ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k11_task3_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: 0.7815
- Qwk: -0.0609
- Mse: 0.7815
- Rmse: 0.8840
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 | 0.0714 | 2 | 3.7164 | 0.0126 | 3.7164 | 1.9278 |
| No log | 0.1429 | 4 | 1.9875 | 0.0704 | 1.9875 | 1.4098 |
| No log | 0.2143 | 6 | 1.9933 | 0.0304 | 1.9933 | 1.4119 |
| No log | 0.2857 | 8 | 3.2878 | 0.0077 | 3.2878 | 1.8132 |
| No log | 0.3571 | 10 | 1.8836 | -0.0042 | 1.8836 | 1.3724 |
| No log | 0.4286 | 12 | 0.9423 | -0.0067 | 0.9423 | 0.9707 |
| No log | 0.5 | 14 | 0.9149 | -0.0285 | 0.9149 | 0.9565 |
| No log | 0.5714 | 16 | 1.0571 | 0.0083 | 1.0571 | 1.0282 |
| No log | 0.6429 | 18 | 1.3085 | 0.0 | 1.3085 | 1.1439 |
| No log | 0.7143 | 20 | 1.2039 | -0.0247 | 1.2039 | 1.0972 |
| No log | 0.7857 | 22 | 1.0635 | 0.0100 | 1.0635 | 1.0312 |
| No log | 0.8571 | 24 | 0.9694 | -0.0385 | 0.9694 | 0.9846 |
| No log | 0.9286 | 26 | 0.9046 | -0.0923 | 0.9046 | 0.9511 |
| No log | 1.0 | 28 | 0.9196 | -0.1277 | 0.9196 | 0.9589 |
| No log | 1.0714 | 30 | 0.8866 | -0.0143 | 0.8866 | 0.9416 |
| No log | 1.1429 | 32 | 0.8765 | -0.0852 | 0.8765 | 0.9362 |
| No log | 1.2143 | 34 | 0.9833 | -0.0583 | 0.9833 | 0.9916 |
| No log | 1.2857 | 36 | 1.3024 | -0.0446 | 1.3024 | 1.1412 |
| No log | 1.3571 | 38 | 1.5493 | -0.0234 | 1.5493 | 1.2447 |
| No log | 1.4286 | 40 | 1.3419 | -0.0234 | 1.3419 | 1.1584 |
| No log | 1.5 | 42 | 1.0768 | -0.0178 | 1.0768 | 1.0377 |
| No log | 1.5714 | 44 | 1.0613 | -0.0207 | 1.0613 | 1.0302 |
| No log | 1.6429 | 46 | 1.2108 | -0.0247 | 1.2108 | 1.1003 |
| No log | 1.7143 | 48 | 1.2617 | -0.0247 | 1.2617 | 1.1233 |
| No log | 1.7857 | 50 | 1.0841 | -0.0221 | 1.0841 | 1.0412 |
| No log | 1.8571 | 52 | 0.8042 | -0.0287 | 0.8042 | 0.8968 |
| No log | 1.9286 | 54 | 0.7223 | -0.0035 | 0.7223 | 0.8499 |
| No log | 2.0 | 56 | 0.7440 | -0.1227 | 0.7440 | 0.8625 |
| No log | 2.0714 | 58 | 0.8940 | 0.0111 | 0.8940 | 0.9455 |
| No log | 2.1429 | 60 | 1.0635 | 0.0119 | 1.0635 | 1.0313 |
| No log | 2.2143 | 62 | 1.0318 | -0.0398 | 1.0318 | 1.0158 |
| No log | 2.2857 | 64 | 0.9437 | -0.0606 | 0.9437 | 0.9714 |
| No log | 2.3571 | 66 | 1.0929 | -0.0117 | 1.0929 | 1.0454 |
| No log | 2.4286 | 68 | 1.0653 | 0.0217 | 1.0653 | 1.0321 |
| No log | 2.5 | 70 | 1.0543 | -0.0067 | 1.0543 | 1.0268 |
| No log | 2.5714 | 72 | 0.8779 | -0.0459 | 0.8779 | 0.9370 |
| No log | 2.6429 | 74 | 0.7520 | -0.1236 | 0.7520 | 0.8672 |
| No log | 2.7143 | 76 | 0.7287 | -0.0160 | 0.7287 | 0.8536 |
| No log | 2.7857 | 78 | 0.8499 | -0.1715 | 0.8499 | 0.9219 |
| No log | 2.8571 | 80 | 0.8741 | -0.1251 | 0.8741 | 0.9349 |
| No log | 2.9286 | 82 | 0.9268 | -0.1259 | 0.9268 | 0.9627 |
| No log | 3.0 | 84 | 0.8279 | -0.1244 | 0.8279 | 0.9099 |
| No log | 3.0714 | 86 | 0.8122 | -0.1106 | 0.8122 | 0.9012 |
| No log | 3.1429 | 88 | 0.7843 | 0.0116 | 0.7843 | 0.8856 |
| No log | 3.2143 | 90 | 0.7868 | 0.0181 | 0.7868 | 0.8870 |
| No log | 3.2857 | 92 | 0.7420 | 0.0394 | 0.7420 | 0.8614 |
| No log | 3.3571 | 94 | 0.7456 | 0.1585 | 0.7456 | 0.8635 |
| No log | 3.4286 | 96 | 0.7183 | -0.0493 | 0.7183 | 0.8475 |
| No log | 3.5 | 98 | 0.7282 | -0.0473 | 0.7282 | 0.8533 |
| No log | 3.5714 | 100 | 0.7713 | -0.0170 | 0.7713 | 0.8782 |
| No log | 3.6429 | 102 | 0.8205 | -0.0629 | 0.8205 | 0.9058 |
| No log | 3.7143 | 104 | 0.8556 | -0.1589 | 0.8556 | 0.9250 |
| No log | 3.7857 | 106 | 0.9033 | -0.1572 | 0.9033 | 0.9504 |
| No log | 3.8571 | 108 | 1.4665 | -0.0657 | 1.4665 | 1.2110 |
| No log | 3.9286 | 110 | 1.7167 | -0.0449 | 1.7167 | 1.3102 |
| No log | 4.0 | 112 | 1.1032 | -0.1601 | 1.1032 | 1.0503 |
| No log | 4.0714 | 114 | 0.8940 | -0.1535 | 0.8940 | 0.9455 |
| No log | 4.1429 | 116 | 0.8284 | -0.2051 | 0.8284 | 0.9102 |
| No log | 4.2143 | 118 | 0.9110 | -0.0788 | 0.9110 | 0.9544 |
| No log | 4.2857 | 120 | 1.0132 | -0.0878 | 1.0132 | 1.0066 |
| No log | 4.3571 | 122 | 0.8134 | 0.0129 | 0.8134 | 0.9019 |
| No log | 4.4286 | 124 | 0.7055 | -0.0035 | 0.7055 | 0.8399 |
| No log | 4.5 | 126 | 0.7653 | -0.0499 | 0.7653 | 0.8748 |
| No log | 4.5714 | 128 | 0.7419 | -0.1067 | 0.7419 | 0.8613 |
| No log | 4.6429 | 130 | 0.7872 | -0.0743 | 0.7872 | 0.8872 |
| No log | 4.7143 | 132 | 1.0021 | 0.0287 | 1.0021 | 1.0011 |
