nerui-unipelt-0
This model is a fine-tuned version of indolem/indobert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0592
- Location Precision: 0.8738
- Location Recall: 0.9574
- Location F1: 0.9137
- Location Number: 94
- Organization Precision: 0.8994
- Organization Recall: 0.9102
- Organization F1: 0.9048
- Organization Number: 167
- Person Precision: 0.9781
- Person Recall: 0.9781
- Person F1: 0.9781
- Person Number: 137
- Overall Precision: 0.9193
- Overall Recall: 0.9447
- Overall F1: 0.9318
- Overall Accuracy: 0.9867
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.8691 | 1.0 | 96 | 0.5068 | 0.0 | 0.0 | 0.0 | 94 | 0.6667 | 0.0120 | 0.0235 | 167 | 0.1429 | 0.0073 | 0.0139 | 137 | 0.3 | 0.0075 | 0.0147 | 0.8351 |
0.3831 | 2.0 | 192 | 0.2198 | 0.3763 | 0.3723 | 0.3743 | 94 | 0.4935 | 0.6826 | 0.5729 | 167 | 0.7453 | 0.8759 | 0.8054 | 137 | 0.5546 | 0.6759 | 0.6093 | 0.9318 |
0.1821 | 3.0 | 288 | 0.0957 | 0.7789 | 0.7872 | 0.7831 | 94 | 0.7407 | 0.8383 | 0.7865 | 167 | 0.9571 | 0.9781 | 0.9675 | 137 | 0.8208 | 0.8744 | 0.8467 | 0.9691 |
0.1207 | 4.0 | 384 | 0.0757 | 0.7632 | 0.9255 | 0.8365 | 94 | 0.7865 | 0.8383 | 0.8116 | 167 | 0.9712 | 0.9854 | 0.9783 | 137 | 0.8399 | 0.9095 | 0.8733 | 0.9740 |
0.0982 | 5.0 | 480 | 0.0582 | 0.8020 | 0.8617 | 0.8308 | 94 | 0.8820 | 0.8503 | 0.8659 | 167 | 0.9571 | 0.9781 | 0.9675 | 137 | 0.8881 | 0.8970 | 0.8925 | 0.9796 |
0.0798 | 6.0 | 576 | 0.0528 | 0.8019 | 0.9043 | 0.8500 | 94 | 0.8571 | 0.8982 | 0.8772 | 167 | 0.9855 | 0.9927 | 0.9891 | 137 | 0.8854 | 0.9322 | 0.9082 | 0.9818 |
0.0718 | 7.0 | 672 | 0.0513 | 0.7857 | 0.9362 | 0.8544 | 94 | 0.8735 | 0.8683 | 0.8709 | 167 | 0.9783 | 0.9854 | 0.9818 | 137 | 0.8846 | 0.9246 | 0.9042 | 0.9815 |
0.0652 | 8.0 | 768 | 0.0449 | 0.8241 | 0.9468 | 0.8812 | 94 | 0.8848 | 0.8743 | 0.8795 | 167 | 0.9926 | 0.9854 | 0.9890 | 137 | 0.9046 | 0.9296 | 0.9170 | 0.9840 |
0.0583 | 9.0 | 864 | 0.0453 | 0.8333 | 0.9574 | 0.8911 | 94 | 0.8963 | 0.8802 | 0.8882 | 167 | 0.9927 | 0.9927 | 0.9927 | 137 | 0.9120 | 0.9372 | 0.9244 | 0.9848 |
0.0527 | 10.0 | 960 | 0.0432 | 0.8544 | 0.9362 | 0.8934 | 94 | 0.8613 | 0.8922 | 0.8765 | 167 | 1.0 | 0.9781 | 0.9889 | 137 | 0.9049 | 0.9322 | 0.9183 | 0.9829 |
0.0489 | 11.0 | 1056 | 0.0411 | 0.8641 | 0.9468 | 0.9036 | 94 | 0.8922 | 0.8922 | 0.8922 | 167 | 0.9854 | 0.9854 | 0.9854 | 137 | 0.9165 | 0.9372 | 0.9267 | 0.9854 |
