927 | 0.8903 |
| 0.51 | 8.6042 | 826 | 0.8506 | 0.4773 | 0.8506 | 0.9223 |
| 0.51 | 8.625 | 828 | 0.9162 | 0.4569 | 0.9162 | 0.9572 |
| 0.51 | 8.6458 | 830 | 0.9714 | 0.4244 | 0.9714 | 0.9856 |
| 0.51 | 8.6667 | 832 | 0.9678 | 0.4244 | 0.9678 | 0.9837 |
| 0.51 | 8.6875 | 834 | 0.9226 | 0.4559 | 0.9226 | 0.9605 |
| 0.51 | 8.7083 | 836 | 0.8723 | 0.4841 | 0.8723 | 0.9340 |
| 0.51 | 8.7292 | 838 | 0.8398 | 0.4915 | 0.8398 | 0.9164 |
| 0.51 | 8.75 | 840 | 0.8018 | 0.4625 | 0.8018 | 0.8954 |
| 0.51 | 8.7708 | 842 | 0.7611 | 0.4930 | 0.7611 | 0.8724 |
| 0.51 | 8.7917 | 844 | 0.7401 | 0.5099 | 0.7401 | 0.8603 |
| 0.51 | 8.8125 | 846 | 0.7427 | 0.5179 | 0.7427 | 0.8618 |
| 0.51 | 8.8333 | 848 | 0.7602 | 0.5009 | 0.7602 | 0.8719 |
| 0.51 | 8.8542 | 850 | 0.7914 | 0.4833 | 0.7914 | 0.8896 |
| 0.51 | 8.875 | 852 | 0.8221 | 0.4741 | 0.8221 | 0.9067 |
| 0.51 | 8.8958 | 854 | 0.8305 | 0.4741 | 0.8305 | 0.9113 |
| 0.51 | 8.9167 | 856 | 0.8282 | 0.4741 | 0.8282 | 0.9101 |
| 0.51 | 8.9375 | 858 | 0.8172 | 0.4728 | 0.8172 | 0.9040 |
| 0.51 | 8.9583 | 860 | 0.8005 | 0.4880 | 0.8005 | 0.8947 |
| 0.51 | 8.9792 | 862 | 0.7905 | 0.5220 | 0.7905 | 0.8891 |
| 0.51 | 9.0 | 864 | 0.7807 | 0.5231 | 0.7807 | 0.8836 |
| 0.51 | 9.0208 | 866 | 0.7729 | 0.5187 | 0.7729 | 0.8792 |
| 0.51 | 9.0417 | 868 | 0.7504 | 0.4981 | 0.7504 | 0.8663 |
| 0.51 | 9.0625 | 870 | 0.7175 | 0.5230 | 0.7175 | 0.8471 |
| 0.51 | 9.0833 | 872 | 0.6921 | 0.4926 | 0.6921 | 0.8319 |
| 0.51 | 9.1042 | 874 | 0.6707 | 0.4936 | 0.6707 | 0.8190 |
| 0.51 | 9.125 | 876 | 0.6658 | 0.4936 | 0.6658 | 0.8160 |
| 0.51 | 9.1458 | 878 | 0.6716 | 0.4936 | 0.6716 | 0.8195 |
| 0.51 | 9.1667 | 880 | 0.6862 | 0.5080 | 0.6862 | 0.8283 |
| 0.51 | 9.1875 | 882 | 0.7058 | 0.5190 | 0.7058 | 0.8401 |
| 0.51 | 9.2083 | 884 | 0.7240 | 0.5064 | 0.7240 | 0.8509 |
| 0.51 | 9.2292 | 886 | 0.7373 | 0.5064 | 0.7373 | 0.8586 |
| 0.51 | 9.25 | 888 | 0.7498 | 0.5043 | 0.7498 | 0.8659 |
| 0.51 | 9.2708 | 890 | 0.7688 | 0.5231 | 0.7688 | 0.8768 |
| 0.51 | 9.2917 | 892 | 0.7799 | 0.5220 | 0.7799 | 0.8831 |
| 0.51 | 9.3125 | 894 | 0.7868 | 0.5331 | 0.7868 | 0.8870 |
| 0.51 | 9.3333 | 896 | 0.7816 | 0.5343 | 0.7816 | 0.8841 |