| No log | 4.7857 | 134 | 0.8277 | -0.0711 | 0.8277 | 0.9098 |
| No log | 4.8571 | 136 | 0.8440 | 0.0724 | 0.8440 | 0.9187 |
| No log | 4.9286 | 138 | 0.9163 | -0.0317 | 0.9163 | 0.9572 |
| No log | 5.0 | 140 | 0.8075 | 0.0122 | 0.8075 | 0.8986 |
| No log | 5.0714 | 142 | 0.7823 | 0.0821 | 0.7823 | 0.8845 |
| No log | 5.1429 | 144 | 0.7495 | 0.0375 | 0.7495 | 0.8657 |
| No log | 5.2143 | 146 | 0.7508 | -0.0473 | 0.7508 | 0.8665 |
| No log | 5.2857 | 148 | 0.7752 | -0.0473 | 0.7752 | 0.8804 |
| No log | 5.3571 | 150 | 0.7419 | -0.0560 | 0.7419 | 0.8613 |
| No log | 5.4286 | 152 | 0.7487 | -0.0560 | 0.7487 | 0.8652 |
| No log | 5.5 | 154 | 0.8115 | 0.0673 | 0.8115 | 0.9008 |
| No log | 5.5714 | 156 | 0.8336 | 0.0715 | 0.8336 | 0.9130 |
| No log | 5.6429 | 158 | 0.8124 | 0.0181 | 0.8124 | 0.9013 |
| No log | 5.7143 | 160 | 0.7513 | 0.0031 | 0.7513 | 0.8668 |
| No log | 5.7857 | 162 | 0.7411 | -0.0578 | 0.7411 | 0.8609 |
| No log | 5.8571 | 164 | 0.7314 | -0.0541 | 0.7314 | 0.8552 |
| No log | 5.9286 | 166 | 0.7291 | -0.0541 | 0.7291 | 0.8539 |
| No log | 6.0 | 168 | 0.7329 | -0.1074 | 0.7329 | 0.8561 |
| No log | 6.0714 | 170 | 0.7623 | -0.1067 | 0.7623 | 0.8731 |
| No log | 6.1429 | 172 | 0.7598 | -0.0541 | 0.7598 | 0.8717 |
| No log | 6.2143 | 174 | 0.7808 | -0.0541 | 0.7808 | 0.8836 |
| No log | 6.2857 | 176 | 0.8241 | 0.0571 | 0.8241 | 0.9078 |
| No log | 6.3571 | 178 | 0.8883 | -0.1474 | 0.8883 | 0.9425 |
| No log | 6.4286 | 180 | 0.8971 | -0.0989 | 0.8971 | 0.9472 |
| No log | 6.5 | 182 | 0.9584 | -0.1011 | 0.9584 | 0.9790 |
| No log | 6.5714 | 184 | 0.9218 | -0.0887 | 0.9218 | 0.9601 |
| No log | 6.6429 | 186 | 0.8447 | -0.0837 | 0.8447 | 0.9191 |
| No log | 6.7143 | 188 | 0.8142 | 0.0513 | 0.8142 | 0.9023 |
| No log | 6.7857 | 190 | 0.8117 | 0.0395 | 0.8117 | 0.9009 |
| No log | 6.8571 | 192 | 0.7687 | 0.0587 | 0.7687 | 0.8768 |
| No log | 6.9286 | 194 | 0.8432 | -0.0826 | 0.8432 | 0.9183 |
| No log | 7.0 | 196 | 0.9052 | -0.0477 | 0.9052 | 0.9514 |
| No log | 7.0714 | 198 | 0.8338 | 0.0585 | 0.8338 | 0.9131 |
| No log | 7.1429 | 200 | 0.8450 | -0.1094 | 0.8450 | 0.9192 |
| No log | 7.2143 | 202 | 0.8447 | 0.0615 | 0.8447 | 0.9191 |
| No log | 7.2857 | 204 | 0.9510 | -0.0761 | 0.9510 | 0.9752 |
| No log | 7.3571 | 206 | 0.8924 | 0.0251 | 0.8924 | 0.9446 |
| No log | 7.4286 | 208 | 0.8081 | -0.0118 | 0.8081 | 0.8989 |
| No log | 7.5 | 210 | 0.8549 | 0.0225 | 0.8549 | 0.9246 |
| No log | 7.5714 | 212 | 0.8320 | 0.0225 | 0.8320 | 0.9121 |
| No log | 7.6429 | 214 | 0.7924 | -0.1018 | 0.7924 | 0.8901 |
| No log | 7.7143 | 216 | 0.8892 | 0.0705 | 0.8892 | 0.9430 |
| No log | 7.7857 | 218 | 0.8641 | 0.0251 | 0.8641 | 0.9296 |
| No log | 7.8571 | 220 | 0.8166 | -0.0628 | 0.8166 | 0.9037 |
| No log | 7.9286 | 222 | 0.9321 | -0.1197 | 0.9321 | 0.9655 |
| No log | 8.0 | 224 | 0.8584 | -0.0718 | 0.8584 | 0.9265 |
| No log | 8.0714 | 226 | 0.8621 | -0.0363 | 0.8621 | 0.9285 |
| No log | 8.1429 | 228 | 0.8768 | 0.0229 | 0.8768 | 0.9364 |
| No log | 8.2143 | 230 | 0.8100 | -0.1018 | 0.8100 | 0.9000 |
| No log | 8.2857 | 232 | 0.8436 | -0.0766 | 0.8436 | 0.9185 |
| No log | 8.3571 | 234 | 0.9790 | -0.0852 | 0.9790 | 0.9894 |
| No log | 8.4286 | 236 | 1.0005 | -0.0474 | 1.0005 | 1.0002 |
| No log | 8.5 | 238 | 0.8637 | -0.1126 | 0.8637 | 0.9293 |
| No log | 8.5714 | 240 | 0.8325 | 0.0064 | 0.8325 | 0.9124 |
| No log | 8.6429 | 242 | 0.8514 | 0.0155 | 0.8514 | 0.9227 |
| No log | 8.7143 | 244 | 0.8104 | 0.0064 | 0.8104 | 0.9002 |
| No log | 8.7857 | 246 | 0.8091 | -0.1599 | 0.8091 | 0.8995 |
| No log | 8.8571 | 248 | 0.9083 | -0.0812 | 0.9083 | 0.9530 |
| No log | 8.9286 | 250 | 0.9583 | -0.0842 | 0.9583 | 0.9789 |
| No log | 9.0 | 252 | 0.9063 | -0.1253 | 0.9063 | 0.9520 |
| No log | 9.0714 | 254 | 0.8209 | -0.0264 | 0.8209 | 0.9060 |
| No log | 9.1429 | 256 | 0.8302 | -0.0264 | 0.8302 | 0.9112 |
| No log | 9.2143 | 258 | 0.9207 | -0.0833 | 0.9207 | 0.9595 |
| No log | 9.2857 | 260 | 0.9178 | -0.0812 | 0.9178 | 0.9580 |
| No log | 9.3571 | 262 | 0.8423 | 0.0282 | 0.8423 | 0.9178 |
| No log | 9.4286 | 264 | 0.8154 | -0.0152 | 0.8154 | 0.9030 |
| No log | 9.5 | 266 | 0.8492 | -0.0264 | 0.8492 | 0.9215 |
| No log | 9.5714 | 268 | 0.8450 | -0.0264 | 0.8450 | 0.9192 |
