--- language: - id license: mit base_model: indolem/indobert-base-uncased tags: - generated_from_trainer model-index: - name: nerui-pt-pl10-4 results: [] --- # nerui-pt-pl10-4 This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co./indolem/indobert-base-uncased) on an unknown dataset. It achieves the following results on the evaluation set: - Loss: 0.0582 - Location Precision: 0.9182 - Location Recall: 0.9806 - Location F1: 0.9484 - Location Number: 103 - Organization Precision: 0.9325 - Organization Recall: 0.8889 - Organization F1: 0.9102 - Organization Number: 171 - Person Precision: 0.9549 - Person Recall: 0.9695 - Person F1: 0.9621 - Person Number: 131 - Overall Precision: 0.9360 - Overall Recall: 0.9383 - Overall F1: 0.9371 - Overall Accuracy: 0.9884 ## 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: 5e-05 - train_batch_size: 16 - eval_batch_size: 64 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 100.0 ### Training results | Training Loss | Epoch | Step | Validation Loss | Location Precision | Location Recall | Location F1 | Location Number | Organization Precision | Organization Recall | Organization F1 | Organization Number | Person Precision | Person Recall | Person F1 | Person Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy | |:-------------:|:-----:|:----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:-----------------:|:--------------:|:----------:|:----------------:| | 0.8413 | 1.0 | 96 | 0.3861 | 0.6667 | 0.0388 | 0.0734 | 103 | 0.2460 | 0.3626 | 0.2931 | 171 | 0.2866 | 0.3435 | 0.3125 | 131 | 0.2675 | 0.2741 | 0.2707 | 0.8702 | | 0.3574 | 2.0 | 192 | 0.2100 | 0.392 | 0.4757 | 0.4298 | 103 | 0.6425 | 0.6725 | 0.6571 | 171 | 0.6398 | 0.7863 | 0.7055 | 131 | 0.5742 | 0.6593 | 0.6138 | 0.9384 | | 0.1857 | 3.0 | 288 | 0.1032 | 0.8172 | 0.7379 | 0.7755 | 103 | 0.7581 | 0.8246 | 0.7899 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.8325 | 0.8469 | 0.8397 | 0.9674 | | 0.1252 | 4.0 | 384 | 0.0721 | 0.8 | 0.8544 | 0.8263 | 103 | 0.8054 | 0.8713 | 0.8371 | 171 | 0.9556 | 0.9847 | 0.9699 | 131 | 0.8512 | 0.9037 | 0.8766 | 0.9749 | | 0.1047 | 5.0 | 480 | 0.0612 | 0.89 | 0.8641 | 0.8768 | 103 | 0.8258 | 0.8596 | 0.8424 | 171 | 0.9485 | 0.9847 | 0.9663 | 131 | 0.8816 | 0.9012 | 0.8913 | 0.9801 | | 0.0891 | 6.0 | 576 | 0.0622 | 0.7402 | 0.9126 | 0.8174 | 103 | 0.8831 | 0.7953 | 0.8369 | 171 | 0.9847 | 0.9847 | 0.9847 | 131 | 0.8714 | 0.8864 | 0.8788 | 0.9796 | | 0.0819 | 7.0 | 672 | 0.0523 | 0.9032 | 0.8155 | 0.8571 | 103 | 0.8441 | 0.9181 | 0.8796 | 171 | 0.9773 | 0.9847 | 0.9810 | 131 | 0.9002 | 0.9136 | 0.9069 | 0.9848 | | 0.077 | 8.0 | 768 | 0.0469 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8701 | 0.9006 | 0.8851 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9036 | 0.9259 | 0.9146 | 0.9859 | | 0.0726 | 9.0 | 864 | 0.0482 | 0.9029 | 0.9029 | 0.9029 | 103 | 0.8674 | 0.9181 | 0.8920 | 171 | 0.9847 | 0.9847 | 0.9847 | 131 | 0.9133 | 0.9358 | 0.9244 | 0.9859 | | 0.0664 | 10.0 | 960 | 0.0503 | 0.8 | 0.9320 | 0.8610 | 103 | 0.8571 | 0.8421 | 0.8496 | 171 | 0.9847 | 0.9847 | 0.9847 | 131 | 0.8807 | 0.9111 | 0.8956 | 0.9815 | | 0.0571 | 11.0 | 1056 | 0.0422 | 0.8505 | 0.8835 | 0.8667 | 103 | 0.8686 | 0.8889 | 0.8786 