--- library_name: transformers base_model: Arthur-Tsai/ht-stmini-cls-v7_pretrain_cssl-msm-bml tags: - generated_from_trainer metrics: - accuracy model-index: - name: ht-stmini-cls-v7_ftis_pretrain-cssl-msm-bml results: [] --- # ht-stmini-cls-v7_ftis_pretrain-cssl-msm-bml This model is a fine-tuned version of [Arthur-Tsai/ht-stmini-cls-v7_pretrain_cssl-msm-bml](https://huggingface.co/Arthur-Tsai/ht-stmini-cls-v7_pretrain_cssl-msm-bml) on an unknown dataset. It achieves the following results on the evaluation set: - Loss: 15.4177 - Accuracy: 0.9424 - Macro F1: 0.8512 - Major Tenk F1: 0.8868 - Major Tenq F1: 0.8975 - Tenk 1a F1: 0.9639 - Tenq 1a F1: 0.9441 - Overall Metrics: 0.8984 ## 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: 0.0001 - train_batch_size: 8 - eval_batch_size: 4 - seed: 42 - optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments - lr_scheduler_type: linear - lr_scheduler_warmup_steps: 6733 - training_steps: 134675 ### Training results | Training Loss | Epoch | Step | Validation Loss | Accuracy | Macro F1 | Major Tenk F1 | Major Tenq F1 | Tenk 1a F1 | Tenq 1a F1 | Overall Metrics | |:-------------:|:--------:|:-----:|:---------------:|:--------:|:--------:|:-------------:|:-------------:|:----------:|:----------:|:---------------:| | No log | 0.0015 | 200 | 98.8543 | 0.0826 | 0.0345 | 0.0242 | 0.0475 | 0.0108 | 0.0379 | 0.0347 | | No log | 1.0014 | 400 | 156.1008 | 0.4966 | 0.1265 | 0.0946 | 0.1701 | 0.0090 | 0.0014 | 0.1196 | | 21.223 | 2.0013 | 600 | 164.3353 | 0.5668 | 0.1387 | 0.1071 | 0.1842 | 0.0 | 0.0 | 0.1311 | | 21.223 | 3.0012 | 800 | 126.6968 | 0.5848 | 0.1449 | 0.1106 | 0.1888 | 0.0 | 0.0 | 0.1347 | | 6.6573 | 4.0010 | 1000 | 65.7415 | 0.5982 | 0.1508 | 0.1147 | 0.1966 | 0.0 | 0.0 | 0.1401 | | 6.6573 | 5.0009 | 1200 | 34.2150 | 0.6058 | 0.1523 | 0.1147 | 0.1999 | 0.0001 | 0.0 | 0.1416 | | 6.6573 | 6.0008 | 1400 | 17.8621 | 0.6245 | 0.1558 | 0.1201 | 0.2003 | 0.0 | 0.0 | 0.1442 | | 4.8002 | 7.0007 | 1600 | 10.4422 | 0.6190 | 0.1580 | 0.1188 | 0.2053 | 0.0002 | 0.0 | 0.1459 | | 4.8002 | 8.0006 | 1800 | 7.4051 | 0.6298 | 0.1663 | 0.1222 | 0.2199 | 0.0 | 0.0 | 0.1539 | | 3.7297 | 9.0005 | 2000 | 6.0791 | 0.6429 | 0.1769 | 0.1287 | 0.2341 | 0.0001 | 0.0022 | 0.1634 | | 3.7297 | 10.0004 | 2200 | 5.7701 | 0.6475 | 0.1860 | 0.1311 | 0.2499 | 0.0007 | 0.0007 | 0.1715 | | 3.7297 | 11.0003 | 2400 | 5.5305 | 0.6603 | 0.2049 | 0.1477 | 0.2695 | 0.0034 | 0.0022 | 0.1880 | | 3.3223 | 12.0001 | 2600 | 4.8647 | 0.6661 | 0.2091 | 0.1511 | 0.2748 | 0.0015 | 0.0022 | 0.1918 | | 3.3223 | 13.0000 | 2800 | 5.0987 | 0.6837 | 0.2262 | 0.1694 | 0.2907 | 0.0405 | 0.0069 | 0.2094 | | 3.0147 | 13.0015 | 3000 | 4.6890 | 0.6943 | 0.2526 | 0.1886 | 0.3222 | 0.0017 | 0.0175 | 0.2308 | | 3.0147 | 14.0014 | 3200 | 4.1606 | 0.6874 | 0.2760 | 0.1925 | 0.3645 | 0.0216 | 0.0080 | 0.2521 | | 3.0147 | 15.0013 | 3400 | 4.6124 | 0.7008 | 0.2869 | 0.1980 | 0.3849 | 0.0520 | 0.0129 | 0.2656 | | 2.802 | 16.0012 | 3600 | 3.8690 | 0.7255 | 0.3265 | 0.2577 | 0.4030 | 0.2505 | 0.1182 | 0.3158 | | 2.802 | 17.0011 | 3800 | 4.3924 | 0.7211 | 0.3245 | 0.2540 | 0.4069 | 0.1357 | 0.0935 | 0.3089 | | 2.6189 | 18.0010 | 4000 | 4.5657 | 0.7379 | 0.3490 | 0.2678 | 0.4387 | 0.0200 | 0.0577 | 0.3218 | | 2.6189 | 19.0009 | 4200 | 4.9277 | 0.7377 | 0.3654 | 0.2831 | 0.4575 | 0.1797 | 0.1061 | 0.3476 | | 2.6189 | 20.0007 | 4400 | 4.2529 | 0.7619 | 0.3918 | 0.3283 | 0.4719 | 0.5276 | 0.0710 | 0.3900 | | 2.4738 | 21.0006 | 4600 | 4.3990 | 0.7603 | 0.4064 | 0.3310 | 0.4944 | 0.0957 | 0.1052 | 0.3815 | | 2.4738 | 22.0005 | 4800 | 4.4628 | 0.7727 | 0.4507 | 0.3762 | 0.5411 | 0.2965 | 0.3861 | 