| No log | 9.6429 | 270 | 0.7665 | -0.0711 | 0.7665 | 0.8755 |
| No log | 9.7143 | 272 | 0.7328 | -0.0131 | 0.7328 | 0.8560 |
| No log | 9.7857 | 274 | 0.7245 | 0.0 | 0.7245 | 0.8512 |
| No log | 9.8571 | 276 | 0.7519 | -0.0541 | 0.7519 | 0.8671 |
| No log | 9.9286 | 278 | 0.7726 | -0.0627 | 0.7726 | 0.8790 |
| No log | 10.0 | 280 | 0.8281 | -0.0675 | 0.8281 | 0.9100 |
| No log | 10.0714 | 282 | 0.8504 | -0.0240 | 0.8504 | 0.9222 |
| No log | 10.1429 | 284 | 0.8121 | -0.0215 | 0.8121 | 0.9012 |
| No log | 10.2143 | 286 | 0.7765 | -0.0215 | 0.7765 | 0.8812 |
| No log | 10.2857 | 288 | 0.7467 | 0.0374 | 0.7467 | 0.8641 |
| No log | 10.3571 | 290 | 0.7320 | 0.0460 | 0.7320 | 0.8556 |
| No log | 10.4286 | 292 | 0.7405 | 0.0374 | 0.7405 | 0.8605 |
| No log | 10.5 | 294 | 0.8027 | -0.0215 | 0.8027 | 0.8959 |
| No log | 10.5714 | 296 | 0.8260 | -0.0675 | 0.8260 | 0.9088 |
| No log | 10.6429 | 298 | 0.8868 | -0.0675 | 0.8868 | 0.9417 |
| No log | 10.7143 | 300 | 0.9392 | -0.1187 | 0.9392 | 0.9691 |
| No log | 10.7857 | 302 | 0.9206 | -0.1589 | 0.9206 | 0.9595 |
| No log | 10.8571 | 304 | 0.9319 | -0.1255 | 0.9319 | 0.9654 |
| No log | 10.9286 | 306 | 0.8747 | -0.1594 | 0.8747 | 0.9353 |
| No log | 11.0 | 308 | 0.8240 | -0.2126 | 0.8240 | 0.9077 |
| No log | 11.0714 | 310 | 0.8029 | -0.2126 | 0.8029 | 0.8960 |
| No log | 11.1429 | 312 | 0.7992 | -0.1230 | 0.7992 | 0.8940 |
| No log | 11.2143 | 314 | 0.8069 | -0.0711 | 0.8069 | 0.8983 |
| No log | 11.2857 | 316 | 0.8108 | -0.0711 | 0.8108 | 0.9005 |
| No log | 11.3571 | 318 | 0.8108 | -0.0215 | 0.8108 | 0.9005 |
| No log | 11.4286 | 320 | 0.8074 | -0.0215 | 0.8074 | 0.8985 |
| No log | 11.5 | 322 | 0.8070 | -0.0711 | 0.8070 | 0.8983 |
| No log | 11.5714 | 324 | 0.8287 | -0.0240 | 0.8287 | 0.9103 |
| No log | 11.6429 | 326 | 0.7786 | -0.1230 | 0.7786 | 0.8824 |
| No log | 11.7143 | 328 | 0.7686 | -0.0131 | 0.7686 | 0.8767 |
| No log | 11.7857 | 330 | 0.7721 | -0.1682 | 0.7721 | 0.8787 |
| No log | 11.8571 | 332 | 0.7492 | -0.0609 | 0.7492 | 0.8656 |
| No log | 11.9286 | 334 | 0.7451 | -0.0609 | 0.7451 | 0.8632 |
| No log | 12.0 | 336 | 0.7901 | -0.0215 | 0.7901 | 0.8889 |
| No log | 12.0714 | 338 | 0.7949 | 0.0225 | 0.7949 | 0.8916 |
| No log | 12.1429 | 340 | 0.7554 | 0.0857 | 0.7554 | 0.8692 |
| No log | 12.2143 | 342 | 0.7177 | -0.0626 | 0.7177 | 0.8472 |
| No log | 12.2857 | 344 | 0.7343 | 0.0 | 0.7343 | 0.8569 |
| No log | 12.3571 | 346 | 0.7401 | 0.0 | 0.7401 | 0.8603 |
| No log | 12.4286 | 348 | 0.7808 | -0.0096 | 0.7808 | 0.8836 |
| No log | 12.5 | 350 | 0.8314 | 0.0355 | 0.8314 | 0.9118 |
| No log | 12.5714 | 352 | 0.8361 | -0.1094 | 0.8361 | 0.9144 |
| No log | 12.6429 | 354 | 0.8646 | -0.1201 | 0.8646 | 0.9299 |
| No log | 12.7143 | 356 | 0.8569 | -0.0881 | 0.8569 | 0.9257 |
| No log | 12.7857 | 358 | 0.8149 | -0.1081 | 0.8149 | 0.9027 |
| No log | 12.8571 | 360 | 0.8216 | -0.0240 | 0.8216 | 0.9064 |
| No log | 12.9286 | 362 | 0.9097 | -0.0823 | 0.9097 | 0.9538 |
| No log | 13.0 | 364 | 0.8908 | -0.0833 | 0.8908 | 0.9438 |
| No log | 13.0714 | 366 | 0.7791 | -0.0215 | 0.7791 | 0.8827 |
| No log | 13.1429 | 368 | 0.7427 | -0.0069 | 0.7427 | 0.8618 |
| No log | 13.2143 | 370 | 0.7684 | 0.0 | 0.7684 | 0.8766 |
| No log | 13.2857 | 372 | 0.7977 | -0.0609 | 0.7977 | 0.8931 |
| No log | 13.3571 | 374 | 0.8426 | -0.0711 | 0.8426 | 0.9179 |
| No log | 13.4286 | 376 | 0.8681 | -0.1594 | 0.8681 | 0.9317 |
| No log | 13.5 | 378 | 0.8801 | -0.0999 | 0.8801 | 0.9381 |
| No log | 13.5714 | 380 | 0.9009 | -0.0287 | 0.9009 | 0.9492 |
| No log | 13.6429 | 382 | 0.9968 | -0.1267 | 0.9968 | 0.9984 |
| No log | 13.7143 | 384 | 0.9927 | -0.1270 | 0.9927 | 0.9964 |
| No log | 13.7857 | 386 | 0.8835 | -0.0390 | 0.8835 | 0.9400 |
| No log | 13.8571 | 388 | 0.8291 | -0.0967 | 0.8291 | 0.9105 |
| No log | 13.9286 | 390 | 0.8492 | -0.0810 | 0.8492 | 0.9215 |
| No log | 14.0 | 392 | 0.8512 | -0.0921 | 0.8512 | 0.9226 |
| No log | 14.0714 | 394 | 0.8836 | -0.0753 | 0.8836 | 0.9400 |
| No log | 14.1429 | 396 | 0.9740 | -0.0852 | 0.9740 | 0.9869 |
| No log | 14.2143 | 398 | 1.0008 | -0.1267 | 1.0008 | 1.0004 |
| No log | 14.2857 | 400 | 0.9540 | -0.0425 | 0.9540 | 0.9767 |
| No log | 14.3571 | 402 | 0.8809 | -0.0309 | 0.8809 | 0.9386 |
