--- language: - id license: mit base_model: indolem/indobert-base-uncased tags: - generated_from_trainer model-index: - name: nerui-base-0 results: [] --- # nerui-base-0 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: 0.1084 - Location Precision: 0.89 - Location Recall: 0.9468 - Location F1: 0.9175 - Location Number: 94 - Organization Precision: 0.9387 - Organization Recall: 0.9162 - Organization F1: 0.9273 - Organization Number: 167 - Person Precision: 1.0 - Person Recall: 0.9781 - Person F1: 0.9889 - Person Number: 137 - Overall Precision: 0.9471 - Overall Recall: 0.9447 - Overall F1: 0.9459 - Overall Accuracy: 0.9887 ## 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 | |:-------------:|:-----:|:----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:-----------------:|:--------------:|:----------:|:----------------:| | 0.2566 | 1.0 | 96 | 0.0455 | 0.9634 | 0.8404 | 0.8977 | 94 | 0.8333 | 0.9281 | 0.8782 | 167 | 0.9708 | 0.9708 | 0.9708 | 137 | 0.9062 | 0.9221 | 0.9141 | 0.9843 | | 0.0617 | 2.0 | 192 | 0.0519 | 0.8381 | 0.9362 | 0.8844 | 94 | 0.8896 | 0.8683 | 0.8788 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9107 | 0.9221 | 0.9164 | 0.9834 | | 0.0356 | 3.0 | 288 | 0.0534 | 0.9062 | 0.9255 | 0.9158 | 94 | 0.8211 | 0.9341 | 0.8739 | 167 | 1.0 | 0.9708 | 0.9852 | 137 | 0.8974 | 0.9447 | 0.9204 | 0.9840 | | 0.0235 | 4.0 | 384 | 0.0525 | 0.8866 | 0.9149 | 0.9005 | 94 | 0.9006 | 0.9222 | 0.9112 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9303 | 0.9397 | 0.9350 | 0.9856 | | 0.0156 | 5.0 | 480 | 0.0623 | 0.9032 | 0.8936 | 0.8984 | 94 | 0.9333 | 0.9222 | 0.9277 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9466 | 0.9347 | 0.9406 | 0.9873 | | 0.0101 | 6.0 | 576 | 0.0590 | 0.9043 | 0.9043 | 0.9043 | 94 | 0.8929 | 0.8982 | 0.8955 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9295 | 0.9271 | 0.9283 | 0.9859 | | 0.0091 | 7.0 | 672 | 0.0955 | 0.8036 | 0.9574 | 0.8738 | 94 | 0.9211 | 0.8383 | 0.8777 | 167 | 0.9643 | 0.9854 | 0.9747 | 137 | 0.9035 | 0.9171 | 0.9102 | 0.9809 | | 0.0084 | 8.0 | 768 | 0.0871 | 0.8365 | 0.9255 | 0.8788 | 94 | 0.9062 | 0.8683 | 0.8869 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9196 | 0.9196 | 0.9196 | 0.9826 | | 0.007 | 9.0 | 864 | 0.0629 | 0.9565 | 0.9362 | 0.9462 | 94 | 0.8895 | 0.9162 | 0.9027 | 167 | 1.0 | 0.9854 | 0.9926 | 137 | 0.9424 | 0.9447 | 0.9435 | 0.9881 | | 0.0047 | 10.0 | 960 | 0.0564 | 0.9167 | 0.9362 | 0.9263 | 94 | 0.9512 | 0.9341 | 0.9426 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9594 | 0.9497 | 0.9545 | 0.9901 | | 0.0043 | 11.0 | 1056 | 0.0829 | 0.9158 | 0.9255 | 0.9206 | 94 | 0.8708 | 0.9281 | 0.8986 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9216 | 0.9447 | 0.9330 | 0.9856 | | 0.0034 | 12.0 | 1152 | 0.0779 | 0.9247 | 0.9149 | 0.9198 | 94 | 0.8667 | 0.9341 | 0.8991 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9216 | 0.9447 | 0.9330 | 0.9865 | | 0.0047 | 13.0 | 1248 | 0.0781 | 0.8922 | 0.9681 | 0.9286 | 94 | 0.95 | 0.9102 | 0.9297 | 167 | 0.9854 | 0.9854 | 0.9854 | 137 | 0.9474 | 0.9497 | 0.9486 | 0.9862 | | 0.006 | 14.0 | 