--- library_name: transformers base_model: aubmindlab/bert-base-arabertv02 tags: - generated_from_trainer model-index: - name: ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k13_task3_organization results: [] --- # ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k13_task3_organization This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co./aubmindlab/bert-base-arabertv02) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.8431 - Qwk: -0.1259 - Mse: 0.8431 - Rmse: 0.9182 ## 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 | 0.0556 | 2 | 3.5838 | -0.0152 | 3.5838 | 1.8931 | | No log | 0.1111 | 4 | 1.7262 | 0.0737 | 1.7262 | 1.3139 | | No log | 0.1667 | 6 | 1.2930 | 0.0047 | 1.2930 | 1.1371 | | No log | 0.2222 | 8 | 0.9922 | -0.0949 | 0.9922 | 0.9961 | | No log | 0.2778 | 10 | 0.7682 | 0.0296 | 0.7682 | 0.8765 | | No log | 0.3333 | 12 | 0.8396 | 0.0748 | 0.8396 | 0.9163 | | No log | 0.3889 | 14 | 1.1846 | 0.0032 | 1.1846 | 1.0884 | | No log | 0.4444 | 16 | 1.0357 | -0.0468 | 1.0357 | 1.0177 | | No log | 0.5 | 18 | 0.8700 | -0.0558 | 0.8700 | 0.9327 | | No log | 0.5556 | 20 | 0.9165 | -0.0686 | 0.9165 | 0.9573 | | No log | 0.6111 | 22 | 0.9608 | -0.0736 | 0.9608 | 0.9802 | | No log | 0.6667 | 24 | 0.9313 | -0.0695 | 0.9313 | 0.9651 | | No log | 0.7222 | 26 | 1.1409 | 0.0 | 1.1409 | 1.0681 | | No log | 0.7778 | 28 | 1.3036 | 0.0 | 1.3036 | 1.1417 | | No log | 0.8333 | 30 | 1.2609 | 0.0 | 1.2609 | 1.1229 | | No log | 0.8889 | 32 | 1.1273 | 0.0100 | 1.1273 | 1.0618 | | No log | 0.9444 | 34 | 0.8945 | -0.2899 | 0.8945 | 0.9458 | | No log | 1.0 | 36 | 0.7561 | -0.1220 | 0.7561 | 0.8695 | | No log | 1.0556 | 38 | 0.7864 | 0.0460 | 0.7864 | 0.8868 | | No log | 1.1111 | 40 | 1.0000 | -0.0345 | 1.0000 | 1.0000 | | No log | 1.1667 | 42 | 1.2349 | -0.0497 | 1.2349 | 1.1113 | | No log | 1.2222 | 44 | 0.9615 | -0.0628 | 0.9615 | 0.9806 | | No log | 1.2778 | 46 | 0.9134 | -0.0894 | 0.9134 | 0.9557 | | No log | 1.3333 | 48 | 0.8918 | 0.0456 | 0.8918 | 0.9443 | | No log | 1.3889 | 50 | 0.8198 | 0.0355 | 0.8198 | 0.9054 | | No log | 1.4444 | 52 | 0.9013 | -0.1209 | 0.9013 | 0.9494 | | No log | 1.5 | 54 | 0.9807 | -0.1234 | 0.9807 | 0.9903 | | No log | 1.5556 | 56 | 0.9301 | -0.0545 | 0.9301 | 0.9644 | | No log | 1.6111 | 58 | 1.1468 | -0.0638 | 1.1468 | 1.0709 | | No log | 1.6667 | 60 | 1.3892 | -0.0174 | 1.3892 | 1.1786 | | No log | 1.7222 | 62 | 0.9736 | -0.0163 | 0.9736 | 0.9867 | | No log | 1.7778 | 64 | 0.7951 | -0.1001 | 0.7951 | 0.8917 | | No log | 1.8333 | 66 | 0.8372 | -0.1040 | 0.8372 | 0.9150 | | No log | 1.8889 | 68 | 1.1011 | -0.1843 | 1.1011 | 1.0493 | | No log | 1.9444 | 70 | 1.0629 | -0.1525 | 1.0629 | 1.0310 | | No log | 2.0 | 72 | 1.0063 | -0.0778 | 1.0063 | 1.0031 | | No log | 2.0556 | 74 | 0.8896 | -0.2022 | 0.8896 | 0.9432 | | No log | 2.1111 | 76 | 0.9076 | -0.1524 | 0.9076 | 0.9527 | | No log | 2.1667 | 78 | 1.0187 | -0.1088 | 1.0187 | 1.0093 | | No log | 2.2222 | 80 | 1.0038 | -0.1072 | 1.0038 | 1.0019 | | No log | 2.2778 | 82 | 1.2050 | -0.1194 | 1.2050 | 1.0977 | | No log | 2.3333 | 84 | 1.0165 | -0.1408 | 1.0165 | 1.0082 | | No log | 2.3889 | 86 | 1.0901 | -0.0096 | 1.0901 | 1.0441 | | No log | 2.4444 | 88 | 1.0698 | -0.0409 | 1.0698 | 1.0343 | | No log | 2.5 | 90 | 1.0707 | -0.0409 | 1.0707 | 1.0348 | | No log | 2.5556 | 92 | 1.1748 | -0.1869 | 1.1748 | 1.0839 | | No log | 2.6111 | 94 | 1.0766 | -0.1974 | 1.0766 | 1.0376 | | No log | 2.6667 | 96 | 0.9602 | -0.1251 | 0.9602 | 0.9799 | | No log | 2.7222 | 98 | 0.9190 | -0.0543 | 0.9190 | 0.9586 | | No log | 2.7778 | 100 | 0.9084 | -0.1246 | 0.9084 | 0.9531 | | No log | 2.8333 | 102 | 1.0359 | -0.0518 | 1.0359 | 1.0178 | | No log | 2.8889 | 104 | 1.0244 | -0.0490 | 1.0244 | 1.0121 | | No log | 2.9444 | 106 | 0.8780 | -0.0287 | 0.8780 | 0.9370 | | No log | 3.0 | 108 | 0.8434 | 0.0355 | 0.8434 | 0.9184 | | No log | 3.0556 | 110 | 0.9008 | -0.0309 | 0.9008 | 0.9491 | | No log | 3.1111 | 112 | 0.8959 | -0.0240 | 0.8959 | 0.9465 | | No log | 3.1667 | 114 | 0.8938 | -0.0240 | 0.8938 | 0.9454 | | No log | 3.2222 | 116 | 0.8622 | 0.0874 | 0.8622 | 0.9286 | | No log | 3.2778 | 118 | 0.8645 | -0.0488 | 0.8645 | 0.9298 | | No log | 3.3333 | 120 | 0.9273 | -0.0812 | 0.9273 | 0.9630 | | No log | 3.3889 | 122 | 1.0003 | -0.0823 | 1.0003 | 1.0002 | | No log | 3.4444 | 124 | 1.0715 | -0.0833 | 1.0715 | 1.0351 | | No log | 3.5 | 126 | 1.1192 | -0.1263 | 1.1192 | 1.0579 | | No log | 3.5556 | 128 | 0.9737 | -0.1334 | 0.9737 | 0.9867 | | No log | 3.6111 | 130 | 0.9552 | -0.2030 | 0.9552 | 0.9773 | | No log | 3.6667 | 132 | 1.0354 | -0.0425 | 1.0354 | 1.0175 | | No log | 3.7222 | 134 | 0.9680 | 0.0303 | 0.9680 | 0.9839 | | No log | 3.7778 | 136 | 1.0149 | -0.1579 | 1.0149 | 1.0074 | | No log | 3.8333 | 138 | 1.0235 | -0.1734 | 1.0235 | 1.0117 | | No log | 3.8889 | 140 | 1.0540 | -0.1931 | 1.0540 | 1.0266 | | No log | 3.9444 | 142 | 1.0604 | -0.1307 | 1.0604 | 1.0298 | | No log | 4.0 | 144 | 1.1788 | -0.1340 | 1.1788 | 1.0857 | | No log | 4.0556 | 146 | 1.0368 | -0.1355 | 1.0368 | 1.0182 | | No log | 4.1111 | 148 | 1.2584 | -0.0390 | 1.2584 | 1.1218 | | No log | 4.1667 | 150 | 1.2271 | -0.0478 | 1.2271 | 1.1077 | | No log | 4.2222 | 152 | 1.1465 | 0.0293 | 1.1465 | 1.0707 | | No log | 4.2778 | 154 | 0.8422 | -0.1270 | 0.8422 | 0.9177 | | No log | 4.3333 | 156 | 1.2524 | 0.0006 | 1.2524 | 1.1191 | | No log | 4.3889 | 158 | 2.0217 | 0.0677 | 2.0217 | 1.4219 | | No log | 4.4444 | 160 | 1.8273 | 0.0389 | 1.8273 | 1.3518 | | No log | 4.5 | 162 | 1.1137 | -0.0253 | 1.1137 | 1.0553 | | No log | 4.5556 | 164 | 0.7584 | 0.0909 | 0.7584 | 0.8709 | | No log | 4.6111 | 166 | 0.7648 | -0.0551 | 0.7648 | 0.8745 | | No log | 4.6667 | 168 | 0.7649 | -0.1010 | 0.7649 | 0.8746 | | No log | 4.7222 | 170 | 0.8174 | -0.0660 | 0.8174 | 0.9041 | | No log | 4.7778 | 172 | 0.9299 | -0.1259 | 0.9299 | 0.9643 | | No log | 4.8333 | 174 | 0.8817 | 0.0123 | 0.8817 | 0.9390 | | No log | 4.8889 | 176 | 0.8751 | 0.0639 | 0.8751 | 0.9355 | | No log | 4.9444 | 178 | 0.8571 | 0.1030 | 0.8571 | 0.9258 | | No log | 5.0 | 180 | 0.8657 | 0.0376 | 0.8657 | 0.9304 | | No log | 5.0556 | 182 | 0.9279 | -0.1265 | 0.9279 | 0.9633 | | No log | 5.1111 | 184 | 0.8611 | 0.0549 | 0.8611 | 0.9279 | | No log | 5.1667 | 186 | 0.8297 | -0.0248 | 0.8297 | 0.9109 | | No log | 5.2222 | 188 | 0.7981 | 0.0674 | 0.7981 | 0.8934 | | No log | 5.2778 | 190 | 0.7767 | 0.1379 | 0.7767 | 0.8813 | | No log | 5.3333 | 192 | 0.9749 | -0.0909 | 0.9749 | 0.9874 | | No log | 5.3889 | 194 | 0.9679 | -0.0909 | 0.9679 | 0.9838 | | No log | 5.4444 | 196 | 0.8139 | 0.1148 | 0.8139 | 0.9022 | | No log | 5.5 | 198 | 0.8415 | -0.0724 | 0.8415 | 0.9173 | | No log | 5.5556 | 200 | 0.9115 | -0.1354 | 0.9115 | 0.9547 | | No log | 5.6111 | 202 | 0.8682 | -0.0214 | 0.8682 | 0.9318 | | No log | 5.6667 | 204 | 0.8405 | 0.0341 | 0.8405 | 0.9168 | | No log | 5.7222 | 206 | 0.8211 | 0.0247 | 0.8211 | 0.9061 | | No log | 5.7778 | 208 | 0.7626 | -0.0571 | 0.7626 | 0.8733 | | No log | 5.8333 | 210 | 0.7527 | -0.0499 | 0.7527 | 0.8676 | | No log | 5.8889 | 212 | 0.7411 | -0.0035 | 0.7411 | 0.8608 | | No log | 5.9444 | 214 | 0.7965 | 0.0296 | 0.7965 | 0.8925 | | No log | 6.0 | 216 | 0.8331 | 0.0296 | 0.8331 | 0.9128 | | No log | 6.0556 | 218 | 0.8474 | -0.0179 | 0.8474 | 0.9206 | | No log | 6.1111 | 220 | 0.9066 | -0.1194 | 0.9066 | 0.9521 | | No log | 6.1667 | 222 | 1.1476 | -0.1277 | 1.1476 | 1.0713 | | No log | 6.2222 | 224 | 1.1140 | -0.1628 | 1.1140 | 1.0555 | | No log | 6.2778 | 226 | 0.8640 | -0.0643 | 0.8640 | 0.9295 | | No log | 6.3333 | 228 | 