| No log | 14.4286 | 404 | 0.8473 | 0.0759 | 0.8473 | 0.9205 |
| No log | 14.5 | 406 | 0.8377 | -0.1531 | 0.8377 | 0.9152 |
| No log | 14.5714 | 408 | 0.8367 | -0.2036 | 0.8367 | 0.9147 |
| No log | 14.6429 | 410 | 0.8370 | -0.0595 | 0.8370 | 0.9149 |
| No log | 14.7143 | 412 | 0.8569 | -0.0628 | 0.8569 | 0.9257 |
| No log | 14.7857 | 414 | 0.8479 | -0.1531 | 0.8479 | 0.9208 |
| No log | 14.8571 | 416 | 0.8258 | -0.0125 | 0.8258 | 0.9087 |
| No log | 14.9286 | 418 | 0.7995 | 0.0374 | 0.7995 | 0.8941 |
| No log | 15.0 | 420 | 0.7928 | -0.1628 | 0.7928 | 0.8904 |
| No log | 15.0714 | 422 | 0.8143 | -0.1547 | 0.8143 | 0.9024 |
| No log | 15.1429 | 424 | 0.8068 | -0.1547 | 0.8068 | 0.8982 |
| No log | 15.2143 | 426 | 0.8051 | -0.1168 | 0.8051 | 0.8973 |
| No log | 15.2857 | 428 | 0.8438 | -0.0675 | 0.8438 | 0.9186 |
| No log | 15.3571 | 430 | 0.8403 | -0.0889 | 0.8403 | 0.9167 |
| No log | 15.4286 | 432 | 0.8560 | -0.1155 | 0.8560 | 0.9252 |
| No log | 15.5 | 434 | 0.8571 | -0.0648 | 0.8571 | 0.9258 |
| No log | 15.5714 | 436 | 0.8063 | -0.0551 | 0.8063 | 0.8979 |
| No log | 15.6429 | 438 | 0.8174 | 0.0068 | 0.8174 | 0.9041 |
| No log | 15.7143 | 440 | 0.8397 | -0.0892 | 0.8397 | 0.9164 |
| No log | 15.7857 | 442 | 0.8324 | -0.1538 | 0.8324 | 0.9124 |
| No log | 15.8571 | 444 | 0.8334 | -0.0513 | 0.8334 | 0.9129 |
| No log | 15.9286 | 446 | 0.8174 | -0.0967 | 0.8174 | 0.9041 |
| No log | 16.0 | 448 | 0.8113 | -0.0160 | 0.8113 | 0.9007 |
| No log | 16.0714 | 450 | 0.8795 | -0.0823 | 0.8795 | 0.9378 |
| No log | 16.1429 | 452 | 0.9010 | -0.1259 | 0.9010 | 0.9492 |
| No log | 16.2143 | 454 | 0.8646 | -0.0252 | 0.8646 | 0.9299 |
| No log | 16.2857 | 456 | 0.8631 | -0.1047 | 0.8631 | 0.9290 |
| No log | 16.3571 | 458 | 0.8592 | -0.0532 | 0.8592 | 0.9269 |
| No log | 16.4286 | 460 | 0.8407 | 0.0918 | 0.8407 | 0.9169 |
| No log | 16.5 | 462 | 0.8472 | -0.1241 | 0.8472 | 0.9204 |
| No log | 16.5714 | 464 | 0.8351 | -0.1241 | 0.8351 | 0.9138 |
| No log | 16.6429 | 466 | 0.8176 | -0.0711 | 0.8176 | 0.9042 |
| No log | 16.7143 | 468 | 0.8297 | 0.0374 | 0.8297 | 0.9109 |
| No log | 16.7857 | 470 | 0.8706 | -0.0215 | 0.8706 | 0.9331 |
| No log | 16.8571 | 472 | 0.8927 | 0.0374 | 0.8927 | 0.9449 |
| No log | 16.9286 | 474 | 0.8581 | 0.0374 | 0.8581 | 0.9263 |
| No log | 17.0 | 476 | 0.7916 | -0.0069 | 0.7916 | 0.8897 |
| No log | 17.0714 | 478 | 0.7390 | -0.0035 | 0.7390 | 0.8596 |
| No log | 17.1429 | 480 | 0.7260 | -0.0035 | 0.7260 | 0.8521 |
| No log | 17.2143 | 482 | 0.7291 | -0.0035 | 0.7291 | 0.8539 |
| No log | 17.2857 | 484 | 0.7644 | -0.0069 | 0.7644 | 0.8743 |
| No log | 17.3571 | 486 | 0.8159 | 0.0807 | 0.8159 | 0.9033 |
| No log | 17.4286 | 488 | 0.8249 | 0.0374 | 0.8249 | 0.9083 |
| No log | 17.5 | 490 | 0.8227 | 0.0460 | 0.8227 | 0.9070 |
| No log | 17.5714 | 492 | 0.8411 | -0.0473 | 0.8411 | 0.9171 |
| No log | 17.6429 | 494 | 0.8626 | 0.0628 | 0.8626 | 0.9288 |
| No log | 17.7143 | 496 | 0.8867 | -0.0658 | 0.8867 | 0.9417 |
| No log | 17.7857 | 498 | 0.9299 | -0.1253 | 0.9299 | 0.9643 |
| 0.2818 | 17.8571 | 500 | 0.9457 | -0.1688 | 0.9457 | 0.9725 |
| 0.2818 | 17.9286 | 502 | 0.9609 | -0.1200 | 0.9609 | 0.9802 |
| 0.2818 | 18.0 | 504 | 0.9763 | -0.0788 | 0.9763 | 0.9881 |
| 0.2818 | 18.0714 | 506 | 0.9536 | -0.0755 | 0.9536 | 0.9765 |
| 0.2818 | 18.1429 | 508 | 0.9549 | -0.1088 | 0.9549 | 0.9772 |
| 0.2818 | 18.2143 | 510 | 0.9195 | -0.1006 | 0.9195 | 0.9589 |
| 0.2818 | 18.2857 | 512 | 0.8956 | -0.0280 | 0.8956 | 0.9464 |
| 0.2818 | 18.3571 | 514 | 0.8847 | -0.0248 | 0.8847 | 0.9406 |
| 0.2818 | 18.4286 | 516 | 0.8720 | -0.0280 | 0.8720 | 0.9338 |
| 0.2818 | 18.5 | 518 | 0.8291 | -0.0029 | 0.8291 | 0.9106 |
| 0.2818 | 18.5714 | 520 | 0.8504 | 0.0183 | 0.8504 | 0.9222 |
| 0.2818 | 18.6429 | 522 | 0.8530 | -0.0309 | 0.8530 | 0.9236 |
| 0.2818 | 18.7143 | 524 | 0.8087 | 0.0807 | 0.8087 | 0.8993 |
| 0.2818 | 18.7857 | 526 | 0.7986 | 0.0496 | 0.7986 | 0.8937 |
| 0.2818 | 18.8571 | 528 | 0.8219 | -0.0387 | 0.8219 | 0.9066 |
| 0.2818 | 18.9286 | 530 | 0.8206 | 0.0598 | 0.8206 | 0.9059 |
| 0.2818 | 19.0 | 532 | 0.8051 | -0.0101 | 0.8051 | 0.8972 |
| 0.2818 | 19.0714 | 534 | 0.8091 | 0.0334 | 0.8091 | 0.8995 |
| 0.2818 | 19.1429 | 536 | 0.8614 | 0.0191 | 0.8614 | 0.9281 |