1344 | 0.0682 | 0.9271 | 0.9468 | 0.9368 | 94 | 0.9236 | 0.8683 | 0.8951 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9509 | 0.9246 | 0.9376 | 0.9859 | | 0.0031 | 15.0 | 1440 | 0.0759 | 0.9149 | 0.9149 | 0.9149 | 94 | 0.8814 | 0.9341 | 0.9070 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9261 | 0.9447 | 0.9353 | 0.9878 | | 0.0049 | 16.0 | 1536 | 0.0801 | 0.9082 | 0.9468 | 0.9271 | 94 | 0.9107 | 0.9162 | 0.9134 | 167 | 0.9574 | 0.9854 | 0.9712 | 137 | 0.9263 | 0.9472 | 0.9366 | 0.9865 | | 0.0036 | 17.0 | 1632 | 0.0933 | 0.9278 | 0.9574 | 0.9424 | 94 | 0.9333 | 0.9222 | 0.9277 | 167 | 0.9853 | 0.9781 | 0.9817 | 137 | 0.9497 | 0.9497 | 0.9497 | 0.9887 | | 0.0033 | 18.0 | 1728 | 0.0828 | 0.9167 | 0.9362 | 0.9263 | 94 | 0.9167 | 0.9222 | 0.9194 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9424 | 0.9447 | 0.9435 | 0.9870 | | 0.0031 | 19.0 | 1824 | 0.0819 | 0.9149 | 0.9149 | 0.9149 | 94 | 0.9102 | 0.9102 | 0.9102 | 167 | 0.9708 | 0.9708 | 0.9708 | 137 | 0.9322 | 0.9322 | 0.9322 | 0.9873 | | 0.0025 | 20.0 | 1920 | 0.0871 | 0.8969 | 0.9255 | 0.9110 | 94 | 0.9321 | 0.9042 | 0.9179 | 167 | 0.9708 | 0.9708 | 0.9708 | 137 | 0.9369 | 0.9322 | 0.9345 | 0.9878 | | 0.0023 | 21.0 | 2016 | 0.0813 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9162 | 0.9162 | 0.9162 | 167 | 0.9706 | 0.9635 | 0.9670 | 137 | 0.9280 | 0.9397 | 0.9338 | 0.9873 | | 0.0023 | 22.0 | 2112 | 0.0885 | 0.9158 | 0.9255 | 0.9206 | 94 | 0.8814 | 0.9341 | 0.9070 | 167 | 1.0 | 0.9635 | 0.9814 | 137 | 0.9282 | 0.9422 | 0.9352 | 0.9867 | | 0.0018 | 23.0 | 2208 | 0.1209 | 0.8788 | 0.9255 | 0.9016 | 94 | 0.8947 | 0.9162 | 0.9053 | 167 | 0.9779 | 0.9708 | 0.9744 | 137 | 0.9187 | 0.9372 | 0.9279 | 0.9837 | | 0.0036 | 24.0 | 2304 | 0.0841 | 0.9175 | 0.9468 | 0.9319 | 94 | 0.9029 | 0.9461 | 0.9240 | 167 | 0.9853 | 0.9781 | 0.9817 | 137 | 0.9338 | 0.9573 | 0.9454 | 0.9878 | | 0.0034 | 25.0 | 2400 | 0.0860 | 0.9368 | 0.9468 | 0.9418 | 94 | 0.9186 | 0.9461 | 0.9322 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9478 | 0.9573 | 0.9525 | 0.9884 | | 0.0029 | 26.0 | 2496 | 0.0684 | 0.9381 | 0.9681 | 0.9529 | 94 | 0.9176 | 0.9341 | 0.9258 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9478 | 0.9573 | 0.9525 | 0.9898 | | 0.0031 | 27.0 | 2592 | 0.1158 | 0.9278 | 0.9574 | 0.9424 | 94 | 0.8933 | 0.9521 | 0.9217 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9341 | 0.9623 | 0.9480 | 0.9865 | | 0.0045 | 28.0 | 2688 | 0.0860 | 0.9263 | 0.9362 | 0.9312 | 94 | 0.8963 | 0.8802 | 0.8882 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9365 | 0.9271 | 0.9318 | 0.9854 | | 0.0018 | 29.0 | 2784 | 0.0869 | 0.9271 | 0.9468 | 0.9368 | 94 | 0.9290 | 0.9401 | 0.9345 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.95 | 0.9548 | 0.9524 | 0.9884 | | 0.0023 | 30.0 | 2880 | 0.1042 | 0.9184 | 0.9574 | 0.9375 | 94 | 0.9394 | 0.9281 | 0.9337 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9547 | 0.9523 | 0.9535 | 0.9881 | | 0.0028 | 31.0 | 2976 | 0.1003 | 0.9020 | 0.9787 | 0.9388 | 94 | 0.9118 | 0.9281 | 0.9199 | 167 | 0.9853 | 0.9781 | 0.9817 | 137 | 0.9338 | 0.9573 | 0.9454 | 