0.8601 | -0.0354 | 0.8601 | 0.9274 | | No log | 6.3889 | 230 | 0.8639 | -0.1270 | 0.8639 | 0.9294 | | No log | 6.4444 | 232 | 0.8667 | -0.1331 | 0.8667 | 0.9310 | | No log | 6.5 | 234 | 0.8549 | -0.1331 | 0.8549 | 0.9246 | | No log | 6.5556 | 236 | 0.8755 | 0.0159 | 0.8755 | 0.9357 | | No log | 6.6111 | 238 | 1.1305 | -0.0916 | 1.1305 | 1.0632 | | No log | 6.6667 | 240 | 1.0822 | -0.0909 | 1.0822 | 1.0403 | | No log | 6.7222 | 242 | 0.8727 | -0.0812 | 0.8727 | 0.9342 | | No log | 6.7778 | 244 | 0.8113 | -0.0065 | 0.8113 | 0.9007 | | No log | 6.8333 | 246 | 0.8050 | -0.0428 | 0.8050 | 0.8972 | | No log | 6.8889 | 248 | 0.7924 | 0.0436 | 0.7924 | 0.8902 | | No log | 6.9444 | 250 | 0.8812 | -0.0033 | 0.8812 | 0.9387 | | No log | 7.0 | 252 | 1.0259 | -0.0571 | 1.0259 | 1.0129 | | No log | 7.0556 | 254 | 0.9149 | -0.0033 | 0.9149 | 0.9565 | | No log | 7.1111 | 256 | 0.8530 | 0.0518 | 0.8530 | 0.9236 | | No log | 7.1667 | 258 | 0.9737 | -0.0976 | 0.9737 | 0.9868 | | No log | 7.2222 | 260 | 1.0146 | -0.0936 | 1.0146 | 1.0073 | | No log | 7.2778 | 262 | 0.9428 | -0.0816 | 0.9428 | 0.9710 | | No log | 7.3333 | 264 | 0.9978 | 0.0392 | 0.9978 | 0.9989 | | No log | 7.3889 | 266 | 0.9465 | -0.0251 | 0.9465 | 0.9729 | | No log | 7.4444 | 268 | 1.0007 | -0.1524 | 1.0007 | 1.0004 | | No log | 7.5 | 270 | 1.0575 | -0.0476 | 1.0575 | 1.0283 | | No log | 7.5556 | 272 | 0.8960 | -0.0217 | 0.8960 | 0.9466 | | No log | 7.6111 | 274 | 1.0218 | -0.1273 | 1.0218 | 1.0108 | | No log | 7.6667 | 276 | 1.3092 | -0.0372 | 1.3092 | 1.1442 | | No log | 7.7222 | 278 | 1.1543 | -0.1278 | 1.1543 | 1.0744 | | No log | 7.7778 | 280 | 0.8498 | -0.0801 | 0.8498 | 0.9218 | | No log | 7.8333 | 282 | 0.7946 | -0.0160 | 0.7946 | 0.8914 | | No log | 7.8889 | 284 | 0.8107 | 0.0 | 0.8107 | 0.9004 | | No log | 7.9444 | 286 | 0.8492 | 0.0141 | 0.8492 | 0.9215 | | No log | 8.0 | 288 | 0.8566 | 0.0543 | 0.8566 | 0.9255 | | No log | 8.0556 | 290 | 0.8838 | -0.1249 | 0.8838 | 0.9401 | | No log | 8.1111 | 292 | 0.9208 | -0.0812 | 0.9208 | 0.9596 | | No log | 8.1667 | 294 | 0.9911 | -0.1267 | 0.9911 | 0.9955 | | No log | 8.2222 | 296 | 0.8994 | -0.0812 | 0.8994 | 0.9484 | | No log | 8.2778 | 298 | 0.8535 | -0.0059 | 0.8535 | 0.9238 | | No log | 8.3333 | 300 | 0.8881 | -0.0821 | 0.8881 | 0.9424 | | No log | 8.3889 | 302 | 0.9196 | 0.0175 | 0.9196 | 0.9589 | | No log | 8.4444 | 304 | 1.1196 | -0.1271 | 1.1196 | 1.0581 | | No log | 8.5 | 306 | 1.3605 | -0.1246 | 1.3605 | 1.1664 | | No log | 8.5556 | 308 | 1.3491 | -0.1545 | 1.3491 | 1.1615 | | No log | 8.6111 | 310 | 1.0715 | -0.0894 | 1.0715 | 1.0351 | | No log | 8.6667 | 312 | 0.8698 | 0.0056 | 0.8698 | 0.9326 | | No log | 8.7222 | 314 | 0.9343 | -0.1587 | 0.9343 | 0.9666 | | No log | 8.7778 | 316 | 0.8632 | -0.1592 | 0.8632 | 0.9291 | | No log | 8.8333 | 318 | 0.8937 | 0.0476 | 0.8937 | 0.9453 | | No log | 8.8889 | 320 | 1.1096 | -0.0943 | 1.1096 | 1.0534 | | No log | 8.9444 | 322 | 1.0491 | -0.1277 | 1.0491 | 1.0243 | | No log | 9.0 | 324 | 0.9058 | -0.0008 | 0.9058 | 0.9517 | | No log | 9.0556 | 326 | 0.8754 | 0.0226 | 0.8754 | 0.9356 | | No log | 9.1111 | 328 | 0.9317 | -0.0230 | 0.9317 | 0.9653 | | No log | 9.1667 | 330 | 0.9935 | 0.0490 | 0.9935 | 0.9968 | | No log | 9.2222 | 332 | 1.0321 | -0.0391 | 1.0321 | 1.0159 | | No log | 9.2778 | 334 | 1.0192 | -0.0757 | 1.0192 | 1.0095 | | No log | 9.3333 | 336 | 0.9527 | -0.0541 | 0.9527 | 0.9761 | | No log | 9.3889 | 338 | 0.9370 | -0.0578 | 0.9370 | 0.9680 | | No log | 9.4444 | 340 | 0.9537 | -0.0408 | 0.9537 | 0.9766 | | No log | 9.5 | 342 | 1.0129 | -0.1270 | 1.0129 | 1.0064 | | No log | 9.5556 | 344 | 0.9760 | -0.1270 | 0.9760 | 0.9879 | | No log | 9.6111 | 346 | 0.9053 | 0.0152 | 0.9053 | 0.9515 | | No log | 9.6667 | 348 | 0.9769 | -0.0473 | 0.9769 | 0.9884 | | No