| 0.2818 | 19.2143 | 538 | 0.8223 | -0.0240 | 0.8223 | 0.9068 |
| 0.2818 | 19.2857 | 540 | 0.7893 | 0.0334 | 0.7893 | 0.8884 |
| 0.2818 | 19.3571 | 542 | 0.7816 | -0.0609 | 0.7816 | 0.8841 |
| 0.2818 | 19.4286 | 544 | 0.7682 | -0.0609 | 0.7682 | 0.8765 |
| 0.2818 | 19.5 | 546 | 0.7568 | -0.0101 | 0.7568 | 0.8699 |
| 0.2818 | 19.5714 | 548 | 0.7437 | -0.0101 | 0.7437 | 0.8624 |
| 0.2818 | 19.6429 | 550 | 0.7500 | 0.0857 | 0.7500 | 0.8660 |
| 0.2818 | 19.7143 | 552 | 0.7569 | 0.0857 | 0.7569 | 0.8700 |
| 0.2818 | 19.7857 | 554 | 0.7505 | 0.0416 | 0.7505 | 0.8663 |
| 0.2818 | 19.8571 | 556 | 0.7527 | -0.0101 | 0.7527 | 0.8676 |
| 0.2818 | 19.9286 | 558 | 0.7946 | 0.0094 | 0.7946 | 0.8914 |
| 0.2818 | 20.0 | 560 | 0.8245 | 0.0196 | 0.8245 | 0.9080 |
| 0.2818 | 20.0714 | 562 | 0.8125 | -0.0314 | 0.8125 | 0.9014 |
| 0.2818 | 20.1429 | 564 | 0.7893 | -0.0560 | 0.7893 | 0.8884 |
| 0.2818 | 20.2143 | 566 | 0.7659 | -0.0101 | 0.7659 | 0.8751 |
| 0.2818 | 20.2857 | 568 | 0.7463 | -0.0101 | 0.7463 | 0.8639 |
| 0.2818 | 20.3571 | 570 | 0.7466 | 0.0374 | 0.7466 | 0.8640 |
| 0.2818 | 20.4286 | 572 | 0.7647 | 0.0857 | 0.7647 | 0.8745 |
| 0.2818 | 20.5 | 574 | 0.7864 | 0.0857 | 0.7864 | 0.8868 |
| 0.2818 | 20.5714 | 576 | 0.8224 | 0.0247 | 0.8224 | 0.9069 |
| 0.2818 | 20.6429 | 578 | 0.8321 | -0.0204 | 0.8321 | 0.9122 |
| 0.2818 | 20.7143 | 580 | 0.8736 | -0.0658 | 0.8736 | 0.9347 |
| 0.2818 | 20.7857 | 582 | 0.9146 | -0.0711 | 0.9146 | 0.9563 |
| 0.2818 | 20.8571 | 584 | 0.9363 | 0.0017 | 0.9363 | 0.9676 |
| 0.2818 | 20.9286 | 586 | 0.8817 | 0.0129 | 0.8817 | 0.9390 |
| 0.2818 | 21.0 | 588 | 0.8213 | -0.0660 | 0.8213 | 0.9063 |
| 0.2818 | 21.0714 | 590 | 0.8001 | -0.1033 | 0.8001 | 0.8945 |
| 0.2818 | 21.1429 | 592 | 0.7968 | -0.1094 | 0.7968 | 0.8926 |
| 0.2818 | 21.2143 | 594 | 0.7983 | -0.1033 | 0.7983 | 0.8935 |
| 0.2818 | 21.2857 | 596 | 0.7965 | -0.0096 | 0.7965 | 0.8925 |
| 0.2818 | 21.3571 | 598 | 0.8243 | -0.0215 | 0.8243 | 0.9079 |
| 0.2818 | 21.4286 | 600 | 0.8831 | -0.0812 | 0.8831 | 0.9398 |
| 0.2818 | 21.5 | 602 | 0.8703 | -0.0801 | 0.8703 | 0.9329 |
| 0.2818 | 21.5714 | 604 | 0.8091 | -0.0215 | 0.8091 | 0.8995 |
| 0.2818 | 21.6429 | 606 | 0.7812 | -0.0131 | 0.7812 | 0.8838 |
| 0.2818 | 21.7143 | 608 | 0.7803 | -0.0131 | 0.7803 | 0.8833 |
| 0.2818 | 21.7857 | 610 | 0.8094 | -0.0215 | 0.8094 | 0.8997 |
| 0.2818 | 21.8571 | 612 | 0.8267 | -0.0240 | 0.8267 | 0.9092 |
| 0.2818 | 21.9286 | 614 | 0.8171 | 0.0857 | 0.8171 | 0.9039 |
| 0.2818 | 22.0 | 616 | 0.7915 | 0.0857 | 0.7915 | 0.8897 |
| 0.2818 | 22.0714 | 618 | 0.7990 | 0.0857 | 0.7990 | 0.8939 |
| 0.2818 | 22.1429 | 620 | 0.8067 | 0.0863 | 0.8067 | 0.8981 |
| 0.2818 | 22.2143 | 622 | 0.8034 | -0.0091 | 0.8034 | 0.8963 |
| 0.2818 | 22.2857 | 624 | 0.7944 | -0.1538 | 0.7944 | 0.8913 |
| 0.2818 | 22.3571 | 626 | 0.8030 | -0.0385 | 0.8030 | 0.8961 |
| 0.2818 | 22.4286 | 628 | 0.8043 | 0.0173 | 0.8043 | 0.8968 |
| 0.2818 | 22.5 | 630 | 0.7937 | -0.0446 | 0.7937 | 0.8909 |
| 0.2818 | 22.5714 | 632 | 0.7906 | -0.0506 | 0.7906 | 0.8892 |
| 0.2818 | 22.6429 | 634 | 0.7945 | -0.0567 | 0.7945 | 0.8914 |
| 0.2818 | 22.7143 | 636 | 0.7862 | 0.0318 | 0.7862 | 0.8867 |
| 0.2818 | 22.7857 | 638 | 0.8475 | 0.0628 | 0.8475 | 0.9206 |
| 0.2818 | 22.8571 | 640 | 0.9473 | -0.0425 | 0.9473 | 0.9733 |
| 0.2818 | 22.9286 | 642 | 0.9192 | 0.0017 | 0.9192 | 0.9588 |
| 0.2818 | 23.0 | 644 | 0.7740 | 0.0807 | 0.7740 | 0.8798 |
| 0.2818 | 23.0714 | 646 | 0.7257 | 0.1021 | 0.7257 | 0.8519 |
| 0.2818 | 23.1429 | 648 | 0.7449 | -0.0520 | 0.7449 | 0.8631 |
| 0.2818 | 23.2143 | 650 | 0.7822 | -0.0520 | 0.7822 | 0.8844 |
| 0.2818 | 23.2857 | 652 | 0.7848 | -0.1547 | 0.7848 | 0.8859 |
| 0.2818 | 23.3571 | 654 | 0.7756 | -0.0609 | 0.7756 | 0.8807 |
| 0.2818 | 23.4286 | 656 | 0.8709 | -0.0331 | 0.8709 | 0.9332 |
| 0.2818 | 23.5 | 658 | 0.9878 | -0.1655 | 0.9878 | 0.9939 |
| 0.2818 | 23.5714 | 660 | 0.9849 | -0.1655 | 0.9849 | 0.9924 |
| 0.2818 | 23.6429 | 662 | 0.9244 | -0.0861 | 0.9244 | 0.9614 |
| 0.2818 | 23.7143 | 664 | 0.8438 | 0.0338 | 0.8438 | 0.9186 |
| 0.2818 | 23.7857 | 666 | 0.8139 | -0.0427 | 0.8139 | 0.9022 |
| 0.2818 | 23.8571 | 668 | 0.8209 | -0.0345 | 0.8209 | 0.9061 |
| 0.2818 | 23.9286 | 670 | 0.7866 | -0.0513 | 0.7866 | 0.8869 |
| 0.2818 | 24.0 | 672 | 0.7868 | 0.0857 | 0.7868 | 0.8870 |