0.0463 | 12.0 | 1152 | 0.0461 | 0.8641 | 0.9468 | 0.9036 | 94 | 0.8795 | 0.8743 | 0.8769 | 167 | 0.9926 | 0.9854 | 0.9890 | 137 | 0.9136 | 0.9296 | 0.9215 | 0.9840 |
0.0432 | 13.0 | 1248 | 0.0435 | 0.8396 | 0.9468 | 0.89 | 94 | 0.8817 | 0.8922 | 0.8869 | 167 | 0.9779 | 0.9708 | 0.9744 | 137 | 0.9027 | 0.9322 | 0.9172 | 0.9851 |
0.0394 | 14.0 | 1344 | 0.0464 | 0.8529 | 0.9255 | 0.8878 | 94 | 0.8795 | 0.8743 | 0.8769 | 167 | 0.9571 | 0.9781 | 0.9675 | 137 | 0.8995 | 0.9221 | 0.9107 | 0.9820 |
0.0366 | 15.0 | 1440 | 0.0398 | 0.8980 | 0.9362 | 0.9167 | 94 | 0.9102 | 0.9102 | 0.9102 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9303 | 0.9397 | 0.9350 | 0.9856 |
0.0356 | 16.0 | 1536 | 0.0372 | 0.9158 | 0.9255 | 0.9206 | 94 | 0.9012 | 0.9281 | 0.9145 | 167 | 0.9852 | 0.9708 | 0.9779 | 137 | 0.9328 | 0.9422 | 0.9375 | 0.9867 |
0.0308 | 17.0 | 1632 | 0.0406 | 0.8641 | 0.9468 | 0.9036 | 94 | 0.9085 | 0.8922 | 0.9003 | 167 | 0.9710 | 0.9781 | 0.9745 | 137 | 0.9185 | 0.9347 | 0.9265 | 0.9848 |
0.0313 | 18.0 | 1728 | 0.0389 | 0.8725 | 0.9468 | 0.9082 | 94 | 0.9744 | 0.9102 | 0.9412 | 167 | 0.9571 | 0.9781 | 0.9675 | 137 | 0.9422 | 0.9422 | 0.9422 | 0.9876 |
0.0288 | 19.0 | 1824 | 0.0402 | 0.8878 | 0.9255 | 0.9062 | 94 | 0.9383 | 0.9102 | 0.9240 | 167 | 0.9783 | 0.9854 | 0.9818 | 137 | 0.9397 | 0.9397 | 0.9397 | 0.9873 |
0.0263 | 20.0 | 1920 | 0.0443 | 0.8544 | 0.9362 | 0.8934 | 94 | 0.9074 | 0.8802 | 0.8936 | 167 | 0.9783 | 0.9854 | 0.9818 | 137 | 0.9181 | 0.9296 | 0.9238 | 0.9854 |
0.0245 | 21.0 | 2016 | 0.0430 | 0.8365 | 0.9255 | 0.8788 | 94 | 0.8935 | 0.9042 | 0.8988 | 167 | 0.9783 | 0.9854 | 0.9818 | 137 | 0.9075 | 0.9372 | 0.9221 | 0.9848 |
0.0254 | 22.0 | 2112 | 0.0498 | 0.8381 | 0.9362 | 0.8844 | 94 | 0.8929 | 0.8982 | 0.8955 | 167 | 0.9854 | 0.9854 | 0.9854 | 137 | 0.9098 | 0.9372 | 0.9233 | 0.9837 |
0.0232 | 23.0 | 2208 | 0.0435 | 0.8667 | 0.9681 | 0.9146 | 94 | 0.9299 | 0.8743 | 0.9012 | 167 | 0.9854 | 0.9854 | 0.9854 | 137 | 0.9323 | 0.9347 | 0.9335 | 0.9859 |
0.0204 | 24.0 | 2304 | 0.0446 | 0.8679 | 0.9787 | 0.9200 | 94 | 0.8896 | 0.8683 | 0.8788 | 167 | 0.9640 | 0.9781 | 0.9710 | 137 | 0.9093 | 0.9322 | 0.9206 | 0.9856 |
0.0222 | 25.0 | 2400 | 0.0430 | 0.9010 | 0.9681 | 0.9333 | 94 | 0.9102 | 0.9102 | 0.9102 | 167 | 0.9855 | 0.9927 | 0.9891 | 137 | 0.9335 | 0.9523 | 0.9428 | 0.9865 |