log | 9.7222 | 350 | 1.0238 | -0.1828 | 1.0238 | 1.0118 | | No log | 9.7778 | 352 | 1.0269 | -0.0970 | 1.0269 | 1.0134 | | No log | 9.8333 | 354 | 1.0638 | -0.2107 | 1.0638 | 1.0314 | | No log | 9.8889 | 356 | 1.0247 | -0.1032 | 1.0247 | 1.0123 | | No log | 9.9444 | 358 | 1.0107 | -0.1740 | 1.0107 | 1.0053 | | No log | 10.0 | 360 | 1.0530 | -0.1277 | 1.0530 | 1.0261 | | No log | 10.0556 | 362 | 1.0601 | -0.1421 | 1.0601 | 1.0296 | | No log | 10.1111 | 364 | 1.0413 | -0.1004 | 1.0413 | 1.0205 | | No log | 10.1667 | 366 | 1.2782 | -0.1282 | 1.2782 | 1.1306 | | No log | 10.2222 | 368 | 1.3482 | -0.0686 | 1.3482 | 1.1611 | | No log | 10.2778 | 370 | 1.1368 | -0.0961 | 1.1368 | 1.0662 | | No log | 10.3333 | 372 | 0.9598 | -0.0490 | 0.9598 | 0.9797 | | No log | 10.3889 | 374 | 0.9355 | 0.0456 | 0.9355 | 0.9672 | | No log | 10.4444 | 376 | 0.9914 | -0.0923 | 0.9914 | 0.9957 | | No log | 10.5 | 378 | 1.0337 | -0.1277 | 1.0337 | 1.0167 | | No log | 10.5556 | 380 | 1.0593 | -0.1279 | 1.0593 | 1.0292 | | No log | 10.6111 | 382 | 0.9372 | -0.0490 | 0.9372 | 0.9681 | | No log | 10.6667 | 384 | 0.8768 | -0.1241 | 0.8768 | 0.9364 | | No log | 10.7222 | 386 | 0.8964 | -0.0704 | 0.8964 | 0.9468 | | No log | 10.7778 | 388 | 0.9520 | -0.0442 | 0.9520 | 0.9757 | | No log | 10.8333 | 390 | 0.9366 | -0.0778 | 0.9366 | 0.9678 | | No log | 10.8889 | 392 | 0.9029 | -0.0178 | 0.9029 | 0.9502 | | No log | 10.9444 | 394 | 0.8710 | 0.0078 | 0.8710 | 0.9333 | | No log | 11.0 | 396 | 0.8264 | 0.0247 | 0.8264 | 0.9091 | | No log | 11.0556 | 398 | 0.8301 | 0.0999 | 0.8301 | 0.9111 | | No log | 11.1111 | 400 | 0.8269 | 0.0999 | 0.8269 | 0.9093 | | No log | 11.1667 | 402 | 0.8049 | 0.0670 | 0.8049 | 0.8972 | | No log | 11.2222 | 404 | 0.8262 | 0.0670 | 0.8262 | 0.9089 | | No log | 11.2778 | 406 | 0.9039 | 0.0316 | 0.9039 | 0.9507 | | No log | 11.3333 | 408 | 0.9357 | -0.0101 | 0.9357 | 0.9673 | | No log | 11.3889 | 410 | 0.8978 | 0.0017 | 0.8978 | 0.9475 | | No log | 11.4444 | 412 | 0.8841 | 0.0068 | 0.8841 | 0.9403 | | No log | 11.5 | 414 | 0.8663 | -0.0218 | 0.8663 | 0.9308 | | No log | 11.5556 | 416 | 0.9284 | -0.0459 | 0.9284 | 0.9635 | | No log | 11.6111 | 418 | 0.9531 | -0.0878 | 0.9531 | 0.9763 | | No log | 11.6667 | 420 | 0.9439 | -0.0870 | 0.9439 | 0.9715 | | No log | 11.7222 | 422 | 0.8531 | 0.0152 | 0.8531 | 0.9237 | | No log | 11.7778 | 424 | 0.8666 | -0.0558 | 0.8666 | 0.9309 | | No log | 11.8333 | 426 | 0.8879 | -0.0473 | 0.8879 | 0.9423 | | No log | 11.8889 | 428 | 0.8432 | -0.0314 | 0.8432 | 0.9183 | | No log | 11.9444 | 430 | 0.8588 | -0.0283 | 0.8588 | 0.9267 | | No log | 12.0 | 432 | 0.9521 | -0.1271 | 0.9521 | 0.9757 | | No log | 12.0556 | 434 | 0.9574 | -0.0909 | 0.9574 | 0.9785 | | No log | 12.1111 | 436 | 0.8289 | 0.1144 | 0.8289 | 0.9104 | | No log | 12.1667 | 438 | 0.8893 | -0.0061 | 0.8893 | 0.9430 | | No log | 12.2222 | 440 | 0.9446 | -0.1011 | 0.9446 | 0.9719 | | No log | 12.2778 | 442 | 0.8516 | -0.0089 | 0.8516 | 0.9228 | | No log | 12.3333 | 444 | 0.7817 | 0.0094 | 0.7817 | 0.8842 | | No log | 12.3889 | 446 | 0.7665 | 0.0528 | 0.7665 | 0.8755 | | No log | 12.4444 | 448 | 0.7642 | 0.0528 | 0.7642 | 0.8742 | | No log | 12.5 | 450 | 0.7558 | 0.1552 | 0.7558 | 0.8694 | | No log | 12.5556 | 452 | 0.7581 | 0.0058 | 0.7581 | 0.8707 | | No log | 12.6111 | 454 | 0.7549 | 0.1856 | 0.7549 | 0.8689 | | No log | 12.6667 | 456 | 0.7737 | 0.1354 | 0.7737 | 0.8796 | | No log | 12.7222 | 458 | 0.7878 | 0.0879 | 0.7878 | 0.8876 | | No log | 12.7778 | 460 | 0.7932 | 0.0879 | 0.7932 | 0.8906 | | No log | 12.8333 | 462 | 0.8186 | 0.0545 | 0.8186 | 0.9048 | | No log | 12.8889 | 464 | 0.8537 | -0.0949 | 0.8537 | 0.9240 | | No log | 12.9444 | 466 | 0.8009 | 0.0930 | 0.8009 | 0.8949 | | No log | 13.0 | 468 | 0.7889 | 0.0879 | 0.7889 | 