ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run1_AugV5_k15_task1_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: 0.9814
- Qwk: 0.5950
- Mse: 0.9814
- Rmse: 0.9907
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 | 0.0270 | 2 | 5.3209 | -0.0433 | 5.3209 | 2.3067 |
| No log | 0.0541 | 4 | 3.2203 | 0.0840 | 3.2203 | 1.7945 |
| No log | 0.0811 | 6 | 2.6201 | -0.1467 | 2.6201 | 1.6187 |
| No log | 0.1081 | 8 | 2.0037 | -0.0069 | 2.0037 | 1.4155 |
| No log | 0.1351 | 10 | 1.7421 | -0.0415 | 1.7421 | 1.3199 |
| No log | 0.1622 | 12 | 1.4642 | 0.0065 | 1.4642 | 1.2100 |
| No log | 0.1892 | 14 | 1.3942 | 0.0565 | 1.3942 | 1.1808 |
| No log | 0.2162 | 16 | 1.3722 | 0.0383 | 1.3722 | 1.1714 |
| No log | 0.2432 | 18 | 1.3749 | 0.1707 | 1.3749 | 1.1726 |
| No log | 0.2703 | 20 | 1.9039 | 0.0477 | 1.9039 | 1.3798 |
| No log | 0.2973 | 22 | 2.0294 | 0.0550 | 2.0294 | 1.4246 |
| No log | 0.3243 | 24 | 1.6528 | 0.0624 | 1.6528 | 1.2856 |
| No log | 0.3514 | 26 | 1.2944 | 0.2374 | 1.2944 | 1.1377 |
| No log | 0.3784 | 28 | 1.2457 | 0.2709 | 1.2457 | 1.1161 |
| No log | 0.4054 | 30 | 1.2996 | 0.1959 | 1.2996 | 1.1400 |
| No log | 0.4324 | 32 | 1.3361 | 0.1356 | 1.3361 | 1.1559 |
| No log | 0.4595 | 34 | 1.4554 | 0.1674 | 1.4554 | 1.2064 |
| No log | 0.4865 | 36 | 1.5746 | 0.2053 | 1.5746 | 1.2548 |
| No log | 0.5135 | 38 | 1.9320 | 0.1660 | 1.9320 | 1.3900 |
| No log | 0.5405 | 40 | 1.7491 | 0.2327 | 1.7491 | 1.3225 |
| No log | 0.5676 | 42 | 1.7330 | 0.2066 | 1.7330 | 1.3164 |
| No log | 0.5946 | 44 | 1.5646 | 0.2845 | 1.5646 | 1.2509 |
| No log | 0.6216 | 46 | 1.3444 | 0.2954 | 1.3444 | 1.1595 |
| No log | 0.6486 | 48 | 1.3256 | 0.3323 | 1.3256 | 1.1514 |
| No log | 0.6757 | 50 | 1.4380 | 0.3427 | 1.4380 | 1.1992 |
| No log | 0.7027 | 52 | 1.5036 | 0.3106 | 1.5036 | 1.2262 |
| No log | 0.7297 | 54 | 1.4381 | 0.3514 | 1.4381 | 1.1992 |
| No log | 0.7568 | 56 | 1.2285 | 0.4398 | 1.2285 | 1.1084 |
| No log | 0.7838 | 58 | 1.1660 | 0.4748 | 1.1660 | 1.0798 |
| No log | 0.8108 | 60 | 1.4378 | 0.3770 | 1.4378 | 1.1991 |
| No log | 0.8378 | 62 | 1.4840 | 0.3460 | 1.4840 | 1.2182 |
| No log | 0.8649 | 64 | 1.0892 | 0.4312 | 1.0892 | 1.0437 |
| No log | 0.8919 | 66 | 1.0240 | 0.3933 | 1.0240 | 1.0119 |
| No log | 0.9189 | 68 | 1.0129 | 0.3909 | 1.0129 | 1.0065 |
| No log | 0.9459 | 70 | 1.0231 | 0.3573 | 1.0231 | 1.0115 |
| No log | 0.9730 | 72 | 1.0883 | 0.3885 | 1.0883 | 1.0432 |
| No log | 1.0 | 74 | 1.0876 | 0.3906 | 1.0876 | 1.0429 |
| No log | 1.0270 | 76 | 0.9589 | 0.4393 | 0.9589 | 0.9792 |
| No log | 1.0541 | 78 | 1.0010 | 0.3373 | 1.0010 | 1.0005 |
| No log | 1.0811 | 80 | 1.0221 | 0.3377 | 1.0221 | 1.0110 |
| No log | 1.1081 | 82 | 0.9211 | 0.4055 | 0.9211 | 0.9597 |
| No log | 1.1351 | 84 | 0.9157 | 0.4687 | 0.9157 | 0.9569 |
| No log | 1.1622 | 86 | 0.9113 | 0.4103 | 0.9113 | 0.9546 |
| No log | 1.1892 | 88 | 0.8982 | 0.4124 | 0.8982 | 0.9477 |
| No log | 1.2162 | 90 | 0.8833 | 0.5259 | 0.8833 | 0.9399 |
| No log | 1.2432 | 92 | 0.8573 | 0.5149 | 0.8573 | 0.9259 |
| No log | 1.2703 | 94 | 0.9412 | 0.5107 | 0.9412 | 0.9702 |
| No log | 1.2973 | 96 | 1.0695 | 0.4490 | 1.0695 | 1.0341 |
| No log | 1.3243 | 98 | 1.0092 | 0.4918 | 1.0092 | 1.0046 |
| No log | 1.3514 | 100 | 0.9567 | 0.5100 | 0.9567 | 0.9781 |
| No log | 1.3784 | 102 | 0.9408 | 0.5295 | 0.9408 | 0.9699 |
| No log | 1.4054 | 104 | 0.8888 | 0.5190 | 0.8888 | 0.9428 |
| No log | 1.4324 | 106 | 0.9649 | 0.4784 | 0.9649 | 0.9823 |
| No log | 1.4595 | 108 | 1.0184 | 0.4335 | 1.0184 | 1.0092 |
| No log | 1.4865 | 110 | 0.9116 | 0.4744 | 0.9116 | 0.9548 |
| No log | 1.5135 | 112 | 0.9251 | 0.4818 | 0.9251 | 0.9618 |
| No log | 1.5405 | 114 | 0.9571 | 0.4191 | 0.9571 | 0.9783 |
| No log | 1.5676 | 116 | 0.9310 | 0.4807 | 0.9310 | 0.9649 |
| No log | 1.5946 | 118 | 0.8522 | 0.4958 | 0.8522 | 0.9231 |
| No log | 1.6216 | 120 | 0.8405 | 0.5042 | 0.8405 | 0.9168 |
| No log | 1.6486 | 122 | 0.8258 | 0.4822 | 0.8258 | 0.9087 |
| No log | 1.6757 | 124 | 0.8488 | 0.5217 | 0.8488 | 0.9213 |
| No log | 1.7027 | 126 | 0.8206 | 0.5136 | 0.8206 | 0.9059 |
| No log | 1.7297 | 128 | 0.7946 | 0.5471 | 0.7946 | 0.8914 |
| No log | 1.7568 | 130 | 0.8495 | 0.5418 | 0.8495 | 0.9217 |
| No log | 1.7838 | 132 | 0.9345 | 0.4375 | 0.9345 | 0.9667 |
| No log | 1.8108 | 134 | 0.9694 | 0.4400 | 0.9694 | 0.9846 |
| No log | 1.8378 | 136 | 0.9974 | 0.4512 | 0.9974 | 0.9987 |
| No log | 1.8649 | 138 | 1.0590 | 0.3852 | 1.0590 | 1.0291 |