0.9862 | | 0.0015 | 32.0 | 3072 | 0.0802 | 0.91 | 0.9681 | 0.9381 | 94 | 0.9353 | 0.9521 | 0.9436 | 167 | 0.9853 | 0.9781 | 0.9817 | 137 | 0.9458 | 0.9648 | 0.9552 | 0.9890 | | 0.0025 | 33.0 | 3168 | 0.0959 | 0.8667 | 0.9681 | 0.9146 | 94 | 0.9375 | 0.8982 | 0.9174 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9398 | 0.9422 | 0.9410 | 0.9862 | | 0.0014 | 34.0 | 3264 | 0.0970 | 0.9184 | 0.9574 | 0.9375 | 94 | 0.9286 | 0.9341 | 0.9313 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.95 | 0.9548 | 0.9524 | 0.9881 | | 0.0017 | 35.0 | 3360 | 0.0790 | 0.9570 | 0.9468 | 0.9519 | 94 | 0.9123 | 0.9341 | 0.9231 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9499 | 0.9523 | 0.9511 | 0.9890 | | 0.002 | 36.0 | 3456 | 0.0912 | 0.9010 | 0.9681 | 0.9333 | 94 | 0.9317 | 0.8982 | 0.9146 | 167 | 0.9853 | 0.9781 | 0.9817 | 137 | 0.9422 | 0.9422 | 0.9422 | 0.9870 | | 0.0025 | 37.0 | 3552 | 0.1061 | 0.9271 | 0.9468 | 0.9368 | 94 | 0.9030 | 0.8922 | 0.8976 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9418 | 0.9347 | 0.9382 | 0.9865 | | 0.0028 | 38.0 | 3648 | 0.0982 | 0.9184 | 0.9574 | 0.9375 | 94 | 0.9085 | 0.8922 | 0.9003 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9419 | 0.9372 | 0.9395 | 0.9870 | | 0.0022 | 39.0 | 3744 | 0.1061 | 0.8969 | 0.9255 | 0.9110 | 94 | 0.8953 | 0.9222 | 0.9086 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9305 | 0.9422 | 0.9363 | 0.9848 | | 0.0018 | 40.0 | 3840 | 0.1077 | 0.8980 | 0.9362 | 0.9167 | 94 | 0.9202 | 0.8982 | 0.9091 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9418 | 0.9347 | 0.9382 | 0.9862 | | 0.002 | 41.0 | 3936 | 0.0923 | 0.8980 | 0.9362 | 0.9167 | 94 | 0.9325 | 0.9102 | 0.9212 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9468 | 0.9397 | 0.9433 | 0.9870 | | 0.003 | 42.0 | 4032 | 0.0899 | 0.9053 | 0.9149 | 0.9101 | 94 | 0.9112 | 0.9222 | 0.9167 | 167 | 0.9853 | 0.9781 | 0.9817 | 137 | 0.935 | 0.9397 | 0.9373 | 0.9862 | | 0.0027 | 43.0 | 4128 | 0.0827 | 0.9355 | 0.9255 | 0.9305 | 94 | 0.9277 | 0.9222 | 0.9249 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9542 | 0.9422 | 0.9482 | 0.9878 | | 0.0015 | 44.0 | 4224 | 0.0798 | 0.9149 | 0.9149 | 0.9149 | 94 | 0.9102 | 0.9102 | 0.9102 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9418 | 0.9347 | 0.9382 | 0.9878 | | 0.0011 | 45.0 | 4320 | 0.0868 | 0.8958 | 0.9149 | 0.9053 | 94 | 0.9313 | 0.8922 | 0.9113 | 167 | 0.9853 | 0.9781 | 0.9817 | 137 | 0.9413 | 0.9271 | 0.9342 | 0.9881 | | 0.0012 | 46.0 | 4416 | 0.0743 | 0.8922 | 0.9681 | 0.9286 | 94 | 0.9679 | 0.9042 | 0.9350 | 167 | 0.9852 | 0.9708 | 0.9779 | 137 | 0.9542 | 0.9422 | 0.9482 | 0.9903 | | 0.0012 | 47.0 | 4512 | 0.0870 | 0.9072 | 0.9362 | 0.9215 | 94 | 0.9375 | 0.8982 | 0.9174 | 167 | 0.9853 | 0.9781 | 0.9817 | 137 | 0.9466 | 0.9347 | 0.9406 | 0.9884 | | 0.0019 | 48.0 | 4608 | 0.0759 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9308 | 0.8862 | 0.9080 | 167 | 0.9779 | 0.9708 | 0.9744 | 137 | 0.9367 | 0.9296 | 0.9332 | 0.9881 | | 0.0015 | 49.0 | 4704 | 0.0810 | 0.9271 | 0.9468 | 0.9368 | 94 | 0.9176 | 0.9341 | 0.9258 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9475 | 0.9523 | 0.9499 | 0.9895 | | 0.0011 | 50.0 | 4800 | 0.0890 | 0.9082 | 0.9468 | 0.9271 | 94 | 0.9506 | 0.9222 | 0.9362 | 167 | 0.9853 | 0.9781 | 0.9817 | 137 | 0.9520 | 0.9472 | 0.9496 | 0.9890 | | 0.0007 | 51.0 | 4896 | 0.0827 | 0.9167 | 0.9362 | 0.9263 | 94 | 0.9341 | 0.9341 | 0.9341 | 167 | 0.9853 | 0.9781 | 0.9817 | 137 | 0.9474 | 0.9497 | 0.9486 | 0.9895 | | 0.001 | 52.0 | 4992 | 0.0873 | 0.8980 | 0.9362 | 0.9167 | 94 | 0.9281 | 0.9281 | 0.9281 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9425 | 0.9472 | 0.9449 | 0.9887 | | 0.001 | 53.0 | 5088 | 0.0820 | 0.8980 | 0.9362 | 0.9167 | 94 | 0.9394 | 0.9281 | 0.9337 | 167 | 0.9852 | 0.9708 | 0.9779 | 137 | 0.9447 | 0.9447 | 0.9447 | 0.9890 | | 0.0004 | 54.0 | 5184 | 0.0917 | 0.8911 | 0.9574 | 0.9231 | 94 | 0.9434 | 0.8982 | 0.9202 | 167 | 0.9853 | 0.9781 | 0.9817 | 137 | 0.9444 | 0.9397 | 0.9421 | 0.9867 | | 0.0006 | 55.0 | 5280 | 0.1053 | 0.8980 | 0.9362 | 0.9167 | 94 | 0.9333 | 0.9222 | 0.9277 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9447 | 0.9447 | 0.9447 | 0.9884 | | 0.001 | 56.0 | 5376 | 0.1040 | 0.8990 | 0.9468 | 0.9223 | 94 | 0.9333 | 0.9222 | 0.9277 | 167 | 0.9853 | 0.9781 | 0.9817 | 137 | 0.9425 | 0.9472 | 0.9449 | 0.9881 | | 0.0005 | 57.0 | 5472 | 0.1042 | 0.8990 | 0.9468 | 0.9223 | 94 | 0.9337 | 0.9281 | 0.9309 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.945 | 0.9497 | 0.9474 | 0.9884 | | 0.0009 | 58.0 | 5568 | 0.1057 | 0.9082 | 0.9468 | 0.9271 | 94 | 0.9202 | 0.8982 | 0.9091 | 167 | 0.9853 | 0.9781 | 0.9817 | 137 | 0.9395 | 0.9372 | 0.9384 | 0.9876 | | 0.001 | 59.0 | 5664 | 0.1034 | 0.8911 | 0.9574 | 0.9231 | 94 | 0.9277 | 0.9222 | 0.9249 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9426 | 0.9497 | 0.9462 | 0.9873 | | 0.0012 | 60.0 | 5760 | 0.0910 | 0.9072 | 0.9362 | 0.9215 | 94 | 0.9337 | 0.9281 | 0.9309 | 167 | 0.9779 | 0.9708 | 0.9744 | 137 | 0.9424 | 0.9447 | 0.9435 | 0.9887 | | 0.0008 | 61.0 | 5856 | 0.0987 | 0.9247 | 0.9149 | 0.9198 | 94 | 0.9102 | 0.9102 | 0.9102 | 167 | 0.9779 | 0.9708 | 0.9744 | 137 | 0.9369 | 0.9322 | 0.9345 | 0.9862 | | 0.0005 | 62.0 | 5952 | 0.1056 | 0.8889 | 0.9362 | 0.9119 | 94 | 0.9387 | 0.9162 | 0.9273 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9470 | 0.9422 | 0.9446 | 0.9876 | | 0.0006 | 63.0 | 6048 | 0.1050 | 0.8980 | 0.9362 | 0.9167 | 94 | 0.9268 | 0.9102 | 0.9184 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9421 | 0.9397 | 0.9409 | 0.9873 | | 0.0013 | 64.0 | 6144 | 0.0956 | 0.9072 | 0.9362 | 0.9215 | 94 | 0.9329 | 0.9162 | 0.9245 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9494 | 0.9422 | 0.9458 | 0.9884 | | 0.0006 | 65.0 | 6240 | 0.1061 | 0.9082 | 0.9468 | 0.9271 | 94 | 0.9313 | 0.8922 | 0.9113 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9490 | 0.9347 | 0.9418 | 0.9854 | | 0.0008 | 66.0 | 6336 | 0.1032 | 0.8980 | 0.9362 | 0.9167 | 94 | 0.9325 | 0.9102 | 0.9212 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9444 | 0.9397 | 0.9421 | 0.9881 | | 0.0004 | 67.0 | 6432 | 0.0961 | 0.8980 | 0.9362 | 0.9167 | 94 | 0.9273 | 0.9162 | 0.9217 