| 0.2818 | 24.0714 | 674 | 0.7969 | 0.0857 | 0.7969 | 0.8927 |
| 0.2818 | 24.1429 | 676 | 0.8006 | 0.0857 | 0.8006 | 0.8948 |
| 0.2818 | 24.2143 | 678 | 0.8048 | 0.0759 | 0.8048 | 0.8971 |
| 0.2818 | 24.2857 | 680 | 0.8288 | 0.0759 | 0.8288 | 0.9104 |
| 0.2818 | 24.3571 | 682 | 0.8486 | 0.0759 | 0.8486 | 0.9212 |
| 0.2818 | 24.4286 | 684 | 0.8148 | 0.0759 | 0.8148 | 0.9027 |
| 0.2818 | 24.5 | 686 | 0.7639 | 0.0374 | 0.7639 | 0.8740 |
| 0.2818 | 24.5714 | 688 | 0.7359 | -0.0069 | 0.7359 | 0.8579 |
| 0.2818 | 24.6429 | 690 | 0.7357 | -0.0069 | 0.7357 | 0.8577 |
| 0.2818 | 24.7143 | 692 | 0.7448 | -0.0069 | 0.7448 | 0.8630 |
| 0.2818 | 24.7857 | 694 | 0.7720 | -0.0069 | 0.7720 | 0.8786 |
| 0.2818 | 24.8571 | 696 | 0.7960 | -0.0065 | 0.7960 | 0.8922 |
| 0.2818 | 24.9286 | 698 | 0.8672 | 0.0768 | 0.8672 | 0.9313 |
| 0.2818 | 25.0 | 700 | 0.9710 | -0.1212 | 0.9710 | 0.9854 |
| 0.2818 | 25.0714 | 702 | 1.0283 | -0.0886 | 1.0283 | 1.0140 |
| 0.2818 | 25.1429 | 704 | 0.9846 | -0.1217 | 0.9846 | 0.9923 |
| 0.2818 | 25.2143 | 706 | 0.8791 | -0.0252 | 0.8791 | 0.9376 |
| 0.2818 | 25.2857 | 708 | 0.8251 | -0.0532 | 0.8251 | 0.9083 |
| 0.2818 | 25.3571 | 710 | 0.8121 | -0.1081 | 0.8121 | 0.9011 |
| 0.2818 | 25.4286 | 712 | 0.8144 | 0.0395 | 0.8144 | 0.9025 |
| 0.2818 | 25.5 | 714 | 0.8190 | 0.0814 | 0.8190 | 0.9050 |
| 0.2818 | 25.5714 | 716 | 0.8292 | -0.0287 | 0.8292 | 0.9106 |
| 0.2818 | 25.6429 | 718 | 0.8726 | -0.0309 | 0.8726 | 0.9341 |
| 0.2818 | 25.7143 | 720 | 0.8388 | -0.0287 | 0.8388 | 0.9158 |
| 0.2818 | 25.7857 | 722 | 0.7927 | -0.0101 | 0.7927 | 0.8903 |
| 0.2818 | 25.8571 | 724 | 0.7743 | -0.0069 | 0.7743 | 0.8799 |
| 0.2818 | 25.9286 | 726 | 0.7534 | -0.0069 | 0.7534 | 0.8680 |
| 0.2818 | 26.0 | 728 | 0.7396 | 0.0555 | 0.7396 | 0.8600 |
| 0.2818 | 26.0714 | 730 | 0.7243 | 0.0555 | 0.7243 | 0.8510 |
| 0.2818 | 26.1429 | 732 | 0.7164 | 0.1082 | 0.7164 | 0.8464 |
| 0.2818 | 26.2143 | 734 | 0.7215 | 0.1082 | 0.7215 | 0.8494 |
| 0.2818 | 26.2857 | 736 | 0.7326 | 0.0555 | 0.7326 | 0.8559 |
| 0.2818 | 26.3571 | 738 | 0.7470 | 0.0460 | 0.7470 | 0.8643 |
| 0.2818 | 26.4286 | 740 | 0.7555 | 0.0416 | 0.7555 | 0.8692 |
| 0.2818 | 26.5 | 742 | 0.7553 | 0.0416 | 0.7553 | 0.8691 |
| 0.2818 | 26.5714 | 744 | 0.7615 | 0.0416 | 0.7615 | 0.8727 |
| 0.2818 | 26.6429 | 746 | 0.8046 | 0.0374 | 0.8046 | 0.8970 |
| 0.2818 | 26.7143 | 748 | 0.8437 | -0.0264 | 0.8437 | 0.9185 |
| 0.2818 | 26.7857 | 750 | 0.8590 | -0.0240 | 0.8590 | 0.9268 |
| 0.2818 | 26.8571 | 752 | 0.8502 | -0.0675 | 0.8502 | 0.9220 |
| 0.2818 | 26.9286 | 754 | 0.8434 | -0.1116 | 0.8434 | 0.9184 |
| 0.2818 | 27.0 | 756 | 0.8359 | -0.0595 | 0.8359 | 0.9143 |
| 0.2818 | 27.0714 | 758 | 0.8153 | -0.0578 | 0.8153 | 0.9030 |
| 0.2818 | 27.1429 | 760 | 0.8019 | -0.0578 | 0.8019 | 0.8955 |
| 0.2818 | 27.2143 | 762 | 0.7830 | -0.0578 | 0.7830 | 0.8849 |
| 0.2818 | 27.2857 | 764 | 0.7644 | -0.0578 | 0.7644 | 0.8743 |
| 0.2818 | 27.3571 | 766 | 0.7468 | -0.0591 | 0.7468 | 0.8642 |
| 0.2818 | 27.4286 | 768 | 0.7318 | 0.0555 | 0.7318 | 0.8555 |
| 0.2818 | 27.5 | 770 | 0.7392 | 0.0416 | 0.7392 | 0.8598 |
| 0.2818 | 27.5714 | 772 | 0.7901 | 0.0857 | 0.7901 | 0.8889 |
| 0.2818 | 27.6429 | 774 | 0.8639 | 0.0129 | 0.8639 | 0.9295 |
| 0.2818 | 27.7143 | 776 | 0.9103 | -0.0833 | 0.9103 | 0.9541 |
| 0.2818 | 27.7857 | 778 | 0.8960 | -0.0823 | 0.8960 | 0.9466 |
| 0.2818 | 27.8571 | 780 | 0.8867 | -0.0823 | 0.8867 | 0.9416 |
| 0.2818 | 27.9286 | 782 | 0.8521 | 0.0129 | 0.8521 | 0.9231 |
| 0.2818 | 28.0 | 784 | 0.8332 | 0.0690 | 0.8332 | 0.9128 |
| 0.2818 | 28.0714 | 786 | 0.8294 | 0.0650 | 0.8294 | 0.9107 |
| 0.2818 | 28.1429 | 788 | 0.8378 | 0.0129 | 0.8378 | 0.9153 |
| 0.2818 | 28.2143 | 790 | 0.8511 | 0.0129 | 0.8511 | 0.9225 |
| 0.2818 | 28.2857 | 792 | 0.8519 | 0.0099 | 0.8519 | 0.9230 |
| 0.2818 | 28.3571 | 794 | 0.8283 | 0.0159 | 0.8283 | 0.9101 |
| 0.2818 | 28.4286 | 796 | 0.8118 | 0.0191 | 0.8118 | 0.9010 |
| 0.2818 | 28.5 | 798 | 0.7968 | 0.0225 | 0.7968 | 0.8926 |
| 0.2818 | 28.5714 | 800 | 0.8126 | 0.0191 | 0.8126 | 0.9015 |
| 0.2818 | 28.6429 | 802 | 0.8563 | 0.0099 | 0.8563 | 0.9254 |
| 0.2818 | 28.7143 | 804 | 0.8726 | -0.0371 | 0.8726 | 0.9341 |
| 0.2818 | 28.7857 | 806 | 0.8296 | 0.0159 | 0.8296 | 0.9108 |