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9005 | 0.9160 | 0.9082 | 0.9862 | | 0.0572 | 12.0 | 1152 | 0.0457 | 0.8835 | 0.8835 | 0.8835 | 103 | 0.8889 | 0.8889 | 0.8889 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9136 | 0.9136 | 0.9136 | 0.9865 | | 0.0526 | 13.0 | 1248 | 0.0499 | 0.8220 | 0.9417 | 0.8778 | 103 | 0.9119 | 0.8480 | 0.8788 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9091 | 0.9136 | 0.9113 | 0.9832 | | 0.0525 | 14.0 | 1344 | 0.0471 | 0.9118 | 0.9029 | 0.9073 | 103 | 0.9059 | 0.9006 | 0.9032 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9328 | 0.9259 | 0.9294 | 0.9881 | | 0.0496 | 15.0 | 1440 | 0.0403 | 0.8981 | 0.9417 | 0.9194 | 103 | 0.9042 | 0.8830 | 0.8935 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9284 | 0.9284 | 0.9284 | 0.9884 | | 0.046 | 16.0 | 1536 | 0.0440 | 0.8807 | 0.9320 | 0.9057 | 103 | 0.8647 | 0.8596 | 0.8622 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9071 | 0.9160 | 0.9115 | 0.9856 | | 0.0451 | 17.0 | 1632 | 0.0445 | 0.9293 | 0.8932 | 0.9109 | 103 | 0.8889 | 0.9357 | 0.9117 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9246 | 0.9383 | 0.9314 | 0.9873 | | 0.0424 | 18.0 | 1728 | 0.0390 | 0.9038 | 0.9126 | 0.9082 | 103 | 0.8814 | 0.9123 | 0.8966 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9197 | 0.9333 | 0.9265 | 0.9870 | | 0.0414 | 19.0 | 1824 | 0.0425 | 0.8889 | 0.9320 | 0.9100 | 103 | 0.9202 | 0.8772 | 0.8982 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9279 | 0.9210 | 0.9244 | 0.9870 | | 0.0396 | 20.0 | 1920 | 0.0424 | 0.9135 | 0.9223 | 0.9179 | 103 | 0.8827 | 0.9240 | 0.9029 | 171 | 0.9769 | 0.9695 | 0.9732 | 131 | 0.9201 | 0.9383 | 0.9291 | 0.9873 | | 0.0374 | 21.0 | 2016 | 0.0446 | 0.8362 | 0.9417 | 0.8858 | 103 | 0.8951 | 0.8480 | 0.8709 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9069 | 0.9136 | 0.9102 | 0.9851 | | 0.0366 | 22.0 | 2112 | 0.0452 | 0.8584 | 0.9417 | 0.8981 | 103 | 0.8876 | 0.8772 | 0.8824 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9102 | 0.9259 | 0.9180 | 0.9859 | | 0.0347 | 23.0 | 2208 | 0.0434 | 0.8899 | 0.9417 | 0.9151 | 103 | 0.9152 | 0.8830 | 0.8988 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9307 | 0.9284 | 0.9295 | 0.9870 | | 0.0317 | 24.0 | 2304 | 0.0429 | 0.8981 | 0.9417 | 0.9194 | 103 | 0.9102 | 0.8889 | 0.8994 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9238 | 0.9284 | 0.9261 | 0.9870 | | 0.0312 | 25.0 | 2400 | 0.0556 | 0.8333 | 0.9709 | 0.8969 | 103 | 0.9262 | 0.8070 | 0.8625 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9125 | 0.9012 | 0.9068 | 0.9843 | | 0.0306 | 26.0 | 2496 | 0.0394 | 0.9057 | 0.9320 | 0.9187 | 103 | 0.8941 | 0.8889 | 0.8915 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9261 | 0.9284 | 0.9273 | 0.9878 | | 0.0287 | 27.0 | 2592 | 0.0505 | 0.8522 | 0.9515 | 0.8991 | 103 | 0.8931 | 0.8304 | 0.8606 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9062 | 0.9062 | 0.9062 | 0.9845 | | 0.0278 | 28.0 | 2688 | 0.0344 | 0.9592 | 0.9126 | 0.9353 | 103 | 0.9091 | 0.9357 | 0.9222 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9407 | 0.9407 | 0.9407 | 0.9906 | | 0.0276 | 29.0 | 2784 | 0.0428 | 0.875 | 0.9515 | 0.9116 | 103 | 0.8951 | 0.8480 | 0.8709 