0.0204 | 26.0 | 2496 | 0.0383 | 0.8878 | 0.9255 | 0.9062 | 94 | 0.8706 | 0.8862 | 0.8783 | 167 | 0.9783 | 0.9854 | 0.9818 | 137 | 0.9113 | 0.9296 | 0.9204 | 0.9859 |
0.0186 | 27.0 | 2592 | 0.0407 | 0.9167 | 0.9362 | 0.9263 | 94 | 0.8851 | 0.9222 | 0.9032 | 167 | 0.9855 | 0.9927 | 0.9891 | 137 | 0.9265 | 0.9497 | 0.9380 | 0.9873 |
0.0209 | 28.0 | 2688 | 0.0472 | 0.8462 | 0.9362 | 0.8889 | 94 | 0.8922 | 0.8922 | 0.8922 | 167 | 0.9855 | 0.9927 | 0.9891 | 137 | 0.9120 | 0.9372 | 0.9244 | 0.9845 |
0.0171 | 29.0 | 2784 | 0.0443 | 0.8713 | 0.9362 | 0.9026 | 94 | 0.9136 | 0.8862 | 0.8997 | 167 | 0.9783 | 0.9854 | 0.9818 | 137 | 0.9252 | 0.9322 | 0.9287 | 0.9856 |
0.0171 | 30.0 | 2880 | 0.0457 | 0.8958 | 0.9149 | 0.9053 | 94 | 0.8844 | 0.9162 | 0.9 | 167 | 0.9855 | 0.9927 | 0.9891 | 137 | 0.9214 | 0.9422 | 0.9317 | 0.9867 |
0.0164 | 31.0 | 2976 | 0.0497 | 0.8812 | 0.9468 | 0.9128 | 94 | 0.9136 | 0.8862 | 0.8997 | 167 | 0.9926 | 0.9854 | 0.9890 | 137 | 0.9323 | 0.9347 | 0.9335 | 0.9859 |
0.0151 | 32.0 | 3072 | 0.0477 | 0.8812 | 0.9468 | 0.9128 | 94 | 0.9024 | 0.8862 | 0.8943 | 167 | 0.9926 | 0.9854 | 0.9890 | 137 | 0.9277 | 0.9347 | 0.9312 | 0.9854 |
0.0147 | 33.0 | 3168 | 0.0459 | 0.8641 | 0.9468 | 0.9036 | 94 | 0.9080 | 0.8862 | 0.8970 | 167 | 0.9927 | 0.9927 | 0.9927 | 137 | 0.9256 | 0.9372 | 0.9313 | 0.9862 |
0.0142 | 34.0 | 3264 | 0.0485 | 0.8447 | 0.9255 | 0.8832 | 94 | 0.8941 | 0.9102 | 0.9021 | 167 | 0.9927 | 0.9927 | 0.9927 | 137 | 0.9146 | 0.9422 | 0.9282 | 0.9856 |
0.0134 | 35.0 | 3360 | 0.0579 | 0.8257 | 0.9574 | 0.8867 | 94 | 0.9091 | 0.8383 | 0.8723 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.91 | 0.9146 | 0.9123 | 0.9831 |
0.0123 | 36.0 | 3456 | 0.0508 | 0.8725 | 0.9468 | 0.9082 | 94 | 0.9102 | 0.9102 | 0.9102 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9236 | 0.9422 | 0.9328 | 0.9867 |
0.0133 | 37.0 | 3552 | 0.0473 | 0.9158 | 0.9255 | 0.9206 | 94 | 0.8715 | 0.9341 | 0.9017 | 167 | 0.9854 | 0.9854 | 0.9854 | 137 | 0.9197 | 0.9497 | 0.9345 | 0.9862 |
0.0105 | 38.0 | 3648 | 0.0483 | 0.8738 | 0.9574 | 0.9137 | 94 | 0.9212 | 0.9102 | 0.9157 | 167 | 0.9926 | 0.9781 | 0.9853 | 137 | 0.9330 | 0.9447 | 0.9388 | 0.9865 |