0.4469 | | 2.2662 | 23.0004 | 5000 | 5.1999 | 0.7670 | 0.4313 | 0.3614 | 0.5161 | 0.1547 | 0.1117 | 0.4082 | | 2.2662 | 24.0003 | 5200 | 5.0715 | 0.7810 | 0.4777 | 0.4000 | 0.5734 | 0.2079 | 0.3981 | 0.4683 | | 2.2662 | 25.0002 | 5400 | 5.0341 | 0.7827 | 0.4793 | 0.3970 | 0.5795 | 0.4447 | 0.4145 | 0.4824 | | 2.1395 | 26.0001 | 5600 | 4.9607 | 0.7780 | 0.4842 | 0.4089 | 0.5756 | 0.2635 | 0.3374 | 0.4731 | | 2.1395 | 26.0016 | 5800 | 6.5028 | 0.7960 | 0.5004 | 0.4480 | 0.5751 | 0.5089 | 0.5244 | 0.5120 | | 2.0336 | 27.0014 | 6000 | 5.9345 | 0.7997 | 0.5134 | 0.4532 | 0.5935 | 0.4973 | 0.4398 | 0.5179 | | 2.0336 | 28.0013 | 6200 | 6.2391 | 0.7939 | 0.5317 | 0.4667 | 0.6197 | 0.5285 | 0.5893 | 0.5447 | | 2.0336 | 29.0012 | 6400 | 7.7404 | 0.8034 | 0.5378 | 0.4689 | 0.6295 | 0.3249 | 0.6838 | 0.5447 | | 1.9037 | 30.0011 | 6600 | 7.3353 | 0.8044 | 0.5415 | 0.4961 | 0.6113 | 0.4394 | 0.4429 | 0.5425 | | 1.9037 | 31.0010 | 6800 | 8.7288 | 0.8083 | 0.5468 | 0.4933 | 0.6248 | 0.4889 | 0.6209 | 0.5586 | | 1.7774 | 32.0009 | 7000 | 8.0457 | 0.8130 | 0.5578 | 0.5287 | 0.6137 | 0.7013 | 0.7611 | 0.5872 | | 1.7774 | 33.0008 | 7200 | 9.3442 | 0.8371 | 0.5920 | 0.5432 | 0.6688 | 0.6417 | 0.7902 | 0.6170 | | 1.7774 | 34.0007 | 7400 | 7.9599 | 0.8357 | 0.5979 | 0.5619 | 0.6621 | 0.7714 | 0.7375 | 0.6262 | | 1.6652 | 35.0006 | 7600 | 10.5626 | 0.8236 | 0.5752 | 0.5357 | 0.6393 | 0.3754 | 0.7090 | 0.5830 | | 1.6652 | 36.0004 | 7800 | 11.3031 | 0.8359 | 0.6160 | 0.5824 | 0.6806 | 0.7641 | 0.8415 | 0.6486 | | 1.5682 | 37.0003 | 8000 | 13.7041 | 0.8373 | 0.6252 | 0.6075 | 0.6758 | 0.7046 | 0.8377 | 0.6546 | | 1.5682 | 38.0002 | 8200 | 11.8413 | 0.8471 | 0.6261 | 0.5888 | 0.6951 | 0.5980 | 0.8557 | 0.6505 | | 1.5682 | 39.0001 | 8400 | 10.7292 | 0.8559 | 0.6341 | 0.6052 | 0.6975 | 0.7980 | 0.8731 | 0.6698 | | 1.4631 | 39.0016 | 8600 | 13.7524 | 0.8554 | 0.6416 | 0.6340 | 0.6814 | 0.7928 | 0.8147 | 0.6723 | | 1.4631 | 40.0015 | 8800 | 11.8659 | 0.8515 | 0.6394 | 0.6079 | 0.7029 | 0.7867 | 0.8546 | 0.6719 | | 1.3952 | 41.0014 | 9000 | 14.4078 | 0.8574 | 0.6471 | 0.6324 | 0.6954 | 0.8444 | 0.8649 | 0.6829 | | 1.3952 | 42.0013 | 9200 | 12.3857 | 0.8567 | 0.6410 | 0.6204 | 0.6951 | 0.8401 | 0.8560 | 0.6768 | | 1.3952 | 43.0012 | 9400 | 14.5974 | 0.8623 | 0.6639 | 0.6554 | 0.7079 | 0.8573 | 0.8719 | 0.6999 | | 1.3139 | 44.0010 | 9600 | 15.0516 | 0.8621 | 0.6620 | 0.6491 | 0.7089 | 0.7966 | 0.8519 | 0.6935 | | 1.3139 | 45.0009 | 9800 | 14.8684 | 0.8620 | 0.6646 | 0.6577 | 0.7080 | 0.8066 | 0.8795 | 0.6989 | | 1.2421 | 46.0008 | 10000 | 17.5612 | 0.8643 | 0.6713 | 0.6708 | 0.7073 | 0.8560 | 0.8707 | 0.7065 | | 1.2421 | 47.0007 | 10200 | 20.0165 | 0.8689 | 0.6800 | 0.6740 | 0.7233 | 0.8415 | 0.8481 | 0.7133 | | 1.2421 | 48.0006 | 10400 | 17.8629 | 0.8700 | 0.6865 | 0.6910 | 0.7189 | 0.8428 | 0.8977 | 0.7215 | | 1.1963 | 49.0005 | 10600 | 15.7386 | 0.8730 | 0.6925 | 0.6928 | 0.7297 | 0.8304 | 0.9165 | 0.7275 | | 1.1963 | 50.0004 | 10800 | 15.1613 | 0.8719 | 0.6948 | 0.6944 | 0.7341 | 0.8701 | 0.9051 | 0.7316 | | 1.1307 | 51.0003 | 11000 | 18.0694 | 0.8782 | 0.6956 | 0.6968 | 0.7326 | 0.8583 | 0.9013 | 0.7312 | | 1.1307 | 52.0001 | 11200 | 16.4570 | 0.8809 | 0.7053 | 0.7104 | 0.7389 | 0.8907 | 0.8998 | 0.7417 | | 1.1307 | 53.0000 | 11400 | 15.2739 | 0.8877 | 0.7111 | 0.7219 | 0.7382 | 0.8771 | 0.8826 | 0.7451 | | 1.0943 | 53.0015 | 11600 | 15.6704 | 0.8772 | 0.7110 | 0.7202 | 0.7395 | 0.8837 | 0.9030 | 0.7462 | | 1.0943 | 54.0014 | 11800 | 15.8319 | 0.8852 | 0.7181 | 0.7273 | 0.7480 | 0.9007 | 0.8930 | 0.7536 | | 1.051 | 55.0013 | 12000 | 14.8354 | 0.8770 | 0.7122 | 0.7181 | 0.7458 | 0.8783 | 0.8999 | 0.7476 | | 1.051 | 56.0012 | 12200 | 15.6926 | 0.8881 | 0.7217 | 0.7374 | 0.7453 | 0.9031 | 0.9008 | 0.7574 | | 1.051 | 57.0011 | 12400 | 13.0387 | 0.8912 | 0.7293 | 0.7353 | 0.7618 | 0.8993 | 0.9183 | 0.7646 | | 1.0143 | 58.0010 | 12600 | 16.5332 | 0.8915 | 0.7305 | 0.7445 | 0.7556 | 0.8954 | 0.9163 | 0.7656 | | 1.0143 | 59.0009 | 12800 | 15.6018 | 0.8915 | 0.7246 | 0.7280 | 0.7616 | 0.8656 | 0.9278 | 0.7600 | | 0.9779 | 60.0007 | 13000 | 14.9190 | 0.8912 | 0.7287 | 0.7404 | 0.7561 | 0.9071 | 0.9009 | 0.7639 | | 0.9779 | 61.0006 | 13200 | 15.5546 | 0.8991 | 0.7369 | 0.7477 | 0.7657 | 0.8873 | 0.9109 | 0.7709 | | 0.9779 | 62.0005 | 13400 | 14.1808 | 0.8931 | 0.7370 | 0.7452 | 0.7694 | 0.9063 | 0.9254 | 0.7731 | | 0.9523 | 63.0004 | 13600 | 14.2526 | 0.8968 | 0.7404 | 0.7525 | 0.7684 | 0.9149 | 0.9341 | 0.7769 | | 0.9523 | 64.0003 | 13800 | 14.5576 | 0.8968 | 0.7405 | 0.7509 | 0.7701 | 0.8714 | 0.9267 | 0.7744 | | 0.9262 | 65.0002 | 14000 | 13.6072 | 0.9012 | 0.7488 | 0.7586 | 0.7789 | 0.9050 | 0.9313 | 0.7837 | | 0.9262 | 66.0001 | 14200 | 12.6465 | 0.9025 | 0.7521 | 0.7683 | 0.7761 | 0.8988 | 0.9239 | 0.7861 | | 0.9262 | 66.0016 | 14400 | 13.6785 | 0.9048 | 0.7501 | 0.7659 | 0.7739 | 0.8972 | 0.9188 | 0.7837 | | 0.8958 | 67.0014 | 14600 | 13.7453 | 0.8990 | 0.7446 | 0.7507 | 0.7778 | 0.8229 | 0.9295 | 0.7754 | | 0.8958 | 68.0013 | 14800 | 15.0024 | 0.9031 | 0.7379 | 0.7756 | 0.7738 | 0.9121 | 0.8943 | 0.7876 | | 0.8766 | 69.0012 | 15000 | 12.4949 | 0.9051 | 0.7557 | 0.7742 | 0.7789 | 0.8754 | 0.9296 | 0.7891 | | 0.8766 | 70.0011 | 15200 | 11.8015 | 0.9098 | 0.7469 | 0.7753 | 0.7904 | 0.9038 | 0.9340 | 0.7964 | | 0.8766 | 71.0010 | 15400 | 12.0272 | 0.9033 | 0.7432 | 0.7685 | 0.7893 | 0.8516 | 0.9131 | 0.7892 | | 0.8591 | 72.0009 | 15600 | 12.8514 | 0.9109 | 0.7691 | 0.7852 | 0.7949 | 0.8978 | 0.9352 | 0.8027 | | 0.8591 | 73.0008 | 15800 | 12.4883 | 0.9114 | 0.7726 | 0.7945 | 0.7937 | 0.9079 | 0.9047 | 0.8053 | | 0.8383 | 74.0007 | 16000 | 11.9745 | 0.9122 | 0.7743 | 0.7965 | 0.7945 | 0.8922 | 0.9315 | 0.8071 | | 0.8383 | 75.0006 | 16200 | 12.0919 | 0.9098 | 0.7696 | 0.7905 | 0.7909 | 0.9311 | 0.9176 | 0.8041 | | 0.8383 | 76.0004 | 16400 | 11.2795 | 0.9015 | 0.7439 | 0.7677 | 0.7927 | 0.8743 | 0.9308 | 0.7925 | | 0.8223 | 77.0003 | 16600 | 13.0235 | 0.9091 | 0.7582 | 0.7910 | 0.8021 | 0.9255 | 0.9413 | 0.8102 | | 0.8223 | 78.0002 | 16800 | 13.2692 | 0.9134 | 0.7765 | 0.7993 | 0.7958 | 0.9033 | 0.9255 | 0.8093 | | 0.8064 | 79.0001 | 17000 | 12.2316 | 0.9117 | 0.7800 | 0.7963 | 0.8067 | 0.9271 | 0.9240 | 0.8139 | | 0.8064 | 79.0016 | 17200 | 10.7561 | 0.9126 | 0.7652 | 0.7923 | 0.8124 | 0.9131 | 0.9341 | 0.8145 | | 0.8064 | 80.0015 | 17400 | 11.6510 | 0.9157 | 0.7666 | 0.8067 | 0.8023 | 0.9440 | 0.9182 | 0.8172 | | 0.7917 | 81.0014 | 17600 | 10.4336 | 0.9168 | 0.7865 | 0.8064 | 0.8083 | 0.9346 | 0.9307 | 0.8199 | | 0.7917 | 82.0013 | 17800 | 10.4556 | 0.9169 | 0.7692 | 0.8056 | 0.8089 | 0.9166 | 0.9326 | 0.8190 | | 0.7759 | 83.0012 | 18000 | 12.0261 | 0.9159 | 0.7728 | 0.8073 | 0.8138 | 0.9186 | 0.9291 | 0.8219 | | 0.7759 | 84.0010 | 18200 | 11.5018 | 0.9152 | 0.7730 | 0.8058 | 0.8163 | 0.9383 | 0.9339 | 0.8235 | | 0.7759 | 85.0009 | 18400 | 12.3388 | 0.9183 | 0.7754 | 0.8093 | 0.8189 | 0.9482 | 0.9409 | 0.8271 | | 0.765 | 86.0008 | 18600 | 12.1183 | 0.9171 | 0.7908 | 0.8125 | 0.8122 | 0.9386 | 0.9383 | 0.8250 | | 0.765 | 87.0007 | 18800 | 11.1075 | 0.9202 | 0.7909 | 0.8005 | 0.8230 | 0.9205 | 0.9407 | 0.8237 | | 0.7601 | 88.0006 | 19000 | 10.2597 | 0.9197 | 0.7777 | 0.8128 | 0.8192 | 0.9296 | 0.9296 | 0.8274 | | 0.7601 | 89.0005 | 19200 | 11.0202 | 0.9206 | 0.7813 | 0.8198 | 0.8196 | 0.9203 | 0.9286 | 0.8302 | | 0.7601 | 90.0004 | 19400 | 10.0264 | 0.9224 | 0.7812 | 0.8199 | 0.8189 | 0.9262 | 0.9238 | 0.8300 | | 0.7381 | 91.0003 | 19600 | 10.4041 | 0.9223 | 0.7806 | 0.8204 | 0.8183 | 0.9491 | 0.9077 | 0.8302 | | 0.7381 | 92.0001 | 19800 | 10.7385 | 0.9215 | 0.7991 | 0.8183 | 0.8227 | 0.9024 | 0.9400 | 0.8306 | | 0.7374 | 93.0000 | 20000 | 12.3211 | 0.9235 | 0.8057 | 0.8256 | 0.8288 | 0.9311 | 0.9280 | 0.8374 | | 0.7374 | 93.0015 | 20200 | 10.4158 | 0.9226 | 0.7984 | 0.8197 | 0.8195 | 0.9336 | 0.9042 | 0.8295 | | 0.7374 | 94.0014 | 20400 | 9.9480 | 0.9245 | 0.7903 | 0.8259 | 0.8312 | 0.9162 | 0.9324 | 0.8381 | | 0.7293 | 95.0013 | 20600 | 10.0487 | 0.9274 | 0.8100 | 0.8289 | 0.8343 | 0.9405 | 0.9399 | 0.8425 | | 0.7293 | 96.0012 | 20800 | 11.7585 | 0.9216 | 0.7898 | 0.8273 | 0.8296 | 0.9300 | 0.9327 | 0.8388 | | 0.7148 | 97.0011 | 21000 | 11.0156 | 0.9267 | 0.7919 | 0.8268 | 0.8345 | 0.9463 | 0.9374 | 0.8418 | | 0.7148 | 98.0010 | 21200 | 10.5536 | 0.9223 | 0.8080 | 0.8254 | 0.8335 | 0.9286 | 0.9299 | 0.8394 | | 0.7148 | 99.0009 | 21400 | 11.5453 | 0.9265 | 0.8103 | 0.8317 | 0.8320 | 0.9321 | 0.9343 | 0.8420 | | 0.7133 | 100.0007 | 21600 | 10.9283 | 0.9221 | 0.8091 | 0.8299 | 0.8321 | 0.9364 | 0.9197 | 0.8407 | | 0.7133 | 101.0006 | 21800 | 10.9586 | 0.9250 | 0.8120 | 0.8295 | 0.8377 | 0.9164 | 0.9370 | 0.8429 | | 0.7043 | 102.0005 | 22000 | 12.1190 | 0.9277 | 0.7996 | 0.8371 | 0.8413 | 0.9561 | 0.9427 | 0.8502 | | 0.7043 | 103.0004 | 22200 | 11.2393 | 0.9274 | 0.8147 | 0.8347 | 0.8386 | 0.9494 | 0.9422 | 0.8476 | | 0.7043 | 104.0003 | 22400 | 11.5859 | 0.9246 | 0.7921 | 0.8263 | 0.8350 | 0.8817 | 0.9199 | 0.8377 | | 0.6955 | 105.0002 | 22600 | 10.9357 | 0.9269 | 0.8106 | 0.8284 | 0.8357 | 0.9428 | 0.9408 | 0.8430 | | 0.6955 | 106.0001 | 22800 | 13.0570 | 0.9265 | 0.8157 | 0.8353 | 0.8398 | 0.9495 | 0.9403 | 0.8483 | | 0.693 | 106.0016 | 23000 | 12.0960 | 0.9274 | 0.8166 | 0.8395 | 0.8380 | 0.9496 | 0.9373 | 0.8492 | | 0.693 | 107.0014 | 23200 | 11.9468 | 0.9280 | 0.8182 | 0.8426 | 0.8376 | 0.9472 | 0.9328 | 0.8501 | | 0.693 | 108.0013 | 23400 | 12.1379 | 0.9272 | 0.7989 | 0.8437 | 0.8339 | 0.9389 | 0.9368 | 0.8487 | | 0.6839 | 109.0012 | 23600 | 12.7467 | 0.9253 | 0.8140 | 0.8421 | 0.8302 | 0.9410 | 0.8978 | 0.8445 | | 0.6839 | 110.0011 | 23800 | 12.2745 | 0.9309 | 0.8065 | 0.8447 | 0.8475 | 0.9385 | 0.9387 | 0.8554 | | 0.6788 | 111.0010 | 24000 | 13.0481 | 0.9301 | 0.8067 | 0.8425 | 0.8498 | 0.9492 | 0.9435 | 0.8562 | | 0.6788 | 112.0009 | 24200 | 12.1131 | 0.9277 | 0.8157 | 0.8357 | 0.8387 | 0.9349 | 0.9369 | 0.8471 | | 0.6788 | 113.0008 | 24400 | 11.8052 | 0.9307 | 0.8050 | 0.8393 | 0.8482 | 0.9499 | 0.9260 | 0.8532 | | 0.6715 | 114.0007 | 24600 | 11.0203 | 0.9309 | 0.8244 | 0.8464 | 0.8460 | 0.9491 | 0.9427 | 0.8561 | | 0.6715 | 115.0006 | 24800 | 12.1089 | 0.9274 | 0.7992 | 0.8344 | 0.8434 | 0.9413 | 0.9421 | 0.8492 | | 0.6687 | 116.0004 | 25000 | 11.1461 | 0.9287 | 0.8039 | 0.8397 | 0.8456 | 0.9444 | 0.9344 | 0.8524 | | 0.6687 | 117.0003 | 25200 | 11.2054 | 0.9295 | 0.8029 | 0.8447 | 0.8392 | 0.9155 | 0.9405 | 0.8506 | | 0.6687 | 118.0002 | 25400 | 11.3239 | 0.9236 | 0.8010 | 0.8391 | 0.8412 | 0.9244 | 0.9196 | 0.8483 | | 0.6642 | 119.0001 | 25600 | 12.6006 | 0.9242 | 0.8162 | 0.8355 | 0.8406 | 0.8683 | 0.8881 | 0.8421 | | 0.6642 | 119.0016 | 25800 | 12.5452 | 0.9289 | 0.8251 | 0.8478 | 0.8466 | 0.9439 | 0.9451 | 0.8569 | | 0.6594 | 120.0015 | 26000 | 11.8476 | 0.9302 | 0.8219 | 0.8503 | 0.8380 | 0.9384 | 0.9221 | 0.8528 | | 0.6594 | 121.0014 | 26200 | 11.8343 | 0.9326 | 0.8244 | 0.8438 | 0.8495 | 0.9598 | 0.9386 | 