| No log | 1.8919 | 140 | 1.1726 | 0.3583 | 1.1726 | 1.0829 |
| No log | 1.9189 | 142 | 1.2413 | 0.3488 | 1.2413 | 1.1141 |
| No log | 1.9459 | 144 | 1.0510 | 0.4405 | 1.0510 | 1.0252 |
| No log | 1.9730 | 146 | 0.8788 | 0.5556 | 0.8788 | 0.9374 |
| No log | 2.0 | 148 | 0.9575 | 0.5591 | 0.9575 | 0.9785 |
| No log | 2.0270 | 150 | 0.9561 | 0.5382 | 0.9561 | 0.9778 |
| No log | 2.0541 | 152 | 1.0474 | 0.4515 | 1.0474 | 1.0234 |
| No log | 2.0811 | 154 | 1.1103 | 0.4908 | 1.1103 | 1.0537 |
| No log | 2.1081 | 156 | 1.0171 | 0.5417 | 1.0171 | 1.0085 |
| No log | 2.1351 | 158 | 0.8457 | 0.5818 | 0.8457 | 0.9196 |
| No log | 2.1622 | 160 | 0.7538 | 0.5807 | 0.7538 | 0.8682 |
| No log | 2.1892 | 162 | 0.7328 | 0.5544 | 0.7328 | 0.8560 |
| No log | 2.2162 | 164 | 0.7459 | 0.5778 | 0.7459 | 0.8637 |
| No log | 2.2432 | 166 | 0.7338 | 0.5878 | 0.7338 | 0.8566 |
| No log | 2.2703 | 168 | 0.7489 | 0.5999 | 0.7489 | 0.8654 |
| No log | 2.2973 | 170 | 0.7581 | 0.6293 | 0.7581 | 0.8707 |
| No log | 2.3243 | 172 | 0.9229 | 0.6070 | 0.9229 | 0.9607 |
| No log | 2.3514 | 174 | 1.3283 | 0.4856 | 1.3283 | 1.1525 |
| No log | 2.3784 | 176 | 1.3423 | 0.4127 | 1.3423 | 1.1586 |
| No log | 2.4054 | 178 | 1.1243 | 0.4152 | 1.1243 | 1.0603 |
| No log | 2.4324 | 180 | 1.0410 | 0.4534 | 1.0410 | 1.0203 |
| No log | 2.4595 | 182 | 1.0470 | 0.4603 | 1.0470 | 1.0232 |
| No log | 2.4865 | 184 | 1.2181 | 0.4475 | 1.2181 | 1.1037 |
| No log | 2.5135 | 186 | 1.1333 | 0.5050 | 1.1333 | 1.0646 |
| No log | 2.5405 | 188 | 0.8601 | 0.6047 | 0.8601 | 0.9274 |
| No log | 2.5676 | 190 | 0.6925 | 0.6701 | 0.6925 | 0.8322 |
| No log | 2.5946 | 192 | 0.6592 | 0.6864 | 0.6592 | 0.8119 |
| No log | 2.6216 | 194 | 0.6535 | 0.7073 | 0.6535 | 0.8084 |
| No log | 2.6486 | 196 | 0.6758 | 0.6792 | 0.6758 | 0.8220 |
| No log | 2.6757 | 198 | 0.6466 | 0.6610 | 0.6466 | 0.8041 |
| No log | 2.7027 | 200 | 0.7012 | 0.6966 | 0.7012 | 0.8374 |
| No log | 2.7297 | 202 | 0.6319 | 0.7248 | 0.6319 | 0.7949 |
| No log | 2.7568 | 204 | 0.6077 | 0.7146 | 0.6077 | 0.7795 |
| No log | 2.7838 | 206 | 0.6106 | 0.7036 | 0.6106 | 0.7814 |
| No log | 2.8108 | 208 | 0.6651 | 0.7049 | 0.6651 | 0.8155 |
| No log | 2.8378 | 210 | 0.7794 | 0.6448 | 0.7794 | 0.8828 |
| No log | 2.8649 | 212 | 0.7044 | 0.6502 | 0.7044 | 0.8393 |
| No log | 2.8919 | 214 | 0.6553 | 0.6505 | 0.6553 | 0.8095 |
| No log | 2.9189 | 216 | 0.6675 | 0.6353 | 0.6675 | 0.8170 |
| No log | 2.9459 | 218 | 0.7631 | 0.6286 | 0.7631 | 0.8736 |
| No log | 2.9730 | 220 | 1.0237 | 0.5353 | 1.0237 | 1.0118 |
| No log | 3.0 | 222 | 1.3313 | 0.4443 | 1.3313 | 1.1538 |
| No log | 3.0270 | 224 | 1.4446 | 0.4222 | 1.4446 | 1.2019 |
| No log | 3.0541 | 226 | 1.2714 | 0.4696 | 1.2714 | 1.1276 |
| No log | 3.0811 | 228 | 1.0073 | 0.6046 | 1.0073 | 1.0037 |
| No log | 3.1081 | 230 | 0.8256 | 0.6619 | 0.8256 | 0.9086 |
| No log | 3.1351 | 232 | 0.8457 | 0.6729 | 0.8457 | 0.9196 |
| No log | 3.1622 | 234 | 0.8093 | 0.6748 | 0.8093 | 0.8996 |
| No log | 3.1892 | 236 | 0.8085 | 0.6546 | 0.8085 | 0.8992 |
| No log | 3.2162 | 238 | 0.9757 | 0.5635 | 0.9757 | 0.9878 |
| No log | 3.2432 | 240 | 1.0875 | 0.5221 | 1.0875 | 1.0428 |
| No log | 3.2703 | 242 | 1.0098 | 0.5384 | 1.0098 | 1.0049 |
| No log | 3.2973 | 244 | 0.8419 | 0.5040 | 0.8419 | 0.9176 |
| No log | 3.3243 | 246 | 0.7754 | 0.5499 | 0.7754 | 0.8806 |
| No log | 3.3514 | 248 | 0.7662 | 0.6004 | 0.7662 | 0.8753 |
| No log | 3.3784 | 250 | 0.8125 | 0.5674 | 0.8125 | 0.9014 |
| No log | 3.4054 | 252 | 0.9092 | 0.6005 | 0.9092 | 0.9535 |
| No log | 3.4324 | 254 | 0.9332 | 0.5990 | 0.9332 | 0.9660 |
| No log | 3.4595 | 256 | 0.9506 | 0.5878 | 0.9506 | 0.9750 |
| No log | 3.4865 | 258 | 0.9229 | 0.6059 | 0.9229 | 0.9607 |
| No log | 3.5135 | 260 | 0.8522 | 0.6404 | 0.8522 | 0.9232 |
| No log | 3.5405 | 262 | 0.9141 | 0.6208 | 0.9141 | 0.9561 |
| No log | 3.5676 | 264 | 0.9282 | 0.6078 | 0.9282 | 0.9634 |
| No log | 3.5946 | 266 | 0.8803 | 0.6224 | 0.8803 | 0.9383 |
| No log | 3.6216 | 268 | 0.8441 | 0.6338 | 0.8441 | 0.9187 |
| No log | 3.6486 | 270 | 0.8717 | 0.6196 | 0.8717 | 0.9337 |
| No log | 3.6757 | 272 | 0.9142 | 0.5908 | 0.9142 | 0.9562 |
| No log | 3.7027 | 274 | 1.0511 | 0.5453 | 1.0511 | 1.0252 |
| No log | 3.7297 | 276 | 1.1418 | 0.5265 | 1.1418 | 1.0685 |
| No log | 3.7568 | 278 | 1.0460 | 0.5562 | 1.0460 | 1.0227 |
| No log | 3.7838 | 280 | 0.8786 | 0.6030 | 0.8786 | 0.9374 |
| No log | 3.8108 | 282 | 0.8248 | 0.6087 | 0.8248 | 0.9082 |