0.8882 | | No log | 13.0556 | 470 | 0.8392 | 0.0071 | 0.8392 | 0.9161 | | No log | 13.1111 | 472 | 0.9591 | -0.0504 | 0.9591 | 0.9794 | | No log | 13.1667 | 474 | 0.9536 | -0.0518 | 0.9536 | 0.9765 | | No log | 13.2222 | 476 | 0.8351 | 0.0071 | 0.8351 | 0.9138 | | No log | 13.2778 | 478 | 0.8052 | 0.0081 | 0.8052 | 0.8974 | | No log | 13.3333 | 480 | 0.8458 | -0.0226 | 0.8458 | 0.9197 | | No log | 13.3889 | 482 | 0.8008 | 0.0135 | 0.8008 | 0.8949 | | No log | 13.4444 | 484 | 0.7973 | 0.0759 | 0.7973 | 0.8929 | | No log | 13.5 | 486 | 0.8267 | 0.0017 | 0.8267 | 0.9092 | | No log | 13.5556 | 488 | 0.7880 | 0.1047 | 0.7880 | 0.8877 | | No log | 13.6111 | 490 | 0.7594 | 0.2304 | 0.7594 | 0.8715 | | No log | 13.6667 | 492 | 0.7675 | 0.0030 | 0.7675 | 0.8760 | | No log | 13.7222 | 494 | 0.7789 | 0.0557 | 0.7789 | 0.8825 | | No log | 13.7778 | 496 | 0.7560 | 0.0970 | 0.7560 | 0.8695 | | No log | 13.8333 | 498 | 0.7548 | 0.1379 | 0.7548 | 0.8688 | | 0.3169 | 13.8889 | 500 | 0.7952 | -0.0390 | 0.7952 | 0.8917 | | 0.3169 | 13.9444 | 502 | 0.8023 | 0.0129 | 0.8023 | 0.8957 | | 0.3169 | 14.0 | 504 | 0.8221 | -0.0351 | 0.8221 | 0.9067 | | 0.3169 | 14.0556 | 506 | 0.8201 | -0.0309 | 0.8201 | 0.9056 | | 0.3169 | 14.1111 | 508 | 0.8017 | -0.1233 | 0.8017 | 0.8954 | | 0.3169 | 14.1667 | 510 | 0.8009 | -0.0188 | 0.8009 | 0.8949 | | 0.3169 | 14.2222 | 512 | 0.8301 | -0.0425 | 0.8301 | 0.9111 | | 0.3169 | 14.2778 | 514 | 0.8220 | -0.0287 | 0.8220 | 0.9067 | | 0.3169 | 14.3333 | 516 | 0.8406 | -0.0287 | 0.8406 | 0.9169 | | 0.3169 | 14.3889 | 518 | 0.8645 | -0.0351 | 0.8645 | 0.9298 | | 0.3169 | 14.4444 | 520 | 0.8536 | 0.0247 | 0.8536 | 0.9239 | | 0.3169 | 14.5 | 522 | 0.8306 | 0.1347 | 0.8306 | 0.9114 | | 0.3169 | 14.5556 | 524 | 0.8260 | 0.0338 | 0.8260 | 0.9089 | | 0.3169 | 14.6111 | 526 | 0.8311 | 0.0214 | 0.8311 | 0.9117 | | 0.3169 | 14.6667 | 528 | 0.8264 | 0.1146 | 0.8264 | 0.9091 | | 0.3169 | 14.7222 | 530 | 0.8087 | -0.0195 | 0.8087 | 0.8993 | | 0.3169 | 14.7778 | 532 | 0.7874 | 0.0338 | 0.7874 | 0.8874 | | 0.3169 | 14.8333 | 534 | 0.7897 | 0.0970 | 0.7897 | 0.8886 | | 0.3169 | 14.8889 | 536 | 0.7877 | 0.1371 | 0.7877 | 0.8875 | | 0.3169 | 14.9444 | 538 | 0.8510 | 0.0017 | 0.8510 | 0.9225 | | 0.3169 | 15.0 | 540 | 0.8885 | -0.0870 | 0.8885 | 0.9426 | | 0.3169 | 15.0556 | 542 | 0.8081 | 0.1202 | 0.8081 | 0.8989 | | 0.3169 | 15.1111 | 544 | 0.7579 | 0.1927 | 0.7579 | 0.8706 | | 0.3169 | 15.1667 | 546 | 0.7601 | 0.1856 | 0.7601 | 0.8718 | | 0.3169 | 15.2222 | 548 | 0.8130 | 0.0476 | 0.8130 | 0.9017 | | 0.3169 | 15.2778 | 550 | 0.8016 | 0.0476 | 0.8016 | 0.8953 | | 0.3169 | 15.3333 | 552 | 0.7629 | 0.2096 | 0.7629 | 0.8734 | | 0.3169 | 15.3889 | 554 | 0.7605 | 0.1028 | 0.7605 | 0.8720 | | 0.3169 | 15.4444 | 556 | 0.8312 | -0.0820 | 0.8312 | 0.9117 | | 0.3169 | 15.5 | 558 | 0.8028 | -0.0187 | 0.8028 | 0.8960 | | 0.3169 | 15.5556 | 560 | 0.7911 | 0.1236 | 0.7911 | 0.8894 | | 0.3169 | 15.6111 | 562 | 0.8280 | 0.0920 | 0.8280 | 0.9100 | | 0.3169 | 15.6667 | 564 | 0.9318 | -0.0545 | 0.9318 | 0.9653 | | 0.3169 | 15.7222 | 566 | 0.8957 | -0.0486 | 0.8957 | 0.9464 | | 0.3169 | 15.7778 | 568 | 0.8199 | 0.0482 | 0.8199 | 0.9055 | | 0.3169 | 15.8333 | 570 | 0.9953 | 0.0175 | 0.9953 | 0.9976 | | 0.3169 | 15.8889 | 572 | 1.0904 | 0.1105 | 1.0904 | 1.0442 | | 0.3169 | 15.9444 | 574 | 1.0103 | 0.0808 | 1.0103 | 1.0051 | | 0.3169 | 16.0 | 576 | 0.8967 | -0.1103 | 0.8967 | 0.9469 | | 0.3169 | 16.0556 | 578 | 0.8247 | 0.0545 | 0.8247 | 0.9082 | | 0.3169 | 16.1111 | 580 | 0.8400 | 0.1192 | 0.8400 | 0.9165 | | 0.3169 | 16.1667 | 582 | 0.8150 | 0.1244 | 0.8150 | 0.9028 | | 0.3169 | 16.2222 | 584 | 0.8052 | 0.0471 | 0.8052 | 0.8973 | | 0.3169 | 16.2778 | 586 | 0.8116 | 0.0488 | 0.8116 | 0.9009 | | 0.3169 | 16.3333 | 588 | 0.8408 | 0.0617 | 0.8408 | 