| 0.2818 | 28.8571 | 808 | 0.7891 | -0.0264 | 0.7891 | 0.8883 |
| 0.2818 | 28.9286 | 810 | 0.7955 | -0.0264 | 0.7955 | 0.8919 |
| 0.2818 | 29.0 | 812 | 0.7894 | 0.0807 | 0.7894 | 0.8885 |
| 0.2818 | 29.0714 | 814 | 0.7946 | 0.0807 | 0.7946 | 0.8914 |
| 0.2818 | 29.1429 | 816 | 0.8228 | 0.0191 | 0.8228 | 0.9071 |
| 0.2818 | 29.2143 | 818 | 0.8736 | -0.0351 | 0.8736 | 0.9347 |
| 0.2818 | 29.2857 | 820 | 0.8967 | -0.0351 | 0.8967 | 0.9469 |
| 0.2818 | 29.3571 | 822 | 0.8949 | 0.0129 | 0.8949 | 0.9460 |
| 0.2818 | 29.4286 | 824 | 0.8860 | 0.0639 | 0.8860 | 0.9413 |
| 0.2818 | 29.5 | 826 | 0.8995 | 0.0639 | 0.8995 | 0.9484 |
| 0.2818 | 29.5714 | 828 | 0.8752 | 0.0639 | 0.8752 | 0.9355 |
| 0.2818 | 29.6429 | 830 | 0.8600 | 0.0639 | 0.8600 | 0.9274 |
| 0.2818 | 29.7143 | 832 | 0.8793 | -0.0812 | 0.8793 | 0.9377 |
| 0.2818 | 29.7857 | 834 | 0.9108 | -0.0442 | 0.9108 | 0.9543 |
| 0.2818 | 29.8571 | 836 | 0.8807 | -0.0408 | 0.8807 | 0.9384 |
| 0.2818 | 29.9286 | 838 | 0.8221 | 0.0159 | 0.8221 | 0.9067 |
| 0.2818 | 30.0 | 840 | 0.7801 | 0.0416 | 0.7801 | 0.8832 |
| 0.2818 | 30.0714 | 842 | 0.7753 | -0.1143 | 0.7753 | 0.8805 |
| 0.2818 | 30.1429 | 844 | 0.7716 | -0.1074 | 0.7716 | 0.8784 |
| 0.2818 | 30.2143 | 846 | 0.7553 | -0.0591 | 0.7553 | 0.8691 |
| 0.2818 | 30.2857 | 848 | 0.7490 | -0.0101 | 0.7490 | 0.8655 |
| 0.2818 | 30.3571 | 850 | 0.7793 | -0.0287 | 0.7793 | 0.8828 |
| 0.2818 | 30.4286 | 852 | 0.8323 | -0.0331 | 0.8323 | 0.9123 |
| 0.2818 | 30.5 | 854 | 0.8889 | -0.0833 | 0.8889 | 0.9428 |
| 0.2818 | 30.5714 | 856 | 0.8973 | -0.0833 | 0.8973 | 0.9473 |
| 0.2818 | 30.6429 | 858 | 0.8478 | 0.0159 | 0.8478 | 0.9207 |
| 0.2818 | 30.7143 | 860 | 0.8272 | -0.0240 | 0.8272 | 0.9095 |
| 0.2818 | 30.7857 | 862 | 0.8156 | 0.1433 | 0.8156 | 0.9031 |
| 0.2818 | 30.8571 | 864 | 0.8068 | 0.0909 | 0.8068 | 0.8982 |
| 0.2818 | 30.9286 | 866 | 0.7979 | 0.0909 | 0.7979 | 0.8932 |
| 0.2818 | 31.0 | 868 | 0.8057 | 0.0225 | 0.8057 | 0.8976 |
| 0.2818 | 31.0714 | 870 | 0.8056 | 0.0225 | 0.8056 | 0.8976 |
| 0.2818 | 31.1429 | 872 | 0.8344 | 0.0159 | 0.8344 | 0.9134 |
| 0.2818 | 31.2143 | 874 | 0.8632 | -0.0371 | 0.8632 | 0.9291 |
| 0.2818 | 31.2857 | 876 | 0.8317 | 0.0159 | 0.8317 | 0.9120 |
| 0.2818 | 31.3571 | 878 | 0.7845 | 0.0909 | 0.7845 | 0.8857 |
| 0.2818 | 31.4286 | 880 | 0.7918 | -0.0591 | 0.7918 | 0.8898 |
| 0.2818 | 31.5 | 882 | 0.8277 | 0.0155 | 0.8277 | 0.9098 |
| 0.2818 | 31.5714 | 884 | 0.8386 | 0.0155 | 0.8386 | 0.9157 |
| 0.2818 | 31.6429 | 886 | 0.8161 | -0.1143 | 0.8161 | 0.9034 |
| 0.2818 | 31.7143 | 888 | 0.8034 | -0.0096 | 0.8034 | 0.8963 |
| 0.2818 | 31.7857 | 890 | 0.8154 | 0.0857 | 0.8154 | 0.9030 |
| 0.2818 | 31.8571 | 892 | 0.8396 | -0.0264 | 0.8396 | 0.9163 |
| 0.2818 | 31.9286 | 894 | 0.8523 | -0.0264 | 0.8523 | 0.9232 |
| 0.2818 | 32.0 | 896 | 0.8600 | -0.0264 | 0.8600 | 0.9273 |
| 0.2818 | 32.0714 | 898 | 0.8615 | -0.0264 | 0.8615 | 0.9282 |
| 0.2818 | 32.1429 | 900 | 0.8990 | -0.0287 | 0.8990 | 0.9482 |
| 0.2818 | 32.2143 | 902 | 0.8949 | -0.0287 | 0.8949 | 0.9460 |
| 0.2818 | 32.2857 | 904 | 0.9076 | -0.0287 | 0.9076 | 0.9527 |
| 0.2818 | 32.3571 | 906 | 0.9191 | -0.0331 | 0.9191 | 0.9587 |
| 0.2818 | 32.4286 | 908 | 0.9329 | -0.0801 | 0.9329 | 0.9659 |
| 0.2818 | 32.5 | 910 | 0.9314 | -0.0801 | 0.9314 | 0.9651 |
| 0.2818 | 32.5714 | 912 | 0.9130 | -0.0331 | 0.9130 | 0.9555 |
| 0.2818 | 32.6429 | 914 | 0.8604 | -0.0287 | 0.8604 | 0.9276 |
| 0.2818 | 32.7143 | 916 | 0.8305 | -0.0753 | 0.8305 | 0.9113 |
| 0.2818 | 32.7857 | 918 | 0.8441 | -0.0287 | 0.8441 | 0.9187 |
| 0.2818 | 32.8571 | 920 | 0.8646 | -0.0287 | 0.8646 | 0.9298 |
| 0.2818 | 32.9286 | 922 | 0.9294 | -0.0331 | 0.9294 | 0.9641 |
| 0.2818 | 33.0 | 924 | 1.0005 | -0.0801 | 1.0005 | 1.0002 |
| 0.2818 | 33.0714 | 926 | 1.0539 | -0.0409 | 1.0539 | 1.0266 |
| 0.2818 | 33.1429 | 928 | 1.0946 | -0.0847 | 1.0946 | 1.0462 |
| 0.2818 | 33.2143 | 930 | 1.0427 | -0.0373 | 1.0427 | 1.0211 |
| 0.2818 | 33.2857 | 932 | 0.9881 | -0.0767 | 0.9881 | 0.9940 |
| 0.2818 | 33.3571 | 934 | 0.9558 | -0.0331 | 0.9558 | 0.9777 |
| 0.2818 | 33.4286 | 936 | 0.9507 | -0.0801 | 0.9507 | 0.9751 |
| 0.2818 | 33.5 | 938 | 0.9128 | -0.0331 | 0.9128 | 0.9554 |
| 0.2818 | 33.5714 | 940 | 0.8525 | 0.0159 | 0.8525 | 0.9233 |