| No log | 3.8378 | 284 | 0.7452 | 0.6441 | 0.7452 | 0.8633 |
| No log | 3.8649 | 286 | 0.7451 | 0.6525 | 0.7451 | 0.8632 |
| No log | 3.8919 | 288 | 0.6961 | 0.7043 | 0.6961 | 0.8343 |
| No log | 3.9189 | 290 | 0.7299 | 0.6784 | 0.7299 | 0.8544 |
| No log | 3.9459 | 292 | 0.9592 | 0.5683 | 0.9592 | 0.9794 |
| No log | 3.9730 | 294 | 0.9928 | 0.5612 | 0.9928 | 0.9964 |
| No log | 4.0 | 296 | 0.8554 | 0.6092 | 0.8554 | 0.9249 |
| No log | 4.0270 | 298 | 0.7308 | 0.6857 | 0.7308 | 0.8548 |
| No log | 4.0541 | 300 | 0.6977 | 0.7101 | 0.6977 | 0.8353 |
| No log | 4.0811 | 302 | 0.7140 | 0.7214 | 0.7140 | 0.8450 |
| No log | 4.1081 | 304 | 0.8421 | 0.6114 | 0.8421 | 0.9176 |
| No log | 4.1351 | 306 | 1.0494 | 0.5550 | 1.0494 | 1.0244 |
| No log | 4.1622 | 308 | 1.0507 | 0.5293 | 1.0507 | 1.0250 |
| No log | 4.1892 | 310 | 0.8253 | 0.6279 | 0.8253 | 0.9084 |
| No log | 4.2162 | 312 | 0.7156 | 0.5547 | 0.7156 | 0.8460 |
| No log | 4.2432 | 314 | 0.6875 | 0.6268 | 0.6875 | 0.8291 |
| No log | 4.2703 | 316 | 0.7788 | 0.6244 | 0.7788 | 0.8825 |
| No log | 4.2973 | 318 | 0.8239 | 0.6285 | 0.8239 | 0.9077 |
| No log | 4.3243 | 320 | 0.8953 | 0.6229 | 0.8953 | 0.9462 |
| No log | 4.3514 | 322 | 1.0338 | 0.5548 | 1.0338 | 1.0167 |
| No log | 4.3784 | 324 | 1.1980 | 0.4968 | 1.1980 | 1.0945 |
| No log | 4.4054 | 326 | 0.9811 | 0.5864 | 0.9811 | 0.9905 |
| No log | 4.4324 | 328 | 0.7307 | 0.7056 | 0.7307 | 0.8548 |
| No log | 4.4595 | 330 | 0.7160 | 0.6961 | 0.7160 | 0.8462 |
| No log | 4.4865 | 332 | 0.8167 | 0.6505 | 0.8167 | 0.9037 |
| No log | 4.5135 | 334 | 1.2010 | 0.4920 | 1.2010 | 1.0959 |
| No log | 4.5405 | 336 | 1.3531 | 0.4160 | 1.3531 | 1.1632 |
| No log | 4.5676 | 338 | 1.0892 | 0.4931 | 1.0892 | 1.0437 |
| No log | 4.5946 | 340 | 0.7171 | 0.6862 | 0.7171 | 0.8468 |
| No log | 4.6216 | 342 | 0.6868 | 0.6433 | 0.6868 | 0.8287 |
| No log | 4.6486 | 344 | 0.6966 | 0.6303 | 0.6966 | 0.8346 |
| No log | 4.6757 | 346 | 0.6740 | 0.6995 | 0.6740 | 0.8210 |
| No log | 4.7027 | 348 | 0.8556 | 0.5861 | 0.8556 | 0.9250 |
| No log | 4.7297 | 350 | 1.2245 | 0.4542 | 1.2245 | 1.1066 |
| No log | 4.7568 | 352 | 1.2852 | 0.4281 | 1.2852 | 1.1337 |
| No log | 4.7838 | 354 | 1.1123 | 0.5060 | 1.1123 | 1.0546 |
| No log | 4.8108 | 356 | 0.8085 | 0.6227 | 0.8085 | 0.8992 |
| No log | 4.8378 | 358 | 0.6650 | 0.6882 | 0.6650 | 0.8155 |
| No log | 4.8649 | 360 | 0.6729 | 0.6613 | 0.6729 | 0.8203 |
| No log | 4.8919 | 362 | 0.6677 | 0.6617 | 0.6677 | 0.8171 |
| No log | 4.9189 | 364 | 0.7575 | 0.6459 | 0.7575 | 0.8703 |
| No log | 4.9459 | 366 | 1.0851 | 0.5428 | 1.0851 | 1.0417 |
| No log | 4.9730 | 368 | 1.3710 | 0.4645 | 1.3710 | 1.1709 |
| No log | 5.0 | 370 | 1.3440 | 0.5133 | 1.3440 | 1.1593 |
| No log | 5.0270 | 372 | 1.0823 | 0.5612 | 1.0823 | 1.0404 |
| No log | 5.0541 | 374 | 0.7909 | 0.6299 | 0.7909 | 0.8893 |
| No log | 5.0811 | 376 | 0.6566 | 0.7221 | 0.6566 | 0.8103 |
| No log | 5.1081 | 378 | 0.6520 | 0.6898 | 0.6520 | 0.8075 |
| No log | 5.1351 | 380 | 0.6782 | 0.6907 | 0.6782 | 0.8235 |
| No log | 5.1622 | 382 | 0.7906 | 0.6386 | 0.7906 | 0.8892 |
| No log | 5.1892 | 384 | 0.9390 | 0.5863 | 0.9390 | 0.9690 |
| No log | 5.2162 | 386 | 0.9342 | 0.5850 | 0.9342 | 0.9665 |
| No log | 5.2432 | 388 | 0.8723 | 0.6279 | 0.8723 | 0.9340 |
| No log | 5.2703 | 390 | 0.7854 | 0.6877 | 0.7854 | 0.8862 |
| No log | 5.2973 | 392 | 0.8347 | 0.6436 | 0.8347 | 0.9136 |
| No log | 5.3243 | 394 | 1.0300 | 0.5827 | 1.0300 | 1.0149 |
| No log | 5.3514 | 396 | 1.0758 | 0.5647 | 1.0758 | 1.0372 |
| No log | 5.3784 | 398 | 1.0009 | 0.5742 | 1.0009 | 1.0004 |
| No log | 5.4054 | 400 | 0.9368 | 0.5779 | 0.9368 | 0.9679 |
| No log | 5.4324 | 402 | 0.8122 | 0.6588 | 0.8122 | 0.9012 |
| No log | 5.4595 | 404 | 0.7274 | 0.6937 | 0.7274 | 0.8529 |
| No log | 5.4865 | 406 | 0.7658 | 0.6832 | 0.7658 | 0.8751 |
| No log | 5.5135 | 408 | 0.8322 | 0.6365 | 0.8322 | 0.9123 |
| No log | 5.5405 | 410 | 0.9430 | 0.5705 | 0.9430 | 0.9711 |
| No log | 5.5676 | 412 | 0.8721 | 0.6066 | 0.8721 | 0.9339 |
| No log | 5.5946 | 414 | 0.7730 | 0.6739 | 0.7730 | 0.8792 |
| No log | 5.6216 | 416 | 0.6798 | 0.7086 | 0.6798 | 0.8245 |
| No log | 5.6486 | 418 | 0.6399 | 0.7262 | 0.6399 | 0.7999 |
| No log | 5.6757 | 420 | 0.6326 | 0.7359 | 0.6326 | 0.7953 |
| No log | 5.7027 | 422 | 0.6280 | 0.7286 | 0.6280 | 0.7925 |
| No log | 5.7297 | 424 | 0.6659 | 0.7270 | 0.6659 | 0.8160 |
| No log | 5.7568 | 426 | 0.7803 | 0.6558 | 0.7803 | 0.8833 |
| No log | 5.7838 | 428 | 0.8387 | 0.6212 | 0.8387 | 0.9158 |