0.8569 | | 0.6594 | 122.0013 | 26400 | 11.3041 | 0.9329 | 0.8251 | 0.8486 | 0.8452 | 0.9321 | 0.9328 | 0.8555 | | 0.6535 | 123.0012 | 26600 | 12.2041 | 0.9276 | 0.8289 | 0.8474 | 0.8564 | 0.9483 | 0.9389 | 0.8610 | | 0.6535 | 124.0010 | 26800 | 12.6323 | 0.9334 | 0.8100 | 0.8452 | 0.8533 | 0.9561 | 0.9420 | 0.8593 | | 0.6511 | 125.0009 | 27000 | 10.6816 | 0.9330 | 0.8296 | 0.8523 | 0.8512 | 0.9472 | 0.9269 | 0.8603 | | 0.6511 | 126.0008 | 27200 | 13.0188 | 0.9322 | 0.8139 | 0.8585 | 0.8496 | 0.9578 | 0.9411 | 0.8636 | | 0.6511 | 127.0007 | 27400 | 11.6593 | 0.9261 | 0.8070 | 0.8449 | 0.8476 | 0.8917 | 0.8947 | 0.8510 | | 0.6442 | 128.0006 | 27600 | 12.3439 | 0.9324 | 0.8295 | 0.8534 | 0.8494 | 0.9577 | 0.9319 | 0.8608 | | 0.6442 | 129.0005 | 27800 | 12.6812 | 0.9312 | 0.8073 | 0.8512 | 0.8436 | 0.9392 | 0.9208 | 0.8557 | | 0.6436 | 130.0004 | 28000 | 11.8497 | 0.9316 | 0.8288 | 0.8494 | 0.8516 | 0.9176 | 0.9335 | 0.8580 | | 0.6436 | 131.0003 | 28200 | 13.1726 | 0.9301 | 0.8312 | 0.8520 | 0.8546 | 0.9307 | 0.9413 | 0.8616 | | 0.6436 | 132.0001 | 28400 | 12.2250 | 0.9342 | 0.8138 | 0.8534 | 0.8534 | 0.9420 | 0.9495 | 0.8626 | | 0.6373 | 133.0000 | 28600 | 13.2485 | 0.9330 | 0.8166 | 0.8591 | 0.8568 | 0.9645 | 0.9402 | 0.8674 | | 0.6373 | 133.0015 | 28800 | 12.4102 | 0.9284 | 0.8123 | 0.8508 | 0.8530 | 0.9637 | 0.9424 | 0.8620 | | 0.6351 | 134.0014 | 29000 | 14.1119 | 0.9289 | 0.8294 | 0.8495 | 0.8552 | 0.9399 | 0.9249 | 0.8604 | | 0.6351 | 135.0013 | 29200 | 12.9956 | 0.9339 | 0.8181 | 0.8595 | 0.8566 | 0.9610 | 0.9418 | 0.8674 | | 0.6351 | 136.0012 | 29400 | 14.2344 | 0.9334 | 0.8333 | 0.8519 | 0.8596 | 0.9294 | 0.9339 | 0.8633 | | 0.631 | 137.0011 | 29600 | 12.7930 | 0.9327 | 0.8307 | 0.8495 | 0.8556 | 0.9540 | 0.9443 | 0.8622 | | 0.631 | 138.0010 | 29800 | 12.9607 | 0.9328 | 0.8337 | 0.8527 | 0.8592 | 0.9477 | 0.9397 | 0.8648 | | 0.6274 | 139.0009 | 30000 | 12.3213 | 0.9316 | 0.8380 | 0.8640 | 0.8563 | 0.9579 | 0.9401 | 0.8690 | | 0.6274 | 140.0007 | 30200 | 14.9018 | 0.9307 | 0.8349 | 0.8528 | 0.8616 | 0.9352 | 0.9357 | 0.8650 | | 0.6274 | 141.0006 | 30400 | 13.7838 | 0.9339 | 0.8376 | 0.8545 | 0.8644 | 0.9152 | 0.9275 | 0.8657 | | 0.6223 | 142.0005 | 30600 | 13.4019 | 0.9319 | 0.8344 | 0.8583 | 0.8550 | 0.9178 | 0.9172 | 0.8627 | | 0.6223 | 143.0004 | 30800 | 12.6207 | 0.9343 | 0.8374 | 0.8587 | 0.8607 | 0.9349 | 0.9446 | 0.8677 | | 0.6201 | 144.0003 | 31000 | 13.3070 | 0.9358 | 0.8227 | 0.8646 | 0.8618 | 0.9508 | 0.9367 | 0.8712 | | 0.6201 | 145.0002 | 31200 | 12.5412 | 0.9312 | 0.8379 | 0.8564 | 0.8624 | 0.9520 | 0.9349 | 0.8678 | | 0.6201 | 146.0001 | 31400 | 13.5037 | 0.9359 | 0.8399 | 0.8615 | 0.8637 | 0.9503 | 0.9482 | 0.8713 | | 0.6189 | 146.0016 | 31600 | 13.7962 | 0.9354 | 0.8407 | 0.8624 | 0.8637 | 0.9338 | 0.9318 | 0.8700 | | 0.6189 | 147.0014 | 31800 | 12.0749 | 0.9343 | 0.8374 | 0.8565 | 0.8623 | 0.9625 | 0.9431 | 0.8688 | | 0.6136 | 148.0013 | 32000 | 13.7197 | 0.9335 | 0.8428 | 0.8653 | 0.8659 | 0.9578 | 0.9374 | 0.8738 | | 0.6136 | 149.0012 | 32200 | 12.8682 | 0.9341 | 0.8225 | 0.8603 | 0.8652 | 0.9494 | 0.9435 | 0.8711 | | 0.6136 | 150.0011 | 32400 | 14.0758 | 0.9339 | 0.8198 | 0.8623 | 0.8577 | 0.9618 | 0.9134 | 0.8678 | | 0.613 | 151.0010 | 32600 | 13.0361 | 0.9353 | 0.8431 | 0.8619 | 0.8694 | 0.9528 | 0.9481 | 0.8741 | | 0.613 | 152.0009 | 32800 | 13.2350 | 0.9343 | 0.8270 | 0.8653 | 0.8702 | 0.9548 | 0.9403 | 0.8757 | | 0.6065 | 153.0008 | 33000 | 11.9984 | 0.9341 | 0.8354 | 0.8539 | 0.8612 | 0.9256 | 0.9335 | 0.8647 | | 0.6065 | 154.0007 | 33200 | 13.7186 | 0.9352 | 0.8424 | 0.8672 | 0.8624 | 0.9530 | 0.9291 | 0.8724 | | 0.6065 | 155.0006 | 