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9136 | 0.9136 | 0.9136 | 0.9848 | | 0.0261 | 30.0 | 2880 | 0.0423 | 0.95 | 0.9223 | 0.9360 | 103 | 0.8715 | 0.9123 | 0.8914 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9175 | 0.9333 | 0.9253 | 0.9876 | | 0.0262 | 31.0 | 2976 | 0.0451 | 0.8673 | 0.9515 | 0.9074 | 103 | 0.9182 | 0.8538 | 0.8848 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9160 | 0.9160 | 0.9160 | 0.9854 | | 0.026 | 32.0 | 3072 | 0.0398 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9375 | 0.8772 | 0.9063 | 171 | 0.9618 | 0.9618 | 0.9618 | 131 | 0.9279 | 0.9210 | 0.9244 | 0.9867 | | 0.0265 | 33.0 | 3168 | 0.0440 | 0.9057 | 0.9320 | 0.9187 | 103 | 0.9 | 0.8947 | 0.8974 | 171 | 0.9618 | 0.9618 | 0.9618 | 131 | 0.9214 | 0.9259 | 0.9236 | 0.9862 | | 0.0258 | 34.0 | 3264 | 0.0424 | 0.8818 | 0.9417 | 0.9108 | 103 | 0.9012 | 0.9064 | 0.9038 | 171 | 0.9618 | 0.9618 | 0.9618 | 131 | 0.9153 | 0.9333 | 0.9242 | 0.9859 | | 0.0257 | 35.0 | 3360 | 0.0474 | 0.8909 | 0.9515 | 0.9202 | 103 | 0.8841 | 0.8480 | 0.8657 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9113 | 0.9136 | 0.9125 | 0.9840 | | 0.0249 | 36.0 | 3456 | 0.0481 | 0.8376 | 0.9515 | 0.8909 | 103 | 0.8987 | 0.8304 | 0.8632 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.8995 | 0.9062 | 0.9028 | 0.9845 | | 0.0232 | 37.0 | 3552 | 0.0395 | 0.9515 | 0.9515 | 0.9515 | 103 | 0.8902 | 0.9006 | 0.8953 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9289 | 0.9358 | 0.9323 | 0.9887 | | 0.0221 | 38.0 | 3648 | 0.0503 | 0.9074 | 0.9515 | 0.9289 | 103 | 0.9437 | 0.8830 | 0.9124 | 171 | 0.9618 | 0.9618 | 0.9618 | 131 | 0.9398 | 0.9259 | 0.9328 | 0.9876 | | 0.0215 | 39.0 | 3744 | 0.0458 | 0.9151 | 0.9417 | 0.9282 | 103 | 0.9042 | 0.8830 | 0.8935 | 171 | 0.9618 | 0.9618 | 0.9618 | 131 | 0.9257 | 0.9235 | 0.9246 | 0.9854 | | 0.0206 | 40.0 | 3840 | 0.0452 | 0.9091 | 0.9709 | 0.9390 | 103 | 0.9268 | 0.8889 | 0.9075 | 171 | 0.9618 | 0.9618 | 0.9618 | 131 | 0.9333 | 0.9333 | 0.9333 | 0.9876 | | 0.0208 | 41.0 | 3936 | 0.0527 | 0.9333 | 0.9515 | 0.9423 | 103 | 0.9325 | 0.8889 | 0.9102 | 171 | 0.9545 | 0.9618 | 0.9582 | 131 | 0.94 | 0.9284 | 0.9342 | 0.9870 | | 0.0189 | 42.0 | 4032 | 0.0430 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9325 | 0.8889 | 0.9102 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9426 | 0.9333 | 0.9380 | 0.9884 | | 0.0196 | 43.0 | 4128 | 0.0431 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.9281 | 0.9064 | 0.9172 | 171 | 0.9618 | 0.9618 | 0.9618 | 131 | 0.9360 | 0.9383 | 0.9371 | 0.9876 | | 0.0197 | 44.0 | 4224 | 0.0536 | 0.8899 | 0.9417 | 0.9151 | 103 | 0.8757 | 0.8655 | 0.8706 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9073 | 0.9185 | 0.9129 | 0.9832 | | 0.0199 | 45.0 | 4320 | 0.0587 | 0.8621 | 0.9709 | 0.9132 | 103 | 0.9231 | 0.8421 | 0.8807 | 171 | 0.9545 | 0.9618 | 0.9582 | 131 | 0.9158 | 0.9136 | 0.9147 | 0.9840 | | 0.0193 | 46.0 | 4416 | 0.0530 | 0.8684 | 0.9612 | 0.9124 | 103 | 0.9130 | 0.8596 | 0.8855 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9142 | 0.9210 | 0.9176 | 0.9840 | | 0.0173 | 47.0 | 4512 | 0.0459 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9006 | 0.9006 | 0.9006 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9289 | 0.9358 | 0.9323 | 0.9878 | | 0.0197 | 48.0 | 4608 | 0.0593 | 0.9009 | 0.9709 | 0.9346 | 103 | 0.9119 | 0.8480 | 0.8788 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9231 | 0.9185 | 0.9208 | 0.9848 | | 0.0164 | 49.0 | 4704 | 0.0491 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.9085 | 0.8713 | 0.8896 | 171 | 0.9545 | 0.9618 | 0.9582 | 131 | 0.9257 | 0.9235 | 0.9246 | 0.9859 | | 0.0174 | 50.0 | 4800 | 0.0476 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9053 | 0.8947 | 0.9000 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9291 | 0.9383 | 0.9337 | 0.9870 | | 0.0176 | 51.0 | 4896 | 0.0621 | 0.8938 | 0.9806 | 0.9352 | 103 | 0.9551 | 0.8713 | 0.9113 | 171 | 0.9545 | 0.9618 | 0.9582 | 131 | 0.9377 | 0.9284 | 0.9330 | 0.9848 | | 0.0162 | 52.0 | 4992 | 0.0519 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9212 | 0.8889 | 0.9048 | 171 | 0.9545 | 0.9618 | 0.9582 | 131 | 0.9355 | 0.9309 | 0.9332 | 0.9867 | | 0.0161 | 53.0 | 5088 | 0.0469 | 0.9151 | 0.9417 | 0.9282 | 103 | 0.8960 | 0.9064 | 0.9012 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9199 | 0.9358 | 0.9278 | 0.9862 | | 0.0149 | 54.0 | 5184 | 0.0454 | 0.8929 | 0.9709 | 0.9302 | 103 | 0.9012 | 0.9064 | 0.9038 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9183 | 0.9432 | 0.9306 | 0.9867 | | 0.0167 | 55.0 | 5280 | 0.0463 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9329 | 0.8947 | 0.9134 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9406 | 0.9383 | 0.9394 | 0.9881 | | 0.0143 | 56.0 | 5376 | 0.0430 | 0.9266 | 0.9806 | 0.9528 | 103 | 0.9506 | 0.9006 | 0.9249 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9479 | 0.9432 | 0.9455 | 0.9884 | | 0.015 | 57.0 | 5472 | 0.0459 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9207 | 0.8830 | 0.9015 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9401 | 0.9309 | 0.9355 | 0.9881 | | 0.0145 | 58.0 | 5568 | 0.0456 | 0.8929 | 0.9709 | 0.9302 | 103 | 0.9268 | 0.8889 | 0.9075 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9312 | 0.9358 | 0.9335 | 0.9870 | | 0.0146 | 59.0 | 5664 | 0.0427 | 0.8991 | 0.9515 | 0.9245 | 103 | 0.9059 | 0.9006 | 0.9032 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9244 | 0.9358 | 0.9301 | 0.9876 | | 0.0134 | 60.0 | 5760 | 0.0471 | 0.9107 | 0.9903 | 0.9488 | 103 | 0.9286 | 0.9123 | 0.9204 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9367 | 0.9506 | 0.9436 | 0.9878 | | 0.0147 | 61.0 | 5856 | 0.0444 | 0.9320 | 0.9320 | 0.9320 | 103 | 0.9064 | 0.9064 | 0.9064 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9287 | 0.9333 | 0.9310 | 0.9881 | | 0.0135 | 62.0 | 5952 | 0.0478 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.8966 | 0.9123 | 0.9043 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9227 | 0.9432 | 0.9328 | 0.9867 | | 0.0134 | 63.0 | 6048 | 0.0512 | 0.9159 | 0.9515 | 0.9333 | 103 | 0.9053 | 0.8947 | 0.9000 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9312 | 0.9358 | 0.9335 | 0.9873 | | 0.0126 | 64.0 | 6144 | 0.0531 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.9212 | 0.8889 | 0.9048 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9333 | 0.9333 | 0.9333 | 0.9876 | | 0.0123 | 65.0 | 6240 | 0.0489 | 0.9327 | 0.9417 | 0.9372 | 103 | 0.9222 | 0.9006 | 0.9112 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9356 | 0.9333 | 0.9345 | 0.9876 | | 0.0136 | 66.0 | 6336 | 0.0506 | 0.9182 | 0.9806 | 0.9484 | 103 | 0.9333 | 0.9006 | 0.9167 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9363 | 0.9432 | 0.9397 | 0.9870 | | 0.0118 | 67.0 | 6432 | 0.0492 | 0.9182 | 0.9806 | 0.9484 | 103 | 0.9329 | 0.8947 | 0.9134 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9361 | 0.9407 | 0.9384 | 0.9873 | | 0.0114 | 68.0 | 6528 | 0.0553 | 0.9107 | 0.9903 | 0.9488 | 103 | 0.9383 | 0.8889 | 0.9129 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9361 | 0.9407 | 0.9384 | 0.9865 | | 0.0118 | 69.0 | 6624 | 0.0585 | 0.9182 | 0.9806 | 0.9484 | 103 | 0.9444 | 0.8947 | 0.9189 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9407 | 0.9407 | 0.9407 | 0.9865 | | 0.0114 | 70.0 | 6720 | 0.0514 | 0.9 | 0.9612 | 0.9296 | 103 | 0.8988 | 0.8830 | 0.8909 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9173 | 0.9309 | 0.9240 | 0.9859 | | 0.0112 | 71.0 | 6816 | 0.0511 | 0.9083 | 0.9612 | 0.9340 | 103 | 0.8947 | 0.8947 | 0.8947 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9177 | 0.9358 | 0.9267 | 0.9862 | | 0.0096 | 72.0 | 6912 | 0.0667 | 0.8938 | 0.9806 | 0.9352 | 103 | 0.9367 | 0.8655 | 0.8997 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9330 | 0.9284 | 0.9307 | 0.9856 | | 0.0113 | 73.0 | 7008 | 0.0530 | 0.8829 | 0.9515 | 0.9159 | 103 | 0.9329 | 0.8947 | 0.9134 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9310 | 0.9333 | 0.9322 | 0.9876 | | 0.0124 | 74.0 | 7104 | 0.0508 | 0.9083 | 0.9612 | 0.9340 | 103 | 0.9167 | 0.9006 | 0.9086 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9291 | 0.9383 | 0.9337 | 0.9873 | | 0.0116 | 75.0 | 7200 | 0.0496 | 0.9083 | 0.9612 | 0.9340 | 103 | 0.9329 | 0.8947 | 0.9134 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9358 | 0.9358 | 0.9358 | 0.9881 | | 0.0116 | 76.0 | 7296 | 0.0528 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.8960 | 0.9064 | 0.9012 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9225 | 0.9407 | 0.9315 | 0.9878 | | 0.0103 | 77.0 | 7392 | 0.0657 | 0.8870 | 0.9903 | 0.9358 | 103 | 0.9487 | 0.8655 | 0.9052 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9355 | 0.9309 | 0.9332 | 0.9865 | | 0.0106 | 78.0 | 7488 | 0.0540 | 0.8899 | 0.9417 | 0.9151 | 103 | 0.9048 | 0.8889 | 0.8968 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9193 | 0.9284 | 0.9238 | 0.9867 | | 0.0089 | 79.0 | 7584 | 0.0556 | 0.9182 | 0.9806 | 0.9484 | 103 | 0.9444 | 0.8947 | 0.9189 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9431 | 0.9407 | 0.9419 | 0.9884 | | 0.0103 | 80.0 | 7680 | 0.0562 | 0.9009 | 0.9709 | 0.9346 | 103 | 0.9217 | 0.8947 | 0.9080 | 171 | 0.9618 | 0.9618 | 0.9618 | 131 | 0.9289 | 0.9358 | 0.9323 | 0.9870 | | 0.0089 | 81.0 | 7776 | 0.0528 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.9012 | 0.9064 | 0.9038 | 171 | 0.9618 | 0.9618 | 0.9618 | 131 | 0.9246 | 0.9383 | 0.9314 | 0.9873 | | 0.0096 | 82.0 | 7872 | 0.0590 | 0.9099 | 0.9806 | 0.9439 | 103 | 0.9207 | 0.8830 | 0.9015 | 171 | 0.9545 | 0.9618 | 0.9582 | 131 | 0.9287 | 0.9333 | 0.9310 | 0.9859 | | 0.0092 | 83.0 | 7968 | 0.0577 | 0.9009 | 0.9709 | 0.9346 | 103 | 