| No log | 5.8108 | 430 | 0.8604 | 0.6128 | 0.8604 | 0.9276 |
| No log | 5.8378 | 432 | 0.7985 | 0.6336 | 0.7985 | 0.8936 |
| No log | 5.8649 | 434 | 0.6697 | 0.7237 | 0.6697 | 0.8183 |
| No log | 5.8919 | 436 | 0.6623 | 0.7170 | 0.6623 | 0.8138 |
| No log | 5.9189 | 438 | 0.7306 | 0.6899 | 0.7306 | 0.8547 |
| No log | 5.9459 | 440 | 0.7570 | 0.6707 | 0.7570 | 0.8701 |
| No log | 5.9730 | 442 | 0.7179 | 0.6727 | 0.7179 | 0.8473 |
| No log | 6.0 | 444 | 0.6802 | 0.7086 | 0.6802 | 0.8248 |
| No log | 6.0270 | 446 | 0.6452 | 0.7050 | 0.6452 | 0.8032 |
| No log | 6.0541 | 448 | 0.6910 | 0.7017 | 0.6910 | 0.8313 |
| No log | 6.0811 | 450 | 0.7319 | 0.6572 | 0.7319 | 0.8555 |
| No log | 6.1081 | 452 | 0.6929 | 0.6761 | 0.6929 | 0.8324 |
| No log | 6.1351 | 454 | 0.7077 | 0.6572 | 0.7077 | 0.8412 |
| No log | 6.1622 | 456 | 0.6765 | 0.6791 | 0.6765 | 0.8225 |
| No log | 6.1892 | 458 | 0.6716 | 0.6989 | 0.6716 | 0.8195 |
| No log | 6.2162 | 460 | 0.7004 | 0.6697 | 0.7004 | 0.8369 |
| No log | 6.2432 | 462 | 0.6776 | 0.6770 | 0.6776 | 0.8232 |
| No log | 6.2703 | 464 | 0.6249 | 0.7196 | 0.6249 | 0.7905 |
| No log | 6.2973 | 466 | 0.6098 | 0.7385 | 0.6098 | 0.7809 |
| No log | 6.3243 | 468 | 0.6142 | 0.7385 | 0.6142 | 0.7837 |
| No log | 6.3514 | 470 | 0.6469 | 0.7336 | 0.6469 | 0.8043 |
| No log | 6.3784 | 472 | 0.7425 | 0.6628 | 0.7425 | 0.8617 |
| No log | 6.4054 | 474 | 0.7411 | 0.6697 | 0.7411 | 0.8609 |
| No log | 6.4324 | 476 | 0.6818 | 0.6998 | 0.6818 | 0.8257 |
| No log | 6.4595 | 478 | 0.6589 | 0.6877 | 0.6589 | 0.8117 |
| No log | 6.4865 | 480 | 0.6869 | 0.7017 | 0.6869 | 0.8288 |
| No log | 6.5135 | 482 | 0.7733 | 0.6257 | 0.7733 | 0.8794 |
| No log | 6.5405 | 484 | 0.7862 | 0.6398 | 0.7862 | 0.8867 |
| No log | 6.5676 | 486 | 0.7042 | 0.6920 | 0.7042 | 0.8391 |
| No log | 6.5946 | 488 | 0.6483 | 0.7222 | 0.6483 | 0.8052 |
| No log | 6.6216 | 490 | 0.6971 | 0.7129 | 0.6971 | 0.8349 |
| No log | 6.6486 | 492 | 0.7055 | 0.7082 | 0.7055 | 0.8400 |
| No log | 6.6757 | 494 | 0.7109 | 0.7256 | 0.7109 | 0.8432 |
| No log | 6.7027 | 496 | 0.8368 | 0.6241 | 0.8368 | 0.9148 |
| No log | 6.7297 | 498 | 1.0092 | 0.5610 | 1.0092 | 1.0046 |
| 0.48 | 6.7568 | 500 | 0.9953 | 0.5707 | 0.9953 | 0.9976 |
| 0.48 | 6.7838 | 502 | 0.9435 | 0.5995 | 0.9435 | 0.9713 |
| 0.48 | 6.8108 | 504 | 0.8719 | 0.6154 | 0.8719 | 0.9337 |
| 0.48 | 6.8378 | 506 | 0.8137 | 0.6667 | 0.8137 | 0.9021 |
| 0.48 | 6.8649 | 508 | 0.8008 | 0.6851 | 0.8008 | 0.8949 |
| 0.48 | 6.8919 | 510 | 0.8997 | 0.6231 | 0.8997 | 0.9485 |
| 0.48 | 6.9189 | 512 | 0.9315 | 0.6009 | 0.9315 | 0.9651 |
| 0.48 | 6.9459 | 514 | 0.9058 | 0.5959 | 0.9058 | 0.9517 |
| 0.48 | 6.9730 | 516 | 0.7797 | 0.6835 | 0.7797 | 0.8830 |
| 0.48 | 7.0 | 518 | 0.7028 | 0.7287 | 0.7028 | 0.8383 |
| 0.48 | 7.0270 | 520 | 0.6911 | 0.7214 | 0.6911 | 0.8314 |
| 0.48 | 7.0541 | 522 | 0.6982 | 0.7214 | 0.6982 | 0.8356 |
| 0.48 | 7.0811 | 524 | 0.6596 | 0.7263 | 0.6596 | 0.8122 |
| 0.48 | 7.1081 | 526 | 0.6302 | 0.6157 | 0.6302 | 0.7939 |
| 0.48 | 7.1351 | 528 | 0.6692 | 0.6016 | 0.6692 | 0.8180 |
| 0.48 | 7.1622 | 530 | 0.6382 | 0.6145 | 0.6382 | 0.7989 |
| 0.48 | 7.1892 | 532 | 0.6354 | 0.6965 | 0.6354 | 0.7971 |
| 0.48 | 7.2162 | 534 | 0.7752 | 0.6819 | 0.7752 | 0.8805 |
| 0.48 | 7.2432 | 536 | 0.9035 | 0.6243 | 0.9035 | 0.9505 |
| 0.48 | 7.2703 | 538 | 0.8400 | 0.6413 | 0.8400 | 0.9165 |
| 0.48 | 7.2973 | 540 | 0.7039 | 0.7083 | 0.7039 | 0.8390 |
| 0.48 | 7.3243 | 542 | 0.6837 | 0.6958 | 0.6837 | 0.8268 |
| 0.48 | 7.3514 | 544 | 0.6732 | 0.6886 | 0.6732 | 0.8205 |
| 0.48 | 7.3784 | 546 | 0.6440 | 0.7184 | 0.6440 | 0.8025 |
| 0.48 | 7.4054 | 548 | 0.7540 | 0.6733 | 0.7540 | 0.8683 |
| 0.48 | 7.4324 | 550 | 0.9612 | 0.5854 | 0.9612 | 0.9804 |
| 0.48 | 7.4595 | 552 | 1.0532 | 0.5637 | 1.0532 | 1.0262 |
| 0.48 | 7.4865 | 554 | 0.9922 | 0.5863 | 0.9922 | 0.9961 |
| 0.48 | 7.5135 | 556 | 0.8934 | 0.6052 | 0.8934 | 0.9452 |
| 0.48 | 7.5405 | 558 | 0.8590 | 0.6170 | 0.8590 | 0.9268 |
| 0.48 | 7.5676 | 560 | 0.9515 | 0.5876 | 0.9515 | 0.9755 |
| 0.48 | 7.5946 | 562 | 0.9778 | 0.5863 | 0.9778 | 0.9888 |
| 0.48 | 7.6216 | 564 | 0.9703 | 0.5961 | 0.9703 | 0.9850 |
| 0.48 | 7.6486 | 566 | 0.8325 | 0.6257 | 0.8325 | 0.9124 |
| 0.48 | 7.6757 | 568 | 0.7555 | 0.6912 | 0.7555 | 0.8692 |
| 0.48 | 7.7027 | 570 | 0.6997 | 0.7137 | 0.6997 | 0.8365 |
| 0.48 | 7.7297 | 572 | 0.6820 | 0.7226 | 0.6820 | 0.8258 |
| 0.48 | 7.7568 | 574 | 0.6467 | 0.7254 | 0.6467 | 0.8041 |