33400 | 14.9427 | 0.9361 | 0.8445 | 0.8684 | 0.8658 | 0.9515 | 0.9465 | 0.8753 | | 0.6049 | 156.0004 | 33600 | 13.1731 | 0.9330 | 0.8221 | 0.8610 | 0.8642 | 0.9691 | 0.9421 | 0.8719 | | 0.6049 | 157.0003 | 33800 | 13.0503 | 0.9264 | 0.8401 | 0.8656 | 0.8598 | 0.9592 | 0.9321 | 0.8710 | | 0.6051 | 158.0002 | 34000 | 14.6042 | 0.9345 | 0.8439 | 0.8656 | 0.8677 | 0.9599 | 0.9468 | 0.8753 | | 0.6051 | 159.0001 | 34200 | 15.8414 | 0.9360 | 0.8431 | 0.8598 | 0.8704 | 0.9368 | 0.9414 | 0.8725 | | 0.6051 | 159.0016 | 34400 | 13.7509 | 0.9375 | 0.8447 | 0.8663 | 0.8681 | 0.9603 | 0.9397 | 0.8755 | | 0.5999 | 160.0015 | 34600 | 12.7320 | 0.9348 | 0.8274 | 0.8690 | 0.8673 | 0.9685 | 0.9490 | 0.8772 | | 0.5999 | 161.0014 | 34800 | 13.7797 | 0.9387 | 0.8315 | 0.8692 | 0.8746 | 0.9535 | 0.9484 | 0.8798 | | 0.6002 | 162.0013 | 35000 | 12.7456 | 0.9351 | 0.8439 | 0.8630 | 0.8697 | 0.9686 | 0.9396 | 0.8751 | | 0.6002 | 163.0012 | 35200 | 13.8103 | 0.9360 | 0.8424 | 0.8666 | 0.8635 | 0.9526 | 0.9362 | 0.8729 | | 0.6002 | 164.0010 | 35400 | 12.0593 | 0.9384 | 0.8454 | 0.8664 | 0.8693 | 0.9564 | 0.9354 | 0.8757 | | 0.5996 | 165.0009 | 35600 | 12.3738 | 0.9361 | 0.8469 | 0.8678 | 0.8715 | 0.9617 | 0.9492 | 0.8783 | | 0.5996 | 166.0008 | 35800 | 12.4913 | 0.9368 | 0.8478 | 0.8703 | 0.8700 | 0.9444 | 0.9483 | 0.8778 | | 0.5961 | 167.0007 | 36000 | 13.6948 | 0.9379 | 0.8447 | 0.8663 | 0.8680 | 0.9433 | 0.9311 | 0.8742 | | 0.5961 | 168.0006 | 36200 | 14.0366 | 0.9380 | 0.8421 | 0.8654 | 0.8633 | 0.9557 | 0.9193 | 0.8717 | | 0.5961 | 169.0005 | 36400 | 11.9915 | 0.9364 | 0.8474 | 0.8678 | 0.8731 | 0.9434 | 0.9281 | 0.8770 | | 0.5878 | 170.0004 | 36600 | 13.0119 | 0.9374 | 0.8470 | 0.8683 | 0.8708 | 0.9469 | 0.9410 | 0.8770 | | 0.5878 | 171.0003 | 36800 | 13.1172 | 0.9371 | 0.8460 | 0.8693 | 0.8683 | 0.9471 | 0.9377 | 0.8761 | | 0.5878 | 172.0001 | 37000 | 14.3650 | 0.9378 | 0.8473 | 0.8698 | 0.8701 | 0.9411 | 0.9339 | 0.8767 | | 0.5878 | 173.0000 | 37200 | 14.2376 | 0.9367 | 0.8325 | 0.8716 | 0.8750 | 0.9660 | 0.9454 | 0.8815 | | 0.5878 | 173.0015 | 37400 | 12.7710 | 0.9383 | 0.8472 | 0.8644 | 0.8748 | 0.9554 | 0.9437 | 0.8776 | | 0.5901 | 174.0014 | 37600 | 13.5387 | 0.9362 | 0.8457 | 0.8649 | 0.8712 | 0.9236 | 0.9377 | 0.8743 | | 0.5901 | 175.0013 | 37800 | 14.3773 | 0.9361 | 0.8479 | 0.8723 | 0.8687 | 0.9392 | 0.9250 | 0.8767 | | 0.5841 | 176.0012 | 38000 | 13.6360 | 0.9357 | 0.8492 | 0.8700 | 0.8738 | 0.9573 | 0.9173 | 0.8784 | | 0.5841 | 177.0011 | 38200 | 12.7809 | 0.9354 | 0.8364 | 0.8771 | 0.8779 | 0.9612 | 0.9387 | 0.8847 | | 0.5841 | 178.0010 | 38400 | 11.4891 | 0.9381 | 0.8518 | 0.8747 | 0.8738 | 0.9515 | 0.9213 | 0.8805 | | 0.5895 | 179.0009 | 38600 | 14.0455 | 0.9388 | 0.8321 | 0.8741 | 0.8711 | 0.9684 | 0.9366 | 0.8806 | | 0.5895 | 180.0007 | 38800 | 14.2790 | 0.9386 | 0.8502 | 0.8737 | 0.8714 | 0.9529 | 0.9305 | 0.8794 | | 0.5789 | 181.0006 | 39000 | 13.7355 | 0.9369 | 0.8492 | 0.8749 | 0.8687 | 0.9675 | 0.9287 | 0.8794 | | 0.5789 | 182.0005 | 39200 | 15.3478 | 0.9383 | 0.8522 | 0.8730 | 0.8766 | 0.9524 | 0.9437 | 0.8821 | | 0.5789 | 183.0004 | 39400 | 13.9324 | 0.9353 | 0.8280 | 0.8684 | 0.8692 | 0.9538 | 0.9240 | 0.8758 | | 0.5852 | 184.0003 | 39600 | 13.5024 | 0.9397 | 0.8529 | 0.8737 | 0.8767 | 0.9557 | 0.9228 | 0.8816 | | 0.5852 | 185.0002 | 39800 | 15.2910 | 0.9393 | 0.8554 | 0.8747 | 0.8821 | 0.9544 | 0.9433 | 0.8855 | | 0.5764 | 186.0001 | 40000 | 15.2664 | 0.9374 | 0.8458 | 0.8633 | 0.8720 | 0.9450 | 0.9107 | 0.8737 | | 0.5764 | 186.0016 | 40200 | 15.7443 | 0.9398 | 0.8303 | 0.8714 | 0.8701 | 0.9635 | 0.9337 | 0.8785 | | 0.5764 | 187.0014 | 40400 | 14.7820 | 0.9397 | 