0.9146 | 0.8772 | 0.8955 | 171 | 0.9618 | 0.9618 | 0.9618 | 131 | 0.9261 | 0.9284 | 0.9273 | 0.9867 | | 0.0092 | 84.0 | 8064 | 0.0562 | 0.8991 | 0.9515 | 0.9245 | 103 | 0.8837 | 0.8889 | 0.8863 | 171 | 0.9545 | 0.9618 | 0.9582 | 131 | 0.9104 | 0.9284 | 0.9193 | 0.9854 | | 0.0095 | 85.0 | 8160 | 0.0574 | 0.9159 | 0.9515 | 0.9333 | 103 | 0.8994 | 0.8889 | 0.8941 | 171 | 0.9618 | 0.9618 | 0.9618 | 131 | 0.9238 | 0.9284 | 0.9261 | 0.9862 | | 0.0084 | 86.0 | 8256 | 0.0568 | 0.9083 | 0.9612 | 0.9340 | 103 | 0.9202 | 0.8772 | 0.8982 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9284 | 0.9284 | 0.9284 | 0.9867 | | 0.008 | 87.0 | 8352 | 0.0562 | 0.9182 | 0.9806 | 0.9484 | 103 | 0.9325 | 0.8889 | 0.9102 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9360 | 0.9383 | 0.9371 | 0.9876 | | 0.0081 | 88.0 | 8448 | 0.0545 | 0.9091 | 0.9709 | 0.9390 | 103 | 0.9217 | 0.8947 | 0.9080 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9291 | 0.9383 | 0.9337 | 0.9873 | | 0.0096 | 89.0 | 8544 | 0.0530 | 0.9009 | 0.9709 | 0.9346 | 103 | 0.9059 | 0.9006 | 0.9032 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9203 | 0.9407 | 0.9304 | 0.9867 | | 0.0081 | 90.0 | 8640 | 0.0564 | 0.9009 | 0.9709 | 0.9346 | 103 | 0.9146 | 0.8772 | 0.8955 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9240 | 0.9309 | 0.9274 | 0.9859 | | 0.0073 | 91.0 | 8736 | 0.0562 | 0.9009 | 0.9709 | 0.9346 | 103 | 0.9053 | 0.8947 | 0.9000 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9201 | 0.9383 | 0.9291 | 0.9873 | | 0.0078 | 92.0 | 8832 | 0.0591 | 0.9099 | 0.9806 | 0.9439 | 103 | 0.9379 | 0.8830 | 0.9096 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9358 | 0.9358 | 0.9358 | 0.9876 | | 0.0082 | 93.0 | 8928 | 0.0602 | 0.9099 | 0.9806 | 0.9439 | 103 | 0.9437 | 0.8830 | 0.9124 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9381 | 0.9358 | 0.9370 | 0.9876 | | 0.0062 | 94.0 | 9024 | 0.0583 | 0.9182 | 0.9806 | 0.9484 | 103 | 0.9277 | 0.9006 | 0.9139 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9340 | 0.9432 | 0.9386 | 0.9884 | | 0.0083 | 95.0 | 9120 | 0.0589 | 0.9099 | 0.9806 | 0.9439 | 103 | 0.9325 | 0.8889 | 0.9102 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9337 | 0.9383 | 0.9360 | 0.9881 | | 0.0072 | 96.0 | 9216 | 0.0584 | 0.9099 | 0.9806 | 0.9439 | 103 | 0.9264 | 0.8830 | 0.9042 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9312 | 0.9358 | 0.9335 | 0.9878 | | 0.009 | 97.0 | 9312 | 0.0584 | 0.9099 | 0.9806 | 0.9439 | 103 | 0.9264 | 0.8830 | 0.9042 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9312 | 0.9358 | 0.9335 | 0.9878 | | 0.0066 | 98.0 | 9408 | 0.0587 | 0.9099 | 0.9806 | 0.9439 | 103 | 0.9325 | 0.8889 | 0.9102 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9337 | 0.9383 | 0.9360 | 0.9884 | | 0.007 | 99.0 | 9504 | 0.0584 | 0.9182 | 0.9806 | 0.9484 | 103 | 0.9325 | 0.8889 | 0.9102 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9360 | 0.9383 | 0.9371 | 0.9881 | | 0.009 | 100.0 | 9600 | 0.0582 | 0.9182 | 0.9806 | 0.9484 | 103 | 0.9325 | 0.8889 | 0.9102 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9360 | 0.9383 | 0.9371 | 0.9884 | ### Framework versions - Transformers 4.39.3 - Pytorch 2.3.0+cu121 - Datasets 2.19.1 - Tokenizers 0.15.2