| 0.48 | 7.7838 | 576 | 0.6931 | 0.7179 | 0.6931 | 0.8325 |
| 0.48 | 7.8108 | 578 | 0.7357 | 0.6588 | 0.7357 | 0.8578 |
| 0.48 | 7.8378 | 580 | 0.7861 | 0.6454 | 0.7861 | 0.8866 |
| 0.48 | 7.8649 | 582 | 0.7131 | 0.6890 | 0.7131 | 0.8444 |
| 0.48 | 7.8919 | 584 | 0.6869 | 0.6895 | 0.6869 | 0.8288 |
| 0.48 | 7.9189 | 586 | 0.7140 | 0.6805 | 0.7140 | 0.8450 |
| 0.48 | 7.9459 | 588 | 0.7378 | 0.6908 | 0.7378 | 0.8590 |
| 0.48 | 7.9730 | 590 | 0.7231 | 0.6981 | 0.7231 | 0.8504 |
| 0.48 | 8.0 | 592 | 0.7495 | 0.7133 | 0.7495 | 0.8657 |
| 0.48 | 8.0270 | 594 | 0.7588 | 0.6737 | 0.7588 | 0.8711 |
| 0.48 | 8.0541 | 596 | 0.7995 | 0.6884 | 0.7995 | 0.8942 |
| 0.48 | 8.0811 | 598 | 0.8534 | 0.6420 | 0.8534 | 0.9238 |
| 0.48 | 8.1081 | 600 | 0.8562 | 0.6145 | 0.8562 | 0.9253 |
| 0.48 | 8.1351 | 602 | 0.7896 | 0.6667 | 0.7896 | 0.8886 |
| 0.48 | 8.1622 | 604 | 0.7911 | 0.6576 | 0.7911 | 0.8894 |
| 0.48 | 8.1892 | 606 | 0.8502 | 0.6121 | 0.8502 | 0.9221 |
| 0.48 | 8.2162 | 608 | 0.9073 | 0.5945 | 0.9073 | 0.9525 |
| 0.48 | 8.2432 | 610 | 0.9115 | 0.5945 | 0.9115 | 0.9547 |
| 0.48 | 8.2703 | 612 | 0.8562 | 0.6056 | 0.8562 | 0.9253 |
| 0.48 | 8.2973 | 614 | 0.7873 | 0.6628 | 0.7873 | 0.8873 |
| 0.48 | 8.3243 | 616 | 0.7999 | 0.6471 | 0.7999 | 0.8944 |
| 0.48 | 8.3514 | 618 | 0.7831 | 0.6781 | 0.7831 | 0.8849 |
| 0.48 | 8.3784 | 620 | 0.7705 | 0.6887 | 0.7705 | 0.8778 |
| 0.48 | 8.4054 | 622 | 0.6991 | 0.6980 | 0.6991 | 0.8361 |
| 0.48 | 8.4324 | 624 | 0.6702 | 0.7189 | 0.6702 | 0.8186 |
| 0.48 | 8.4595 | 626 | 0.6364 | 0.7310 | 0.6364 | 0.7977 |
| 0.48 | 8.4865 | 628 | 0.6808 | 0.7239 | 0.6808 | 0.8251 |
| 0.48 | 8.5135 | 630 | 0.7335 | 0.6907 | 0.7335 | 0.8565 |
| 0.48 | 8.5405 | 632 | 0.8795 | 0.6287 | 0.8795 | 0.9378 |
| 0.48 | 8.5676 | 634 | 0.8628 | 0.6232 | 0.8628 | 0.9289 |
| 0.48 | 8.5946 | 636 | 0.7526 | 0.6930 | 0.7526 | 0.8675 |
| 0.48 | 8.6216 | 638 | 0.7163 | 0.7033 | 0.7163 | 0.8463 |
| 0.48 | 8.6486 | 640 | 0.6824 | 0.7286 | 0.6824 | 0.8260 |
| 0.48 | 8.6757 | 642 | 0.7437 | 0.6509 | 0.7437 | 0.8624 |
| 0.48 | 8.7027 | 644 | 0.8775 | 0.6146 | 0.8775 | 0.9368 |
| 0.48 | 8.7297 | 646 | 0.9206 | 0.6116 | 0.9206 | 0.9595 |
| 0.48 | 8.7568 | 648 | 0.8747 | 0.6177 | 0.8747 | 0.9352 |
| 0.48 | 8.7838 | 650 | 0.8052 | 0.6201 | 0.8052 | 0.8973 |
| 0.48 | 8.8108 | 652 | 0.8087 | 0.6185 | 0.8087 | 0.8993 |
| 0.48 | 8.8378 | 654 | 0.8522 | 0.6205 | 0.8522 | 0.9232 |
| 0.48 | 8.8649 | 656 | 0.9464 | 0.6134 | 0.9464 | 0.9728 |
| 0.48 | 8.8919 | 658 | 1.0570 | 0.5889 | 1.0570 | 1.0281 |
| 0.48 | 8.9189 | 660 | 0.9810 | 0.6039 | 0.9810 | 0.9904 |
| 0.48 | 8.9459 | 662 | 0.8197 | 0.6704 | 0.8197 | 0.9054 |
| 0.48 | 8.9730 | 664 | 0.6947 | 0.6862 | 0.6947 | 0.8335 |
| 0.48 | 9.0 | 666 | 0.6519 | 0.7138 | 0.6519 | 0.8074 |
| 0.48 | 9.0270 | 668 | 0.6830 | 0.6994 | 0.6830 | 0.8265 |
| 0.48 | 9.0541 | 670 | 0.7603 | 0.6729 | 0.7603 | 0.8720 |
| 0.48 | 9.0811 | 672 | 0.7782 | 0.6677 | 0.7782 | 0.8822 |
| 0.48 | 9.1081 | 674 | 0.7342 | 0.6802 | 0.7342 | 0.8569 |
| 0.48 | 9.1351 | 676 | 0.6611 | 0.6653 | 0.6611 | 0.8131 |
| 0.48 | 9.1622 | 678 | 0.6330 | 0.6997 | 0.6330 | 0.7956 |
| 0.48 | 9.1892 | 680 | 0.6870 | 0.6863 | 0.6870 | 0.8289 |
| 0.48 | 9.2162 | 682 | 0.7840 | 0.6686 | 0.7840 | 0.8854 |
| 0.48 | 9.2432 | 684 | 0.8070 | 0.6668 | 0.8070 | 0.8983 |
| 0.48 | 9.2703 | 686 | 0.7531 | 0.6954 | 0.7531 | 0.8678 |
| 0.48 | 9.2973 | 688 | 0.7415 | 0.6954 | 0.7415 | 0.8611 |
| 0.48 | 9.3243 | 690 | 0.6903 | 0.7132 | 0.6903 | 0.8309 |
| 0.48 | 9.3514 | 692 | 0.7682 | 0.6782 | 0.7682 | 0.8764 |
| 0.48 | 9.3784 | 694 | 0.8552 | 0.6415 | 0.8552 | 0.9248 |
| 0.48 | 9.4054 | 696 | 0.9762 | 0.6432 | 0.9762 | 0.9881 |
| 0.48 | 9.4324 | 698 | 0.9661 | 0.6352 | 0.9661 | 0.9829 |
| 0.48 | 9.4595 | 700 | 0.8613 | 0.6347 | 0.8613 | 0.9281 |
| 0.48 | 9.4865 | 702 | 0.7972 | 0.6520 | 0.7972 | 0.8929 |
| 0.48 | 9.5135 | 704 | 0.8594 | 0.6454 | 0.8594 | 0.9270 |
| 0.48 | 9.5405 | 706 | 0.9216 | 0.5969 | 0.9216 | 0.9600 |
| 0.48 | 9.5676 | 708 | 0.9950 | 0.6065 | 0.9950 | 0.9975 |
| 0.48 | 9.5946 | 710 | 0.9663 | 0.5961 | 0.9663 | 0.9830 |
| 0.48 | 9.6216 | 712 | 0.9294 | 0.6161 | 0.9294 | 0.9641 |
| 0.48 | 9.6486 | 714 | 0.8541 | 0.6191 | 0.8541 | 0.9242 |
| 0.48 | 9.6757 | 716 | 0.9090 | 0.6247 | 0.9090 | 0.9534 |
| 0.48 | 9.7027 | 718 | 1.0719 | 0.5671 | 1.0719 | 1.0353 |
| 0.48 | 9.7297 | 720 | 1.0978 | 0.5744 | 1.0978 | 1.0478 |
| 0.48 | 9.7568 | 722 | 0.9733 | 0.5756 | 0.9733 | 0.9866 |
| 0.48 | 9.7838 | 724 | 0.8748 | 0.5993 | 0.8748 | 0.9353 |