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9446 | 0.9422 | 0.9434 | 0.9890 | | 0.0008 | 68.0 | 6528 | 0.0979 | 0.88 | 0.9362 | 0.9072 | 94 | 0.925 | 0.8862 | 0.9052 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9367 | 0.9296 | 0.9332 | 0.9870 | | 0.0013 | 69.0 | 6624 | 0.1021 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9162 | 0.9162 | 0.9162 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9377 | 0.9447 | 0.9412 | 0.9870 | | 0.0004 | 70.0 | 6720 | 0.0933 | 0.88 | 0.9362 | 0.9072 | 94 | 0.9264 | 0.9042 | 0.9152 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9395 | 0.9372 | 0.9384 | 0.9881 | | 0.001 | 71.0 | 6816 | 0.0892 | 0.8788 | 0.9255 | 0.9016 | 94 | 0.9264 | 0.9042 | 0.9152 | 167 | 0.9852 | 0.9708 | 0.9779 | 137 | 0.9345 | 0.9322 | 0.9333 | 0.9881 | | 0.0006 | 72.0 | 6912 | 0.0966 | 0.9091 | 0.9574 | 0.9326 | 94 | 0.9509 | 0.9281 | 0.9394 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9547 | 0.9523 | 0.9535 | 0.9892 | | 0.0006 | 73.0 | 7008 | 0.0997 | 0.8911 | 0.9574 | 0.9231 | 94 | 0.9441 | 0.9102 | 0.9268 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9495 | 0.9447 | 0.9471 | 0.9884 | | 0.0004 | 74.0 | 7104 | 0.1035 | 0.8824 | 0.9574 | 0.9184 | 94 | 0.9497 | 0.9042 | 0.9264 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9470 | 0.9422 | 0.9446 | 0.9881 | | 0.0005 | 75.0 | 7200 | 0.1036 | 0.8788 | 0.9255 | 0.9016 | 94 | 0.9371 | 0.8922 | 0.9141 | 167 | 0.9852 | 0.9708 | 0.9779 | 137 | 0.9389 | 0.9271 | 0.9330 | 0.9870 | | 0.0004 | 76.0 | 7296 | 0.0978 | 0.8788 | 0.9255 | 0.9016 | 94 | 0.9317 | 0.8982 | 0.9146 | 167 | 0.9638 | 0.9708 | 0.9673 | 137 | 0.9296 | 0.9296 | 0.9296 | 0.9867 | | 0.0004 | 77.0 | 7392 | 0.0896 | 0.88 | 0.9362 | 0.9072 | 94 | 0.9273 | 0.9162 | 0.9217 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9375 | 0.9422 | 0.9398 | 0.9887 | | 0.0007 | 78.0 | 7488 | 0.1034 | 0.8889 | 0.9362 | 0.9119 | 94 | 0.9308 | 0.8862 | 0.9080 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9439 | 0.9296 | 0.9367 | 0.9878 | | 0.0004 | 79.0 | 7584 | 0.1117 | 0.8812 | 0.9468 | 0.9128 | 94 | 0.9259 | 0.8982 | 0.9119 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9395 | 0.9372 | 0.9384 | 0.9873 | | 0.0006 | 80.0 | 7680 | 0.1053 | 0.8980 | 0.9362 | 0.9167 | 94 | 0.9017 | 0.9341 | 0.9176 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9333 | 0.9497 | 0.9415 | 0.9873 | | 0.0003 | 81.0 | 7776 | 0.1023 | 0.8980 | 0.9362 | 0.9167 | 94 | 0.9222 | 0.9222 | 0.9222 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9424 | 0.9447 | 0.9435 | 0.9884 | | 0.0005 | 82.0 | 7872 | 0.0998 | 0.8990 | 0.9468 | 0.9223 | 94 | 0.9281 | 0.9281 | 0.9281 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.945 | 0.9497 | 0.9474 | 0.9887 | | 0.0004 | 83.0 | 7968 | 0.1031 | 0.8980 | 0.9362 | 0.9167 | 94 | 0.9222 | 0.9222 | 0.9222 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9424 | 0.9447 | 0.9435 | 0.9884 | | 0.0002 | 84.0 | 8064 | 0.1076 | 0.9072 | 0.9362 | 0.9215 | 94 | 0.9273 | 0.9162 | 0.9217 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9470 | 0.9422 | 0.9446 | 0.9890 | | 0.0008 | 85.0 | 