0.8552 | 0.8791 | 0.8774 | 0.9656 | 0.9325 | 0.8853 | | 0.5731 | 188.0013 | 40600 | 14.1567 | 0.9368 | 0.8510 | 0.8755 | 0.8718 | 0.9634 | 0.9191 | 0.8804 | | 0.5731 | 189.0012 | 40800 | 13.6885 | 0.9378 | 0.8348 | 0.8724 | 0.8778 | 0.9747 | 0.9389 | 0.8833 | | 0.5704 | 190.0011 | 41000 | 14.0497 | 0.9381 | 0.8314 | 0.8701 | 0.8736 | 0.9483 | 0.9167 | 0.8779 | | 0.5704 | 191.0010 | 41200 | 14.6392 | 0.9399 | 0.8374 | 0.8764 | 0.8805 | 0.9645 | 0.9358 | 0.8856 | | 0.5704 | 192.0009 | 41400 | 14.5978 | 0.9391 | 0.8376 | 0.8744 | 0.8821 | 0.9627 | 0.9423 | 0.8857 | | 0.5727 | 193.0008 | 41600 | 13.3429 | 0.9402 | 0.8582 | 0.8839 | 0.8779 | 0.9660 | 0.9341 | 0.8878 | | 0.5727 | 194.0007 | 41800 | 13.8825 | 0.9369 | 0.8507 | 0.8689 | 0.8776 | 0.9374 | 0.9410 | 0.8799 | | 0.5744 | 195.0006 | 42000 | 14.1746 | 0.9387 | 0.8542 | 0.8728 | 0.8805 | 0.9440 | 0.9395 | 0.8832 | | 0.5744 | 196.0004 | 42200 | 12.5965 | 0.9392 | 0.8522 | 0.8733 | 0.8754 | 0.9402 | 0.9343 | 0.8807 | | 0.5744 | 197.0003 | 42400 | 15.1183 | 0.9374 | 0.8527 | 0.8724 | 0.8778 | 0.9701 | 0.9440 | 0.8833 | | 0.5662 | 198.0002 | 42600 | 13.4404 | 0.9374 | 0.8536 | 0.8703 | 0.8817 | 0.9438 | 0.9392 | 0.8825 | | 0.5662 | 199.0001 | 42800 | 14.0375 | 0.9413 | 0.8368 | 0.8739 | 0.8808 | 0.9683 | 0.9394 | 0.8850 | | 0.5647 | 199.0016 | 43000 | 14.5998 | 0.9400 | 0.8573 | 0.8711 | 0.8878 | 0.9504 | 0.9426 | 0.8862 | | 0.5647 | 200.0015 | 43200 | 14.4589 | 0.9388 | 0.8564 | 0.8750 | 0.8830 | 0.9608 | 0.9273 | 0.8855 | | 0.5647 | 201.0014 | 43400 | 15.0926 | 0.9390 | 0.8558 | 0.8779 | 0.8788 | 0.9432 | 0.9211 | 0.8838 | | 0.5669 | 202.0013 | 43600 | 14.1596 | 0.9407 | 0.8543 | 0.8788 | 0.8747 | 0.9385 | 0.9367 | 0.8828 | | 0.5669 | 203.0012 | 43800 | 13.8302 | 0.9379 | 0.8609 | 0.8791 | 0.8874 | 0.9688 | 0.9451 | 0.8906 | | 0.5598 | 204.0010 | 44000 | 15.1011 | 0.9389 | 0.8567 | 0.8721 | 0.8864 | 0.9271 | 0.9409 | 0.8847 | | 0.5598 | 205.0009 | 44200 | 14.5705 | 0.9411 | 0.8588 | 0.8796 | 0.8831 | 0.9492 | 0.9340 | 0.8874 | | 0.5598 | 206.0008 | 44400 | 15.3874 | 0.9426 | 0.8606 | 0.8818 | 0.8848 | 0.9629 | 0.9418 | 0.8902 | | 0.5617 | 207.0007 | 44600 | 13.1310 | 0.9411 | 0.8584 | 0.8796 | 0.8829 | 0.9616 | 0.9472 | 0.8886 | | 0.5617 | 208.0006 | 44800 | 13.5041 | 0.9407 | 0.8420 | 0.8779 | 0.8878 | 0.9456 | 0.9428 | 0.8890 | | 0.5559 | 209.0005 | 45000 | 15.7746 | 0.9354 | 0.8498 | 0.8692 | 0.8746 | 0.9019 | 0.9036 | 0.8750 | | 0.5559 | 210.0004 | 45200 | 14.4073 | 0.9403 | 0.8597 | 0.8762 | 0.8882 | 0.9736 | 0.9371 | 0.8895 | | 0.5559 | 211.0003 | 45400 | 15.2170 | 0.9273 | 0.8439 | 0.8463 | 0.8855 | 0.9462 | 0.9428 | 0.8737 | | 0.5616 | 212.0001 | 45600 | 14.4610 | 0.9399 | 0.8602 | 0.8803 | 0.8851 | 0.9596 | 0.9340 | 0.8891 | | 0.5616 | 213.0000 | 45800 | 13.8966 | 0.9419 | 0.8593 | 0.8691 | 0.8946 | 0.9613 | 0.9469 | 0.8890 | | 0.5552 | 213.0015 | 46000 | 14.9242 | 0.9411 | 0.8641 | 0.8811 | 0.8928 | 0.9617 | 0.9408 | 0.8934 | | 0.5552 | 214.0014 | 46200 | 13.7563 | 0.9405 | 0.8605 | 0.8759 | 0.8898 | 0.9290 | 0.9435 | 0.8882 | | 0.5552 | 215.0013 | 46400 | 14.7661 | 0.9401 | 0.8432 | 0.8788 | 0.8894 | 0.9590 | 0.9391 | 0.8906 | | 0.5557 | 216.0012 | 46600 | 14.5305 | 0.9400 | 0.8589 | 0.8811 | 0.8822 | 0.9680 | 0.9340 | 0.8886 | | 0.5557 | 217.0011 | 46800 | 12.5782 | 0.9410 | 0.8585 | 0.8752 | 0.8871 | 0.9471 | 0.9376 | 0.8873 | | 0.5485 | 218.0010 | 47000 | 14.0868 | 0.9424 | 0.8648 | 0.8831 | 0.8919 | 0.9534 | 0.9432 | 0.8936 | | 0.5485 | 219.0009 | 47200 | 13.1787 | 0.9403 | 0.8633 | 0.8799 | 0.8915 | 0.9517 | 0.9347 | 0.8914 | | 0.5485 | 220.0007 | 47400 | 13.4543 | 0.9403 | 0.8629 | 0.8805 | 0.8908 | 0.9502 | 0.9302 | 0.8911 | | 0.553 | 221.0006 | 47600 | 15.0055 | 0.9428 | 0.8443 | 0.8864 | 0.8843 | 0.9587 | 0.9326 | 0.8914 | | 0.553 | 222.0005 | 47800 | 16.0320 | 0.9385 | 0.8421 | 0.8852 | 0.8812 | 0.9582 | 0.9188 | 0.8887 | | 0.5491 | 223.0004 | 48000 | 15.1787 | 0.9405 | 0.8613 | 0.8771 | 0.8907 | 0.9253 | 0.9456 | 0.8890 | | 0.5491 | 224.0003 | 48200 | 16.5448 | 0.9446 | 0.8498 | 0.8873 | 0.8948 | 0.9767 | 0.9442 | 0.8980 | | 0.5491 | 225.0002 | 48400 | 14.8466 | 0.9423 | 0.8389 | 0.8769 | 0.8822 | 0.9519 | 0.9372 | 0.8860 | | 0.5487 | 226.0001 | 48600 | 14.8377 | 0.9399 | 0.8554 | 0.8796 | 0.8757 | 0.9654 | 0.9345 | 0.8849 | | 0.5487 | 226.0016 | 48800 | 15.3991 | 0.9417 | 0.8598 | 0.8741 | 0.8900 | 0.9519 | 0.9433 | 0.8886 | | 0.5498 | 227.0014 | 49000 | 14.2380 | 0.9403 | 0.8450 | 0.8825 | 0.8897 | 0.9610 | 0.9482 | 0.8930 | | 0.5498 | 228.0013 | 49200 | 12.9904 | 0.9410 | 0.8447 | 0.8816 | 0.8897 | 0.9718 | 0.9456 | 0.8930 | | 0.5498 | 229.0012 | 49400 | 14.4775 | 0.9378 | 0.8408 | 0.8808 | 0.8814 | 0.9647 | 0.9080 | 0.8866 | | 0.5451 | 230.0011 | 49600 | 14.0573 | 0.9423 | 0.8456 | 0.8834 | 0.8892 | 0.9714 | 0.9457 | 0.8935 | | 0.5451 | 231.0010 | 49800 | 13.8154 | 0.9401 | 0.8609 | 0.8806 | 0.8866 | 0.9614 | 0.9434 | 0.8905 | | 0.5493 | 232.0009 | 50000 | 13.9526 | 0.9404 | 0.8444 | 0.8819 | 0.8885 | 0.9731 | 0.9377 | 0.8922 | | 0.5493 | 233.0008 | 50200 | 14.9919 | 0.9424 | 0.8512 | 0.8868 | 0.8975 | 0.9639 | 0.9441 | 0.8984 | | 0.5493 | 234.0007 | 50400 | 14.3237 | 0.9418 | 0.8617 | 0.8810 | 0.8882 | 0.9596 | 0.9403 | 0.8911 | | 0.5456 | 235.0006 | 50600 | 15.2273 | 0.9426 | 0.8648 | 0.8867 | 0.8889 | 0.9738 | 0.9421 | 0.8948 | | 0.5456 | 236.0004 | 50800 | 15.9885 | 0.9403 | 0.8432 | 0.8792 | 0.8887 | 0.9678 | 0.9101 | 0.8894 | | 0.5456 | 237.0003 | 51000 | 15.1851 | 0.9371 | 0.8644 | 0.8780 | 0.8953 | 0.9604 | 0.9317 | 0.8926 | | 0.5456 | 238.0002 | 51200 | 14.9655 | 0.9397 | 0.8635 | 0.8829 | 0.8899 | 0.9731 | 0.9466 | 0.8937 | | 0.5456 | 239.0001 | 51400 | 14.9533 | 0.9410 | 0.8472 | 0.8811 | 0.8945 | 0.9702 | 0.9342 | 0.8942 | | 0.543 | 239.0016 | 51600 | 14.5203 | 0.9408 | 0.8638 | 0.8813 | 0.8915 | 0.9598 | 0.9386 | 0.8927 | | 0.543 | 240.0015 | 51800 | 13.9622 | 0.9396 | 0.8655 | 0.8817 | 0.8946 | 0.9423 | 0.9186 | 0.8924 | | 0.5392 | 241.0014 | 52000 | 15.2430 | 0.9400 | 0.8628 | 0.8762 | 0.8937 | 0.9463 | 0.9405 | 0.8908 | | 0.5392 | 242.0013 | 52200 | 14.0480 | 0.9396 | 0.8675 | 0.8827 | 0.8978 | 0.9642 | 0.9457 | 0.8967 | | 0.5392 | 243.0012 | 52400 | 15.0421 | 0.9403 | 0.8480 | 0.8838 | 0.8939 | 0.9729 | 0.9476 | 0.8960 | | 0.5404 | 244.0010 | 52600 | 14.2765 | 0.9386 | 0.8674 | 0.8877 | 0.8925 | 0.9656 | 0.9382 | 0.8963 | | 0.5404 | 245.0009 | 52800 | 16.3283 | 0.9411 | 0.8660 | 0.8841 | 0.8932 | 0.9519 | 0.9337 | 0.8941 | | 0.5366 | 246.0008 | 53000 | 14.8832 | 0.9446 | 0.8682 | 0.8836 | 0.8979 | 0.9624 | 0.9448 | 0.8970 | | 0.5366 | 247.0007 | 53200 | 14.7468 | 0.9418 | 0.8507 | 0.8842 | 0.8987 | 0.9558 | 0.9322 | 0.8967 | | 0.5366 | 248.0006 | 53400 | 14.1903 | 0.9422 | 0.8653 | 0.8816 | 0.8942 | 0.9364 | 0.9403 | 0.8930 | | 0.5351 | 249.0005 | 53600 | 13.7128 | 0.9434 | 0.8490 | 0.8848 | 0.8950 | 0.9645 | 0.9469 | 0.8965 | | 0.5351 | 250.0004 | 53800 | 16.1122 | 0.9432 | 0.8647 | 0.8843 | 0.8902 | 0.9525 | 0.9313 | 0.8927 | | 0.5362 | 251.0003 | 54000 | 14.6042 | 0.9409 | 0.8623 | 0.8815 | 0.8883 | 0.9643 | 0.9381 | 0.8915 | | 0.5362 | 252.0001 | 54200 | 14.6744 | 0.9413 | 0.8457 | 0.8845 | 0.8890 | 0.9538 | 0.9319 | 0.8924 | ### Framework versions - Transformers 4.46.0 - Pytorch 2.3.1+cu121 - Datasets 2.20.0 - Tokenizers 0.20.1