| 0.48 | 9.8108 | 726 | 0.9185 | 0.5880 | 0.9185 | 0.9584 |
| 0.48 | 9.8378 | 728 | 1.0719 | 0.5744 | 1.0719 | 1.0353 |
| 0.48 | 9.8649 | 730 | 1.1114 | 0.5778 | 1.1114 | 1.0542 |
| 0.48 | 9.8919 | 732 | 1.0502 | 0.5696 | 1.0502 | 1.0248 |
| 0.48 | 9.9189 | 734 | 0.9492 | 0.5766 | 0.9492 | 0.9743 |
| 0.48 | 9.9459 | 736 | 0.8995 | 0.5976 | 0.8995 | 0.9484 |
| 0.48 | 9.9730 | 738 | 0.9658 | 0.5804 | 0.9658 | 0.9827 |
| 0.48 | 10.0 | 740 | 0.9466 | 0.5954 | 0.9466 | 0.9729 |
| 0.48 | 10.0270 | 742 | 0.8031 | 0.6401 | 0.8031 | 0.8962 |
| 0.48 | 10.0541 | 744 | 0.7543 | 0.6290 | 0.7543 | 0.8685 |
| 0.48 | 10.0811 | 746 | 0.7910 | 0.6268 | 0.7910 | 0.8894 |
| 0.48 | 10.1081 | 748 | 0.8907 | 0.6079 | 0.8907 | 0.9438 |
| 0.48 | 10.1351 | 750 | 0.9629 | 0.5880 | 0.9629 | 0.9813 |
| 0.48 | 10.1622 | 752 | 1.0303 | 0.5867 | 1.0303 | 1.0151 |
| 0.48 | 10.1892 | 754 | 1.0012 | 0.5867 | 1.0012 | 1.0006 |
| 0.48 | 10.2162 | 756 | 0.8672 | 0.5985 | 0.8672 | 0.9312 |
| 0.48 | 10.2432 | 758 | 0.7963 | 0.6314 | 0.7963 | 0.8924 |
| 0.48 | 10.2703 | 760 | 0.6884 | 0.6528 | 0.6884 | 0.8297 |
| 0.48 | 10.2973 | 762 | 0.6521 | 0.6783 | 0.6521 | 0.8075 |
| 0.48 | 10.3243 | 764 | 0.6856 | 0.6976 | 0.6856 | 0.8280 |
| 0.48 | 10.3514 | 766 | 0.8839 | 0.6130 | 0.8839 | 0.9401 |
| 0.48 | 10.3784 | 768 | 1.1051 | 0.5893 | 1.1051 | 1.0512 |
| 0.48 | 10.4054 | 770 | 1.0704 | 0.6035 | 1.0704 | 1.0346 |
| 0.48 | 10.4324 | 772 | 0.9635 | 0.5900 | 0.9635 | 0.9816 |
| 0.48 | 10.4595 | 774 | 0.7900 | 0.6180 | 0.7900 | 0.8888 |
| 0.48 | 10.4865 | 776 | 0.6791 | 0.6945 | 0.6791 | 0.8241 |
| 0.48 | 10.5135 | 778 | 0.6768 | 0.6853 | 0.6768 | 0.8227 |
| 0.48 | 10.5405 | 780 | 0.7356 | 0.6452 | 0.7356 | 0.8577 |
| 0.48 | 10.5676 | 782 | 0.8672 | 0.6006 | 0.8672 | 0.9313 |
| 0.48 | 10.5946 | 784 | 0.9699 | 0.5768 | 0.9699 | 0.9848 |
| 0.48 | 10.6216 | 786 | 0.9639 | 0.5865 | 0.9639 | 0.9818 |
| 0.48 | 10.6486 | 788 | 0.8507 | 0.6097 | 0.8507 | 0.9223 |
| 0.48 | 10.6757 | 790 | 0.7519 | 0.6533 | 0.7519 | 0.8671 |
| 0.48 | 10.7027 | 792 | 0.7293 | 0.6502 | 0.7293 | 0.8540 |
| 0.48 | 10.7297 | 794 | 0.7734 | 0.6463 | 0.7734 | 0.8794 |
| 0.48 | 10.7568 | 796 | 0.9144 | 0.6039 | 0.9144 | 0.9562 |
| 0.48 | 10.7838 | 798 | 1.1972 | 0.5194 | 1.1972 | 1.0942 |
| 0.48 | 10.8108 | 800 | 1.3284 | 0.4485 | 1.3284 | 1.1526 |
| 0.48 | 10.8378 | 802 | 1.2812 | 0.4498 | 1.2812 | 1.1319 |
| 0.48 | 10.8649 | 804 | 1.1328 | 0.5084 | 1.1328 | 1.0643 |
| 0.48 | 10.8919 | 806 | 0.9235 | 0.5920 | 0.9235 | 0.9610 |
| 0.48 | 10.9189 | 808 | 0.8292 | 0.6167 | 0.8292 | 0.9106 |
| 0.48 | 10.9459 | 810 | 0.8120 | 0.6481 | 0.8120 | 0.9011 |
| 0.48 | 10.9730 | 812 | 0.8710 | 0.6268 | 0.8710 | 0.9333 |
| 0.48 | 11.0 | 814 | 0.9710 | 0.6170 | 0.9710 | 0.9854 |
| 0.48 | 11.0270 | 816 | 1.1316 | 0.5209 | 1.1316 | 1.0638 |
| 0.48 | 11.0541 | 818 | 1.1655 | 0.5209 | 1.1655 | 1.0796 |
| 0.48 | 11.0811 | 820 | 1.0701 | 0.5539 | 1.0701 | 1.0344 |
| 0.48 | 11.1081 | 822 | 0.9140 | 0.6185 | 0.9140 | 0.9560 |
| 0.48 | 11.1351 | 824 | 0.8066 | 0.6313 | 0.8066 | 0.8981 |
| 0.48 | 11.1622 | 826 | 0.7699 | 0.6437 | 0.7699 | 0.8774 |
| 0.48 | 11.1892 | 828 | 0.7814 | 0.6377 | 0.7814 | 0.8839 |
| 0.48 | 11.2162 | 830 | 0.8298 | 0.6205 | 0.8298 | 0.9109 |
| 0.48 | 11.2432 | 832 | 0.9664 | 0.5732 | 0.9664 | 0.9831 |
| 0.48 | 11.2703 | 834 | 1.0187 | 0.5618 | 1.0187 | 1.0093 |
| 0.48 | 11.2973 | 836 | 0.9389 | 0.6006 | 0.9389 | 0.9689 |
| 0.48 | 11.3243 | 838 | 0.8699 | 0.6043 | 0.8699 | 0.9327 |
| 0.48 | 11.3514 | 840 | 0.8885 | 0.6067 | 0.8885 | 0.9426 |
| 0.48 | 11.3784 | 842 | 0.8681 | 0.6258 | 0.8681 | 0.9317 |
| 0.48 | 11.4054 | 844 | 0.7888 | 0.6524 | 0.7888 | 0.8881 |
| 0.48 | 11.4324 | 846 | 0.7434 | 0.6747 | 0.7434 | 0.8622 |
| 0.48 | 11.4595 | 848 | 0.7793 | 0.6737 | 0.7793 | 0.8828 |
| 0.48 | 11.4865 | 850 | 0.8413 | 0.6173 | 0.8413 | 0.9172 |
| 0.48 | 11.5135 | 852 | 0.9170 | 0.6052 | 0.9170 | 0.9576 |
| 0.48 | 11.5405 | 854 | 0.8965 | 0.6014 | 0.8965 | 0.9468 |
| 0.48 | 11.5676 | 856 | 0.8065 | 0.6647 | 0.8065 | 0.8981 |
| 0.48 | 11.5946 | 858 | 0.7444 | 0.6726 | 0.7444 | 0.8628 |
| 0.48 | 11.6216 | 860 | 0.6939 | 0.6795 | 0.6939 | 0.8330 |
| 0.48 | 11.6486 | 862 | 0.6992 | 0.6726 | 0.6992 | 0.8362 |
| 0.48 | 11.6757 | 864 | 0.7401 | 0.6697 | 0.7401 | 0.8603 |
| 0.48 | 11.7027 | 866 | 0.8397 | 0.6298 | 0.8397 | 0.9164 |
| 0.48 | 11.7297 | 868 | 0.9026 | 0.6125 | 0.9026 | 0.9500 |
| 0.48 | 11.7568 | 870 | 0.8523 | 0.6156 | 0.8523 | 0.9232 |