8160 | 0.1031 | 0.9062 | 0.9255 | 0.9158 | 94 | 0.9273 | 0.9162 | 0.9217 | 167 | 0.9925 | 0.9708 | 0.9815 | 137 | 0.9443 | 0.9372 | 0.9407 | 0.9887 | | 0.0003 | 86.0 | 8256 | 0.0967 | 0.9062 | 0.9255 | 0.9158 | 94 | 0.9383 | 0.9102 | 0.9240 | 167 | 0.9925 | 0.9708 | 0.9815 | 137 | 0.9490 | 0.9347 | 0.9418 | 0.9892 | | 0.0005 | 87.0 | 8352 | 0.0978 | 0.8889 | 0.9362 | 0.9119 | 94 | 0.9317 | 0.8982 | 0.9146 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9442 | 0.9347 | 0.9394 | 0.9884 | | 0.0003 | 88.0 | 8448 | 0.1104 | 0.8889 | 0.9362 | 0.9119 | 94 | 0.9375 | 0.8982 | 0.9174 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9466 | 0.9347 | 0.9406 | 0.9881 | | 0.0005 | 89.0 | 8544 | 0.1069 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9441 | 0.9102 | 0.9268 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9494 | 0.9422 | 0.9458 | 0.9887 | | 0.0003 | 90.0 | 8640 | 0.1071 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9441 | 0.9102 | 0.9268 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9494 | 0.9422 | 0.9458 | 0.9887 | | 0.0005 | 91.0 | 8736 | 0.1068 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9441 | 0.9102 | 0.9268 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9494 | 0.9422 | 0.9458 | 0.9887 | | 0.0004 | 92.0 | 8832 | 0.1078 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9444 | 0.9162 | 0.9301 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9495 | 0.9447 | 0.9471 | 0.9890 | | 0.0003 | 93.0 | 8928 | 0.1079 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9444 | 0.9162 | 0.9301 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9495 | 0.9447 | 0.9471 | 0.9890 | | 0.0004 | 94.0 | 9024 | 0.1082 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9387 | 0.9162 | 0.9273 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9471 | 0.9447 | 0.9459 | 0.9887 | | 0.0003 | 95.0 | 9120 | 0.1080 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9387 | 0.9162 | 0.9273 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9471 | 0.9447 | 0.9459 | 0.9887 | | 0.0003 | 96.0 | 9216 | 0.1082 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9387 | 0.9162 | 0.9273 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9471 | 0.9447 | 0.9459 | 0.9887 | | 0.0002 | 97.0 | 9312 | 0.1080 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9387 | 0.9162 | 0.9273 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9471 | 0.9447 | 0.9459 | 0.9887 | | 0.0003 | 98.0 | 9408 | 0.1080 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9444 | 0.9162 | 0.9301 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9495 | 0.9447 | 0.9471 | 0.9890 | | 0.0003 | 99.0 | 9504 | 0.1085 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9387 | 0.9162 | 0.9273 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9471 | 0.9447 | 0.9459 | 0.9887 | | 0.0002 | 100.0 | 9600 | 0.1084 | 0.89 | 0.9468 | 0.9175 | 94 | 0.9387 | 0.9162 | 0.9273 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9471 | 0.9447 | 0.9459 | 0.9887 | ### Framework versions - Transformers 4.39.3 - Pytorch 2.3.0+cu121 - Datasets 2.19.1 - Tokenizers 0.15.2