| 0.2818 | 33.6429 | 942 | 0.8259 | 0.0159 | 0.8259 | 0.9088 |
| 0.2818 | 33.7143 | 944 | 0.8145 | 0.0159 | 0.8145 | 0.9025 |
| 0.2818 | 33.7857 | 946 | 0.7820 | -0.0287 | 0.7820 | 0.8843 |
| 0.2818 | 33.8571 | 948 | 0.7488 | 0.0374 | 0.7488 | 0.8654 |
| 0.2818 | 33.9286 | 950 | 0.7504 | -0.0131 | 0.7504 | 0.8663 |
| 0.2818 | 34.0 | 952 | 0.7422 | -0.0069 | 0.7422 | 0.8615 |
| 0.2818 | 34.0714 | 954 | 0.7462 | -0.0069 | 0.7462 | 0.8638 |
| 0.2818 | 34.1429 | 956 | 0.7523 | -0.0069 | 0.7523 | 0.8673 |
| 0.2818 | 34.2143 | 958 | 0.7624 | -0.0069 | 0.7624 | 0.8732 |
| 0.2818 | 34.2857 | 960 | 0.7627 | -0.0101 | 0.7627 | 0.8734 |
| 0.2818 | 34.3571 | 962 | 0.7648 | -0.0101 | 0.7648 | 0.8745 |
| 0.2818 | 34.4286 | 964 | 0.7800 | 0.0225 | 0.7800 | 0.8831 |
| 0.2818 | 34.5 | 966 | 0.8146 | -0.0309 | 0.8146 | 0.9025 |
| 0.2818 | 34.5714 | 968 | 0.8485 | -0.0371 | 0.8485 | 0.9212 |
| 0.2818 | 34.6429 | 970 | 0.8685 | -0.0371 | 0.8685 | 0.9319 |
| 0.2818 | 34.7143 | 972 | 0.8846 | -0.0371 | 0.8846 | 0.9406 |
| 0.2818 | 34.7857 | 974 | 0.8860 | -0.1392 | 0.8860 | 0.9413 |
| 0.2818 | 34.8571 | 976 | 0.8924 | -0.1392 | 0.8924 | 0.9446 |
| 0.2818 | 34.9286 | 978 | 0.8860 | -0.1392 | 0.8860 | 0.9413 |
| 0.2818 | 35.0 | 980 | 0.8797 | -0.1392 | 0.8797 | 0.9379 |
| 0.2818 | 35.0714 | 982 | 0.8617 | -0.1394 | 0.8617 | 0.9283 |
| 0.2818 | 35.1429 | 984 | 0.8345 | -0.0578 | 0.8345 | 0.9135 |
| 0.2818 | 35.2143 | 986 | 0.8179 | -0.0675 | 0.8179 | 0.9044 |
| 0.2818 | 35.2857 | 988 | 0.8203 | -0.0287 | 0.8203 | 0.9057 |
| 0.2818 | 35.3571 | 990 | 0.8149 | -0.0264 | 0.8149 | 0.9027 |
| 0.2818 | 35.4286 | 992 | 0.8205 | -0.0287 | 0.8205 | 0.9058 |
| 0.2818 | 35.5 | 994 | 0.8207 | -0.0264 | 0.8207 | 0.9059 |
| 0.2818 | 35.5714 | 996 | 0.8327 | -0.0287 | 0.8327 | 0.9125 |
| 0.2818 | 35.6429 | 998 | 0.8397 | -0.0287 | 0.8397 | 0.9163 |
| 0.0545 | 35.7143 | 1000 | 0.8384 | -0.0264 | 0.8384 | 0.9157 |
| 0.0545 | 35.7857 | 1002 | 0.8439 | -0.0264 | 0.8439 | 0.9186 |
| 0.0545 | 35.8571 | 1004 | 0.8491 | 0.0303 | 0.8491 | 0.9215 |
| 0.0545 | 35.9286 | 1006 | 0.8556 | -0.0108 | 0.8556 | 0.9250 |
| 0.0545 | 36.0 | 1008 | 0.8740 | -0.0230 | 0.8740 | 0.9349 |
| 0.0545 | 36.0714 | 1010 | 0.9022 | 0.0095 | 0.9022 | 0.9498 |
| 0.0545 | 36.1429 | 1012 | 0.8778 | 0.0152 | 0.8778 | 0.9369 |
| 0.0545 | 36.2143 | 1014 | 0.8594 | 0.0159 | 0.8594 | 0.9270 |
| 0.0545 | 36.2857 | 1016 | 0.8341 | 0.0225 | 0.8341 | 0.9133 |
| 0.0545 | 36.3571 | 1018 | 0.7994 | 0.0416 | 0.7994 | 0.8941 |
| 0.0545 | 36.4286 | 1020 | 0.7863 | 0.0416 | 0.7863 | 0.8867 |
| 0.0545 | 36.5 | 1022 | 0.7867 | -0.0188 | 0.7867 | 0.8870 |
| 0.0545 | 36.5714 | 1024 | 0.7894 | -0.0188 | 0.7894 | 0.8885 |
| 0.0545 | 36.6429 | 1026 | 0.7901 | 0.0909 | 0.7901 | 0.8889 |
| 0.0545 | 36.7143 | 1028 | 0.7997 | -0.0188 | 0.7997 | 0.8943 |
| 0.0545 | 36.7857 | 1030 | 0.8223 | 0.0225 | 0.8223 | 0.9068 |
| 0.0545 | 36.8571 | 1032 | 0.8381 | -0.0309 | 0.8381 | 0.9155 |
| 0.0545 | 36.9286 | 1034 | 0.8458 | -0.0351 | 0.8458 | 0.9197 |
| 0.0545 | 37.0 | 1036 | 0.8317 | -0.0309 | 0.8317 | 0.9120 |
| 0.0545 | 37.0714 | 1038 | 0.8073 | -0.0287 | 0.8073 | 0.8985 |
| 0.0545 | 37.1429 | 1040 | 0.7932 | -0.0188 | 0.7932 | 0.8906 |
| 0.0545 | 37.2143 | 1042 | 0.7908 | 0.0416 | 0.7908 | 0.8893 |
| 0.0545 | 37.2857 | 1044 | 0.7993 | -0.0096 | 0.7993 | 0.8940 |
| 0.0545 | 37.3571 | 1046 | 0.8093 | -0.0096 | 0.8093 | 0.8996 |
| 0.0545 | 37.4286 | 1048 | 0.8203 | 0.0395 | 0.8203 | 0.9057 |
| 0.0545 | 37.5 | 1050 | 0.8442 | -0.0690 | 0.8442 | 0.9188 |
| 0.0545 | 37.5714 | 1052 | 0.8746 | -0.0371 | 0.8746 | 0.9352 |
| 0.0545 | 37.6429 | 1054 | 0.8909 | -0.0371 | 0.8909 | 0.9439 |
| 0.0545 | 37.7143 | 1056 | 0.8526 | -0.0351 | 0.8526 | 0.9233 |
| 0.0545 | 37.7857 | 1058 | 0.8002 | 0.0318 | 0.8002 | 0.8945 |
| 0.0545 | 37.8571 | 1060 | 0.7822 | -0.0609 | 0.7822 | 0.8844 |
| 0.0545 | 37.9286 | 1062 | 0.7957 | -0.0591 | 0.7957 | 0.8920 |
| 0.0545 | 38.0 | 1064 | 0.8071 | -0.0591 | 0.8071 | 0.8984 |
| 0.0545 | 38.0714 | 1066 | 0.8003 | -0.0591 | 0.8003 | 0.8946 |
| 0.0545 | 38.1429 | 1068 | 0.7815 | -0.0609 | 0.7815 | 0.8840 |
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_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k11_task3_organization
Base model
aubmindlab/bert-base-arabertv02