| 0.48 | 11.7838 | 872 | 0.7564 | 0.6604 | 0.7564 | 0.8697 |
| 0.48 | 11.8108 | 874 | 0.6988 | 0.6708 | 0.6988 | 0.8359 |
| 0.48 | 11.8378 | 876 | 0.7124 | 0.6697 | 0.7124 | 0.8440 |
| 0.48 | 11.8649 | 878 | 0.7613 | 0.6890 | 0.7613 | 0.8725 |
| 0.48 | 11.8919 | 880 | 0.9014 | 0.6296 | 0.9014 | 0.9494 |
| 0.48 | 11.9189 | 882 | 0.9279 | 0.6143 | 0.9279 | 0.9633 |
| 0.48 | 11.9459 | 884 | 0.8795 | 0.6159 | 0.8795 | 0.9378 |
| 0.48 | 11.9730 | 886 | 0.8522 | 0.6224 | 0.8522 | 0.9232 |
| 0.48 | 12.0 | 888 | 0.8275 | 0.6357 | 0.8275 | 0.9096 |
| 0.48 | 12.0270 | 890 | 0.8169 | 0.6281 | 0.8169 | 0.9038 |
| 0.48 | 12.0541 | 892 | 0.8816 | 0.6205 | 0.8816 | 0.9389 |
| 0.48 | 12.0811 | 894 | 0.9327 | 0.5745 | 0.9327 | 0.9657 |
| 0.48 | 12.1081 | 896 | 0.9382 | 0.5681 | 0.9382 | 0.9686 |
| 0.48 | 12.1351 | 898 | 0.8969 | 0.6280 | 0.8969 | 0.9471 |
| 0.48 | 12.1622 | 900 | 0.9131 | 0.6125 | 0.9131 | 0.9555 |
| 0.48 | 12.1892 | 902 | 0.8663 | 0.6470 | 0.8663 | 0.9308 |
| 0.48 | 12.2162 | 904 | 0.8147 | 0.6369 | 0.8147 | 0.9026 |
| 0.48 | 12.2432 | 906 | 0.8158 | 0.6582 | 0.8158 | 0.9032 |
| 0.48 | 12.2703 | 908 | 0.8569 | 0.6619 | 0.8569 | 0.9257 |
| 0.48 | 12.2973 | 910 | 0.9641 | 0.6201 | 0.9641 | 0.9819 |
| 0.48 | 12.3243 | 912 | 1.0590 | 0.6001 | 1.0590 | 1.0291 |
| 0.48 | 12.3514 | 914 | 1.1355 | 0.5753 | 1.1355 | 1.0656 |
| 0.48 | 12.3784 | 916 | 1.0981 | 0.5671 | 1.0981 | 1.0479 |
| 0.48 | 12.4054 | 918 | 0.9969 | 0.5855 | 0.9969 | 0.9984 |
| 0.48 | 12.4324 | 920 | 0.8731 | 0.6167 | 0.8731 | 0.9344 |
| 0.48 | 12.4595 | 922 | 0.8053 | 0.6615 | 0.8053 | 0.8974 |
| 0.48 | 12.4865 | 924 | 0.7515 | 0.6696 | 0.7515 | 0.8669 |
| 0.48 | 12.5135 | 926 | 0.7564 | 0.6744 | 0.7564 | 0.8697 |
| 0.48 | 12.5405 | 928 | 0.8508 | 0.6639 | 0.8508 | 0.9224 |
| 0.48 | 12.5676 | 930 | 1.0188 | 0.5935 | 1.0188 | 1.0094 |
| 0.48 | 12.5946 | 932 | 1.0926 | 0.6124 | 1.0926 | 1.0453 |
| 0.48 | 12.6216 | 934 | 1.0087 | 0.6184 | 1.0087 | 1.0043 |
| 0.48 | 12.6486 | 936 | 0.9063 | 0.6469 | 0.9063 | 0.9520 |
| 0.48 | 12.6757 | 938 | 0.7204 | 0.7062 | 0.7204 | 0.8488 |
| 0.48 | 12.7027 | 940 | 0.6345 | 0.7017 | 0.6345 | 0.7965 |
| 0.48 | 12.7297 | 942 | 0.6375 | 0.6752 | 0.6375 | 0.7985 |
| 0.48 | 12.7568 | 944 | 0.6525 | 0.6938 | 0.6525 | 0.8077 |
| 0.48 | 12.7838 | 946 | 0.7586 | 0.6628 | 0.7586 | 0.8710 |
| 0.48 | 12.8108 | 948 | 0.8825 | 0.6378 | 0.8825 | 0.9394 |
| 0.48 | 12.8378 | 950 | 0.8829 | 0.6535 | 0.8829 | 0.9396 |
| 0.48 | 12.8649 | 952 | 0.7826 | 0.6581 | 0.7826 | 0.8847 |
| 0.48 | 12.8919 | 954 | 0.7474 | 0.6646 | 0.7474 | 0.8645 |
| 0.48 | 12.9189 | 956 | 0.8035 | 0.6572 | 0.8035 | 0.8964 |
| 0.48 | 12.9459 | 958 | 0.8489 | 0.6334 | 0.8489 | 0.9214 |
| 0.48 | 12.9730 | 960 | 0.9593 | 0.6030 | 0.9593 | 0.9795 |
| 0.48 | 13.0 | 962 | 0.9994 | 0.6030 | 0.9994 | 0.9997 |
| 0.48 | 13.0270 | 964 | 1.0349 | 0.5570 | 1.0349 | 1.0173 |
| 0.48 | 13.0541 | 966 | 0.9812 | 0.5978 | 0.9812 | 0.9906 |
| 0.48 | 13.0811 | 968 | 0.9012 | 0.6434 | 0.9012 | 0.9493 |
| 0.48 | 13.1081 | 970 | 0.8115 | 0.6376 | 0.8115 | 0.9008 |
| 0.48 | 13.1351 | 972 | 0.7240 | 0.6853 | 0.7240 | 0.8509 |
| 0.48 | 13.1622 | 974 | 0.7046 | 0.6945 | 0.7046 | 0.8394 |
| 0.48 | 13.1892 | 976 | 0.7793 | 0.6355 | 0.7793 | 0.8828 |
| 0.48 | 13.2162 | 978 | 0.8871 | 0.6419 | 0.8871 | 0.9419 |
| 0.48 | 13.2432 | 980 | 0.9370 | 0.6349 | 0.9370 | 0.9680 |
| 0.48 | 13.2703 | 982 | 0.8967 | 0.6296 | 0.8967 | 0.9469 |
| 0.48 | 13.2973 | 984 | 0.8214 | 0.6251 | 0.8214 | 0.9063 |
| 0.48 | 13.3243 | 986 | 0.7402 | 0.6816 | 0.7402 | 0.8604 |
| 0.48 | 13.3514 | 988 | 0.7141 | 0.6837 | 0.7141 | 0.8450 |
| 0.48 | 13.3784 | 990 | 0.7271 | 0.6737 | 0.7271 | 0.8527 |
| 0.48 | 13.4054 | 992 | 0.7822 | 0.6657 | 0.7822 | 0.8844 |
| 0.48 | 13.4324 | 994 | 0.8670 | 0.6344 | 0.8670 | 0.9311 |
| 0.48 | 13.4595 | 996 | 0.8872 | 0.6388 | 0.8872 | 0.9419 |
| 0.48 | 13.4865 | 998 | 0.8609 | 0.6317 | 0.8609 | 0.9279 |
| 0.0852 | 13.5135 | 1000 | 0.8162 | 0.6358 | 0.8162 | 0.9035 |
| 0.0852 | 13.5405 | 1002 | 0.7621 | 0.6617 | 0.7621 | 0.8730 |
| 0.0852 | 13.5676 | 1004 | 0.7199 | 0.6737 | 0.7199 | 0.8484 |
| 0.0852 | 13.5946 | 1006 | 0.7395 | 0.6636 | 0.7395 | 0.8599 |
| 0.0852 | 13.6216 | 1008 | 0.7450 | 0.6656 | 0.7450 | 0.8631 |
| 0.0852 | 13.6486 | 1010 | 0.7763 | 0.6718 | 0.7763 | 0.8811 |
| 0.0852 | 13.6757 | 1012 | 0.8271 | 0.6597 | 0.8271 | 0.9095 |
| 0.0852 | 13.7027 | 1014 | 0.8324 | 0.6517 | 0.8324 | 0.9124 |
| 0.0852 | 13.7297 | 1016 | 0.8184 | 0.6401 | 0.8184 | 0.9046 |