| 0.51 | 9.3542 | 898 | 0.7705 | 0.5237 | 0.7705 | 0.8778 |
| 0.51 | 9.375 | 900 | 0.7655 | 0.5051 | 0.7655 | 0.8749 |
| 0.51 | 9.3958 | 902 | 0.7548 | 0.4991 | 0.7548 | 0.8688 |
| 0.51 | 9.4167 | 904 | 0.7530 | 0.4932 | 0.7530 | 0.8677 |
| 0.51 | 9.4375 | 906 | 0.7606 | 0.4932 | 0.7606 | 0.8721 |
| 0.51 | 9.4583 | 908 | 0.7589 | 0.4932 | 0.7589 | 0.8711 |
| 0.51 | 9.4792 | 910 | 0.7619 | 0.4932 | 0.7619 | 0.8729 |
| 0.51 | 9.5 | 912 | 0.7701 | 0.4932 | 0.7701 | 0.8776 |
| 0.51 | 9.5208 | 914 | 0.7820 | 0.5098 | 0.7820 | 0.8843 |
| 0.51 | 9.5417 | 916 | 0.7898 | 0.5145 | 0.7898 | 0.8887 |
| 0.51 | 9.5625 | 918 | 0.7911 | 0.5145 | 0.7911 | 0.8894 |
| 0.51 | 9.5833 | 920 | 0.7913 | 0.5145 | 0.7913 | 0.8896 |
| 0.51 | 9.6042 | 922 | 0.7973 | 0.5062 | 0.7973 | 0.8929 |
| 0.51 | 9.625 | 924 | 0.7989 | 0.5062 | 0.7989 | 0.8938 |
| 0.51 | 9.6458 | 926 | 0.7918 | 0.5062 | 0.7918 | 0.8898 |
| 0.51 | 9.6667 | 928 | 0.7795 | 0.5051 | 0.7795 | 0.8829 |
| 0.51 | 9.6875 | 930 | 0.7706 | 0.5051 | 0.7706 | 0.8778 |
| 0.51 | 9.7083 | 932 | 0.7617 | 0.4991 | 0.7617 | 0.8727 |
| 0.51 | 9.7292 | 934 | 0.7519 | 0.4869 | 0.7519 | 0.8671 |
| 0.51 | 9.75 | 936 | 0.7472 | 0.4869 | 0.7472 | 0.8644 |
| 0.51 | 9.7708 | 938 | 0.7434 | 0.4869 | 0.7434 | 0.8622 |
| 0.51 | 9.7917 | 940 | 0.7403 | 0.4869 | 0.7403 | 0.8604 |
| 0.51 | 9.8125 | 942 | 0.7398 | 0.4869 | 0.7398 | 0.8601 |
| 0.51 | 9.8333 | 944 | 0.7411 | 0.4869 | 0.7411 | 0.8609 |
| 0.51 | 9.8542 | 946 | 0.7428 | 0.4869 | 0.7428 | 0.8618 |
| 0.51 | 9.875 | 948 | 0.7439 | 0.4869 | 0.7439 | 0.8625 |
| 0.51 | 9.8958 | 950 | 0.7434 | 0.4869 | 0.7434 | 0.8622 |
| 0.51 | 9.9167 | 952 | 0.7445 | 0.4930 | 0.7445 | 0.8628 |
| 0.51 | 9.9375 | 954 | 0.7463 | 0.4930 | 0.7463 | 0.8639 |
| 0.51 | 9.9583 | 956 | 0.7472 | 0.4930 | 0.7472 | 0.8644 |
| 0.51 | 9.9792 | 958 | 0.7481 | 0.4930 | 0.7481 | 0.8649 |
| 0.51 | 10.0 | 960 | 0.7487 | 0.4930 | 0.7487 | 0.8653 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
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Model tree for MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k19_task2_organization
Base model
aubmindlab/bert-base-arabertv02