0.9170 | | 0.3169 | 16.3889 | 590 | 0.8412 | -0.1601 | 0.8412 | 0.9172 | | 0.3169 | 16.4444 | 592 | 0.7969 | -0.0406 | 0.7969 | 0.8927 | | 0.3169 | 16.5 | 594 | 0.7934 | 0.1318 | 0.7934 | 0.8907 | | 0.3169 | 16.5556 | 596 | 0.8353 | -0.1251 | 0.8353 | 0.9139 | | 0.3169 | 16.6111 | 598 | 0.8352 | -0.0790 | 0.8352 | 0.9139 | | 0.3169 | 16.6667 | 600 | 0.8328 | 0.0085 | 0.8328 | 0.9126 | | 0.3169 | 16.7222 | 602 | 0.9163 | -0.0425 | 0.9163 | 0.9572 | | 0.3169 | 16.7778 | 604 | 0.9429 | -0.0334 | 0.9429 | 0.9710 | | 0.3169 | 16.8333 | 606 | 0.8883 | 0.0074 | 0.8883 | 0.9425 | | 0.3169 | 16.8889 | 608 | 0.9329 | -0.0712 | 0.9329 | 0.9659 | | 0.3169 | 16.9444 | 610 | 0.9399 | -0.0722 | 0.9399 | 0.9695 | | 0.3169 | 17.0 | 612 | 0.9059 | -0.0332 | 0.9059 | 0.9518 | | 0.3169 | 17.0556 | 614 | 0.8418 | 0.1139 | 0.8418 | 0.9175 | | 0.3169 | 17.1111 | 616 | 0.7898 | 0.0985 | 0.7898 | 0.8887 | | 0.3169 | 17.1667 | 618 | 0.8133 | -0.0116 | 0.8133 | 0.9018 | | 0.3169 | 17.2222 | 620 | 0.8623 | -0.0425 | 0.8623 | 0.9286 | | 0.3169 | 17.2778 | 622 | 0.8080 | 0.0229 | 0.8080 | 0.8989 | | 0.3169 | 17.3333 | 624 | 0.8047 | 0.1815 | 0.8047 | 0.8970 | | 0.3169 | 17.3889 | 626 | 0.9142 | -0.0894 | 0.9142 | 0.9561 | | 0.3169 | 17.4444 | 628 | 1.0343 | -0.0545 | 1.0343 | 1.0170 | | 0.3169 | 17.5 | 630 | 1.0871 | -0.0545 | 1.0871 | 1.0427 | | 0.3169 | 17.5556 | 632 | 0.9390 | -0.0749 | 0.9390 | 0.9690 | | 0.3169 | 17.6111 | 634 | 0.8884 | -0.0178 | 0.8884 | 0.9425 | | 0.3169 | 17.6667 | 636 | 0.8819 | -0.0178 | 0.8819 | 0.9391 | | 0.3169 | 17.7222 | 638 | 0.8895 | -0.0309 | 0.8895 | 0.9431 | | 0.3169 | 17.7778 | 640 | 0.8796 | -0.0391 | 0.8796 | 0.9378 | | 0.3169 | 17.8333 | 642 | 0.8454 | 0.0257 | 0.8454 | 0.9195 | | 0.3169 | 17.8889 | 644 | 0.8466 | -0.0082 | 0.8466 | 0.9201 | | 0.3169 | 17.9444 | 646 | 0.8900 | 0.0200 | 0.8900 | 0.9434 | | 0.3169 | 18.0 | 648 | 0.9081 | -0.0861 | 0.9081 | 0.9529 | | 0.3169 | 18.0556 | 650 | 0.8874 | -0.0159 | 0.8874 | 0.9420 | | 0.3169 | 18.1111 | 652 | 0.8603 | 0.0327 | 0.8603 | 0.9275 | | 0.3169 | 18.1667 | 654 | 0.9651 | -0.0441 | 0.9651 | 0.9824 | | 0.3169 | 18.2222 | 656 | 1.0606 | -0.0930 | 1.0606 | 1.0299 | | 0.3169 | 18.2778 | 658 | 1.0230 | -0.0930 | 1.0230 | 1.0114 | | 0.3169 | 18.3333 | 660 | 0.9142 | -0.0845 | 0.9142 | 0.9562 | | 0.3169 | 18.3889 | 662 | 0.8518 | 0.0188 | 0.8518 | 0.9230 | | 0.3169 | 18.4444 | 664 | 0.8553 | 0.0987 | 0.8553 | 0.9248 | | 0.3169 | 18.5 | 666 | 0.8622 | 0.1224 | 0.8622 | 0.9286 | | 0.3169 | 18.5556 | 668 | 0.8552 | 0.0283 | 0.8552 | 0.9248 | | 0.3169 | 18.6111 | 670 | 0.8857 | -0.0701 | 0.8857 | 0.9411 | | 0.3169 | 18.6667 | 672 | 0.9268 | -0.0902 | 0.9268 | 0.9627 | | 0.3169 | 18.7222 | 674 | 0.9381 | -0.0909 | 0.9381 | 0.9686 | | 0.3169 | 18.7778 | 676 | 0.8669 | -0.0474 | 0.8669 | 0.9311 | | 0.3169 | 18.8333 | 678 | 0.7958 | -0.0316 | 0.7958 | 0.8921 | | 0.3169 | 18.8889 | 680 | 0.7866 | 0.0680 | 0.7866 | 0.8869 | | 0.3169 | 18.9444 | 682 | 0.7955 | 0.0732 | 0.7955 | 0.8919 | | 0.3169 | 19.0 | 684 | 0.8180 | 0.0175 | 0.8180 | 0.9045 | | 0.3169 | 19.0556 | 686 | 0.8070 | 0.0690 | 0.8070 | 0.8983 | | 0.3169 | 19.1111 | 688 | 0.8286 | -0.0283 | 0.8286 | 0.9103 | | 0.3169 | 19.1667 | 690 | 0.8459 | -0.1255 | 0.8459 | 0.9197 | | 0.3169 | 19.2222 | 692 | 0.8751 | -0.0878 | 0.8751 | 0.9355 | | 0.3169 | 19.2778 | 694 | 0.8636 | -0.0861 | 0.8636 | 0.9293 | | 0.3169 | 19.3333 | 696 | 0.7944 | 0.0159 | 0.7944 | 0.8913 | | 0.3169 | 19.3889 | 698 | 0.7643 | 0.0628 | 0.7643 | 0.8743 | | 0.3169 | 19.4444 | 700 | 0.7793 | 0.0999 | 0.7793 | 0.8828 | | 0.3169 | 19.5 | 702 | 0.7571 | 0.0588 | 0.7571 | 0.8701 | | 0.3169 | 19.5556 | 704 | 0.7685 | 0.1506 | 0.7685 | 0.8767 | | 0.3169 | 19.6111 | 706 | 0.8251 | -0.0878 | 0.8251 | 0.9084 | | 0.3169 | 19.6667 | 708 | 0.8410 | -0.0886 | 0.8410 | 0.9171 | | 0.3169 | 19.7222 | 710 | 0.7998 | 0.1506 | 0.7998 | 0.8943 | | 0.3169 | 19.7778 | 712 | 0.7923 | 0.0999 | 0.7923 | 0.8901 | | 0.3169 | 19.8333 | 714 | 0.7687 | 0.0714 | 0.7687 | 0.8767 | | 0.3169 | 19.8889 | 716 | 0.7767 | 0.1249 | 0.7767 | 0.8813 | | 0.3169 | 19.9444 | 718 | 0.8062 | 0.0056 | 0.8062 | 0.8979 | | 0.3169 | 20.0 | 720 | 0.8141 | 0.0026 | 0.8141 | 0.9023 | | 0.3169 | 20.0556 | 722 | 0.8036 | 0.1835 | 0.8036 | 0.8964 | | 0.3169 | 20.1111 | 724 | 0.8129 | 0.0680 | 0.8129 | 0.9016 | | 0.3169 | 20.1667 | 726 | 0.8065 | 0.0680 | 0.8065 | 0.8980 | | 0.3169 | 20.2222 | 728 | 0.7854 | 0.1787 | 0.7854 | 0.8862 | | 0.3169 | 20.2778 | 730 | 0.7752 | -0.0059 | 0.7752 | 0.8805 | | 0.3169 | 20.3333 | 732 | 0.8052 | 0.0503 | 0.8052 | 0.8973 | | 0.3169 | 20.3889 | 734 | 0.8167 | 0.0081 | 0.8167 | 0.9037 | | 0.3169 | 20.4444 | 736 | 0.7902 | -0.0029 | 0.7902 | 0.8890 | | 0.3169 | 20.5 | 738 | 0.8078 | 0.0323 | 0.8078 | 0.8988 | | 0.3169 | 20.5556 | 740 | 0.8188 | 0.1599 | 0.8188 | 0.9049 | | 0.3169 | 20.6111 | 742 | 0.7876 | 0.1249 | 0.7876 | 0.8875 | | 0.3169 | 20.6667 | 744 | 0.7581 | 0.1292 | 0.7581 | 0.8707 | | 0.3169 | 20.7222 | 746 | 0.7747 | -0.0334 | 0.7747 | 0.8801 | | 0.3169 | 20.7778 | 748 | 0.8467 | 0.0363 | 0.8467 | 0.9202 | | 0.3169 | 20.8333 | 750 | 0.8892 | 0.0443 | 0.8892 | 0.9430 | | 0.3169 | 20.8889 | 752 | 0.8837 | 0.0107 | 0.8837 | 0.9401 | | 0.3169 | 20.9444 | 754 | 0.7857 | -0.1097 | 0.7857 | 0.8864 | | 0.3169 | 21.0 | 756 | 0.7409 | 0.0783 | 0.7409 | 0.8608 | | 0.3169 | 21.0556 | 758 | 0.7732 | 0.1146 | 0.7732 | 0.8793 | | 0.3169 | 21.1111 | 760 | 0.7686 | 0.0741 | 0.7686 | 0.8767 | | 0.3169 | 21.1667 | 762 | 0.7773 | 0.0810 | 0.7773 | 0.8817 | | 0.3169 | 21.2222 | 764 | 0.7961 | -0.0730 | 0.7961 | 0.8922 | | 0.3169 | 21.2778 | 766 | 0.8552 | 0.0007 | 0.8552 | 0.9248 | | 0.3169 | 21.3333 | 768 | 0.8848 | 0.0107 | 0.8848 | 0.9407 | | 0.3169 | 21.3889 | 770 | 0.8138 | -0.0989 | 0.8138 | 0.9021 | | 0.3169 | 21.4444 | 772 | 0.7674 | -0.0741 | 0.7674 | 0.8760 | | 0.3169 | 21.5 | 774 | 0.7799 | 0.0257 | 0.7799 | 0.8831 | | 0.3169 | 21.5556 | 776 | 0.7966 | 0.0257 | 0.7966 | 0.8925 | | 0.3169 | 21.6111 | 778 | 0.8234 | 0.0660 | 0.8234 | 0.9074 | | 0.3169 | 21.6667 | 780 | 0.8342 | -0.0023 | 0.8342 | 0.9134 | | 0.3169 | 21.7222 | 782 | 0.8695 | -0.0622 | 0.8695 | 0.9325 | | 0.3169 | 21.7778 | 784 | 0.8577 | -0.0257 | 0.8577 | 0.9261 | | 0.3169 | 21.8333 | 786 | 0.8237 | -0.1006 | 0.8237 | 0.9076 | | 0.3169 | 21.8889 | 788 | 0.8342 | 0.1097 | 0.8342 | 0.9134 | | 0.3169 | 21.9444 | 790 | 0.8712 | -0.0490 | 0.8712 | 0.9334 | | 0.3169 | 22.0 | 792 | 0.9163 | -0.1270 | 0.9163 | 0.9572 | | 0.3169 | 22.0556 | 794 | 0.9327 | -0.1270 | 0.9327 | 0.9658 | | 0.3169 | 22.1111 | 796 | 0.9083 | -0.0870 | 0.9083 | 0.9531 | | 0.3169 | 22.1667 | 798 | 0.8751 | 0.0017 | 0.8751 | 0.9355 | | 0.3169 | 22.2222 | 800 | 0.8398 | 0.1047 | 0.8398 | 0.9164 | | 0.3169 | 22.2778 | 802 | 0.8357 | 0.1047 | 0.8357 | 0.9142 | | 0.3169 | 22.3333 | 804 | 0.8404 | 0.0476 | 0.8404 | 0.9168 | | 0.3169 | 22.3889 | 806 | 0.8513 | 0.0409 | 0.8513 | 0.9226 | | 0.3169 | 22.4444 | 808 | 0.8937 | -0.0870 | 0.8937 | 0.9454 | | 0.3169 | 22.5 | 810 | 0.9055 | -0.0852 | 0.9055 | 0.9516 | | 0.3169 | 22.5556 | 812 | 0.9000 | -0.0425 | 0.9000 | 0.9487 | | 0.3169 | 22.6111 | 814 | 0.8531 | 0.0956 | 0.8531 | 0.9237 | | 0.3169 | 22.6667 | 816 | 0.7906 | 0.2078 | 0.7906 | 0.8891 | | 0.3169 | 22.7222 | 818 | 0.7534 | 0.0 | 0.7534 | 0.8680 | | 0.3169 | 22.7778 | 820 | 0.7200 | 0.0460 | 0.7200 | 0.8485 | | 0.3169 | 22.8333 | 822 | 0.7116 | 0.1318 | 0.7116 | 0.8435 | | 0.3169 | 22.8889 | 824 | 0.7884 | 0.1097 | 0.7884 | 0.8879 | | 0.3169 | 22.9444 | 826 | 0.8096 | 0.0017 | 0.8096 | 0.8998 | | 0.3169 | 23.0 | 828 | 0.7880 | 0.1047 | 0.7880 | 0.8877 | | 0.3169 | 23.0556 | 830 | 0.7428 | 0.1202 | 0.7428 | 0.8619 | | 0.3169 | 23.1111 | 832 | 0.7176 | 0.1444 | 0.7176 | 0.8471 | | 0.3169 | 23.1667 | 834 | 0.7532 | 0.0089 | 0.7532 | 0.8679 | | 0.3169 | 23.2222 | 836 | 0.7457 | 0.0089 | 0.7457 | 0.8635 | | 0.3169 | 23.2778 | 838 | 0.7382 | 0.1691 | 0.7382 | 0.8592 | | 0.3169 | 23.3333 | 840 | 0.8211 | 0.0346 | 0.8211 | 0.9061 | | 0.3169 | 23.3889 | 842 | 0.8814 | -0.0902 | 0.8814 | 0.9388 | | 0.3169 | 23.4444 | 844 | 0.8680 | -0.0504 | 0.8680 | 0.9317 | | 0.3169 | 23.5 | 846 | 0.8000 | -0.0371 | 0.8000 | 0.8944 | | 0.3169 | 23.5556 | 848 | 0.7524 | 0.1259 | 0.7524 | 0.8674 | | 0.3169 | 23.6111 | 850 | 0.7683 | -0.0902 | 0.7683 | 0.8765 | | 0.3169 | 23.6667 | 852 | 0.7838 | -0.0750 | 0.7838 | 0.8853 | | 0.3169 | 23.7222 | 854 | 0.7519 | -0.0532 | 0.7519 | 0.8671 | | 0.3169 | 23.7778 | 856 | 0.7600 | 0.1259 | 0.7600 | 0.8718 | | 0.3169 | 23.8333 | 858 | 0.7927 | 0.0714 | 0.7927 | 0.8903 | | 0.3169 | 23.8889 | 860 | 0.7856 | 0.1148 | 0.7856 | 0.8864 | | 0.3169 | 23.9444 | 862 | 0.7482 | 0.1259 | 0.7482 | 0.8650 | | 0.3169 | 24.0 | 864 | 0.7399 | 0.0355 | 0.7399 | 0.8602 | | 0.3169 | 24.0556 | 866 | 0.7351 | 0.0355 | 0.7351 | 0.8574 | | 0.3169 | 24.1111 | 868 | 0.7410 | 0.0454 | 0.7410 | 0.8608 | | 0.3169 | 24.1667 | 870 | 0.7519 | 0.0338 | 0.7519 | 0.8671 | | 0.3169 | 24.2222 | 872 | 0.7830 | 0.1691 | 0.7830 | 0.8849 | | 0.3169 | 24.2778 | 874 | 0.8124 | 0.0588 | 0.8124 | 0.9013 | | 0.3169 | 24.3333 | 876 | 0.7995 | 0.1148 | 0.7995 | 0.8942 | | 0.3169 | 24.3889 | 878 | 0.7716 | -0.0082 | 0.7716 | 0.8784 | | 0.3169 | 24.4444 | 880 | 0.8056 | -0.0204 | 0.8056 | 0.8975 | | 0.3169 | 24.5 | 882 | 0.8364 | -0.0528 | 0.8364 | 0.9145 | | 0.3169 | 24.5556 | 884 | 0.8014 | 0.0218 | 0.8014 | 0.8952 | | 0.3169 | 24.6111 | 886 | 0.7749 | -0.0027 | 0.7749 | 0.8803 | | 0.3169 | 24.6667 | 888 | 0.7659 | -0.0082 | 0.7659 | 0.8752 | | 0.3169 | 24.7222 | 890 | 0.7596 | 0.1259 | 0.7596 | 0.8716 | | 0.3169 | 24.7778 | 892 | 0.7710 | 0.1259 | 0.7710 | 0.8781 | | 0.3169 | 24.8333 | 894 | 0.7794 | -0.0082 | 0.7794 | 0.8828 | | 0.3169 | 24.8889 | 896 | 0.7939 | -0.0370 | 0.7939 | 0.8910 | | 0.3169 | 24.9444 | 898 | 0.7898 | -0.0366 | 0.7898 | 0.8887 | | 0.3169 | 25.0 | 900 | 0.7714 | -0.0595 | 0.7714 | 0.8783 | | 0.3169 | 25.0556 | 902 | 0.7793 | 0.1318 | 0.7793 | 0.8828 | | 0.3169 | 25.1111 | 904 | 0.8076 | -0.0309 | 0.8076 | 0.8987 | | 0.3169 | 25.1667 | 906 | 0.8515 | -0.0408 | 0.8515 | 0.9228 | | 0.3169 | 25.2222 | 908 | 0.8786 | -0.0842 | 0.8786 | 0.9374 | | 0.3169 | 25.2778 | 910 | 0.8644 | -0.0823 | 0.8644 | 0.9298 | | 0.3169 | 25.3333 | 912 | 0.8339 | -0.0331 | 0.8339 | 0.9132 | | 0.3169 | 25.3889 | 914 | 0.8268 | 0.0828 | 0.8268 | 0.9093 | | 0.3169 | 25.4444 | 916 | 0.8252 | 0.0828 | 0.8252 | 0.9084 | | 0.3169 | 25.5 | 918 | 0.8188 | -0.0056 | 0.8188 | 0.9049 | | 0.3169 | 25.5556 | 920 | 0.8180 | 0.0783 | 0.8180 | 0.9044 | | 0.3169 | 25.6111 | 922 | 0.8382 | -0.0390 | 0.8382 | 0.9155 | | 0.3169 | 25.6667 | 924 | 0.8539 | -0.1257 | 0.8539 | 0.9241 | | 0.3169 | 25.7222 | 926 | 0.8654 | -0.1257 | 0.8654 | 0.9303 | | 0.3169 | 25.7778 | 928 | 0.8690 | -0.1257 | 0.8690 | 0.9322 | | 0.3169 | 25.8333 | 930 | 0.8279 | 0.0247 | 0.8279 | 0.9099 | | 0.3169 | 25.8889 | 932 | 0.8116 | 0.0874 | 0.8116 | 0.9009 | | 0.3169 | 25.9444 | 934 | 0.8098 | 0.1807 | 0.8098 | 0.8999 | | 0.3169 | 26.0 | 936 | 0.8137 | -0.0801 | 0.8137 | 0.9020 | | 0.3169 | 26.0556 | 938 | 0.8378 | -0.1261 | 0.8378 | 0.9153 | | 0.3169 | 26.1111 | 940 | 0.8852 | -0.0886 | 0.8852 | 0.9408 | | 0.3169 | 26.1667 | 942 | 0.8792 | -0.1665 | 0.8792 | 0.9376 | | 0.3169 | 26.2222 | 944 | 0.8431 | -0.1259 | 0.8431 | 0.9182 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu118 - Datasets 2.21.0 - Tokenizers 0.19.1