| 0.0852 | 13.7568 | 1018 | 0.8006 | 0.6578 | 0.8006 | 0.8947 |
| 0.0852 | 13.7838 | 1020 | 0.8018 | 0.6383 | 0.8018 | 0.8954 |
| 0.0852 | 13.8108 | 1022 | 0.8366 | 0.6363 | 0.8366 | 0.9146 |
| 0.0852 | 13.8378 | 1024 | 0.8112 | 0.6459 | 0.8112 | 0.9007 |
| 0.0852 | 13.8649 | 1026 | 0.7906 | 0.6747 | 0.7906 | 0.8892 |
| 0.0852 | 13.8919 | 1028 | 0.7626 | 0.6797 | 0.7626 | 0.8733 |
| 0.0852 | 13.9189 | 1030 | 0.7434 | 0.6777 | 0.7434 | 0.8622 |
| 0.0852 | 13.9459 | 1032 | 0.7087 | 0.6675 | 0.7087 | 0.8418 |
| 0.0852 | 13.9730 | 1034 | 0.6600 | 0.6813 | 0.6600 | 0.8124 |
| 0.0852 | 14.0 | 1036 | 0.6462 | 0.6952 | 0.6462 | 0.8039 |
| 0.0852 | 14.0270 | 1038 | 0.6747 | 0.6734 | 0.6747 | 0.8214 |
| 0.0852 | 14.0541 | 1040 | 0.7853 | 0.6785 | 0.7853 | 0.8862 |
| 0.0852 | 14.0811 | 1042 | 0.8326 | 0.6688 | 0.8326 | 0.9124 |
| 0.0852 | 14.1081 | 1044 | 0.7630 | 0.6747 | 0.7630 | 0.8735 |
| 0.0852 | 14.1351 | 1046 | 0.6867 | 0.6797 | 0.6867 | 0.8287 |
| 0.0852 | 14.1622 | 1048 | 0.6527 | 0.6704 | 0.6527 | 0.8079 |
| 0.0852 | 14.1892 | 1050 | 0.6475 | 0.6976 | 0.6475 | 0.8047 |
| 0.0852 | 14.2162 | 1052 | 0.6705 | 0.6998 | 0.6705 | 0.8189 |
| 0.0852 | 14.2432 | 1054 | 0.8443 | 0.6632 | 0.8443 | 0.9189 |
| 0.0852 | 14.2703 | 1056 | 0.9779 | 0.6133 | 0.9779 | 0.9889 |
| 0.0852 | 14.2973 | 1058 | 0.9421 | 0.6174 | 0.9421 | 0.9706 |
| 0.0852 | 14.3243 | 1060 | 0.8604 | 0.6267 | 0.8604 | 0.9276 |
| 0.0852 | 14.3514 | 1062 | 0.7669 | 0.6705 | 0.7669 | 0.8757 |
| 0.0852 | 14.3784 | 1064 | 0.7689 | 0.6579 | 0.7689 | 0.8768 |
| 0.0852 | 14.4054 | 1066 | 0.8291 | 0.6532 | 0.8291 | 0.9106 |
| 0.0852 | 14.4324 | 1068 | 0.9250 | 0.6128 | 0.9250 | 0.9618 |
| 0.0852 | 14.4595 | 1070 | 0.9479 | 0.6015 | 0.9479 | 0.9736 |
| 0.0852 | 14.4865 | 1072 | 0.8835 | 0.6441 | 0.8835 | 0.9399 |
| 0.0852 | 14.5135 | 1074 | 0.8161 | 0.6587 | 0.8161 | 0.9034 |
| 0.0852 | 14.5405 | 1076 | 0.7730 | 0.6554 | 0.7730 | 0.8792 |
| 0.0852 | 14.5676 | 1078 | 0.7508 | 0.6442 | 0.7508 | 0.8665 |
| 0.0852 | 14.5946 | 1080 | 0.7403 | 0.6357 | 0.7403 | 0.8604 |
| 0.0852 | 14.6216 | 1082 | 0.7759 | 0.6534 | 0.7759 | 0.8808 |
| 0.0852 | 14.6486 | 1084 | 0.8118 | 0.6597 | 0.8118 | 0.9010 |
| 0.0852 | 14.6757 | 1086 | 0.8576 | 0.6505 | 0.8576 | 0.9261 |
| 0.0852 | 14.7027 | 1088 | 0.8323 | 0.6497 | 0.8323 | 0.9123 |
| 0.0852 | 14.7297 | 1090 | 0.7608 | 0.6863 | 0.7608 | 0.8723 |
| 0.0852 | 14.7568 | 1092 | 0.7074 | 0.7067 | 0.7074 | 0.8411 |
| 0.0852 | 14.7838 | 1094 | 0.6600 | 0.7028 | 0.6600 | 0.8124 |
| 0.0852 | 14.8108 | 1096 | 0.6899 | 0.7028 | 0.6899 | 0.8306 |
| 0.0852 | 14.8378 | 1098 | 0.7546 | 0.6887 | 0.7546 | 0.8687 |
| 0.0852 | 14.8649 | 1100 | 0.8174 | 0.6580 | 0.8174 | 0.9041 |
| 0.0852 | 14.8919 | 1102 | 0.8195 | 0.6483 | 0.8195 | 0.9053 |
| 0.0852 | 14.9189 | 1104 | 0.7768 | 0.6718 | 0.7768 | 0.8814 |
| 0.0852 | 14.9459 | 1106 | 0.7660 | 0.6697 | 0.7660 | 0.8752 |
| 0.0852 | 14.9730 | 1108 | 0.8249 | 0.6759 | 0.8249 | 0.9082 |
| 0.0852 | 15.0 | 1110 | 0.9238 | 0.5923 | 0.9238 | 0.9612 |
| 0.0852 | 15.0270 | 1112 | 0.9702 | 0.5794 | 0.9702 | 0.9850 |
| 0.0852 | 15.0541 | 1114 | 1.0205 | 0.5682 | 1.0205 | 1.0102 |
| 0.0852 | 15.0811 | 1116 | 0.9426 | 0.5857 | 0.9426 | 0.9709 |
| 0.0852 | 15.1081 | 1118 | 0.8602 | 0.6658 | 0.8602 | 0.9275 |
| 0.0852 | 15.1351 | 1120 | 0.7635 | 0.6697 | 0.7635 | 0.8738 |
| 0.0852 | 15.1622 | 1122 | 0.7589 | 0.6738 | 0.7589 | 0.8712 |
| 0.0852 | 15.1892 | 1124 | 0.7637 | 0.6809 | 0.7637 | 0.8739 |
| 0.0852 | 15.2162 | 1126 | 0.7446 | 0.6797 | 0.7446 | 0.8629 |
| 0.0852 | 15.2432 | 1128 | 0.7062 | 0.6908 | 0.7062 | 0.8403 |
| 0.0852 | 15.2703 | 1130 | 0.6357 | 0.6736 | 0.6357 | 0.7973 |
| 0.0852 | 15.2973 | 1132 | 0.6139 | 0.6674 | 0.6139 | 0.7835 |
| 0.0852 | 15.3243 | 1134 | 0.6272 | 0.6736 | 0.6272 | 0.7920 |
| 0.0852 | 15.3514 | 1136 | 0.6403 | 0.6675 | 0.6403 | 0.8002 |
| 0.0852 | 15.3784 | 1138 | 0.6466 | 0.6611 | 0.6466 | 0.8041 |
| 0.0852 | 15.4054 | 1140 | 0.7260 | 0.6592 | 0.7260 | 0.8520 |
| 0.0852 | 15.4324 | 1142 | 0.8177 | 0.6228 | 0.8177 | 0.9043 |
| 0.0852 | 15.4595 | 1144 | 0.8539 | 0.6188 | 0.8539 | 0.9240 |
| 0.0852 | 15.4865 | 1146 | 0.9527 | 0.5859 | 0.9527 | 0.9761 |
| 0.0852 | 15.5135 | 1148 | 1.0168 | 0.5607 | 1.0168 | 1.0083 |
| 0.0852 | 15.5405 | 1150 | 0.9814 | 0.5950 | 0.9814 | 0.9907 |
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/ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run1_AugV5_k15_task1_organization
Base model
aubmindlab/bert-base-arabertv02