0.012 | 39.0 | 3744 | 0.0404 | 0.9293 | 0.9787 | 0.9534 | 94 | 0.9006 | 0.9222 | 0.9112 | 167 | 0.9710 | 0.9781 | 0.9745 | 137 | 0.9314 | 0.9548 | 0.9429 | 0.9895 |
0.0116 | 40.0 | 3840 | 0.0490 | 0.8627 | 0.9362 | 0.8980 | 94 | 0.8862 | 0.8862 | 0.8862 | 167 | 0.9640 | 0.9781 | 0.9710 | 137 | 0.9069 | 0.9296 | 0.9181 | 0.9862 |
0.0104 | 41.0 | 3936 | 0.0579 | 0.8544 | 0.9362 | 0.8934 | 94 | 0.8982 | 0.8982 | 0.8982 | 167 | 0.9927 | 0.9927 | 0.9927 | 137 | 0.9189 | 0.9397 | 0.9292 | 0.9848 |
0.0111 | 42.0 | 4032 | 0.0515 | 0.875 | 0.9681 | 0.9192 | 94 | 0.8902 | 0.8743 | 0.8822 | 167 | 0.9927 | 0.9927 | 0.9927 | 137 | 0.9210 | 0.9372 | 0.9290 | 0.9859 |
0.0094 | 43.0 | 4128 | 0.0655 | 0.8224 | 0.9362 | 0.8756 | 94 | 0.9042 | 0.9042 | 0.9042 | 167 | 0.9927 | 0.9927 | 0.9927 | 137 | 0.9124 | 0.9422 | 0.9271 | 0.9837 |
0.0091 | 44.0 | 4224 | 0.0648 | 0.8396 | 0.9468 | 0.89 | 94 | 0.9006 | 0.8683 | 0.8841 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9109 | 0.9246 | 0.9177 | 0.9845 |
0.0085 | 45.0 | 4320 | 0.0548 | 0.8738 | 0.9574 | 0.9137 | 94 | 0.8844 | 0.9162 | 0.9 | 167 | 0.9783 | 0.9854 | 0.9818 | 137 | 0.9130 | 0.9497 | 0.9310 | 0.9856 |
0.0092 | 46.0 | 4416 | 0.0582 | 0.8544 | 0.9362 | 0.8934 | 94 | 0.8795 | 0.8743 | 0.8769 | 167 | 0.9783 | 0.9854 | 0.9818 | 137 | 0.9066 | 0.9271 | 0.9168 | 0.9837 |
0.0086 | 47.0 | 4512 | 0.0598 | 0.8571 | 0.9574 | 0.9045 | 94 | 0.8929 | 0.8982 | 0.8955 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9122 | 0.9397 | 0.9257 | 0.9848 |
0.0088 | 48.0 | 4608 | 0.0569 | 0.8788 | 0.9255 | 0.9016 | 94 | 0.8929 | 0.8982 | 0.8955 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9183 | 0.9322 | 0.9252 | 0.9845 |
0.0079 | 49.0 | 4704 | 0.0570 | 0.8738 | 0.9574 | 0.9137 | 94 | 0.9 | 0.9162 | 0.9080 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9195 | 0.9472 | 0.9332 | 0.9854 |
0.008 | 50.0 | 4800 | 0.0592 | 0.8544 | 0.9362 | 0.8934 | 94 | 0.9030 | 0.8922 | 0.8976 | 167 | 0.9712 | 0.9854 | 0.9783 | 137 | 0.9140 | 0.9347 | 0.9242 | 0.9837 |
0.0075 | 51.0 | 4896 | 0.0636 | 0.8462 | 0.9362 | 0.8889 | 94 | 0.9241 | 0.8743 | 0.8985 | 167 | 0.9783 | 0.9854 | 0.9818 | 137 | 0.9225 | 0.9271 | 0.9248 | 0.9840 |
0.0065 | 52.0 | 4992 | 0.0522 | 0.8911 | 0.9574 | 0.9231 | 94 | 0.9053 | 0.9162 | 0.9107 | 167 | 0.9783 | 0.9854 | 0.9818 | 137 | 0.9265 | 0.9497 | 0.9380 | 0.9881 |
0.0059 | 53.0 | 5088 | 0.0700 | 0.8396 | 0.9468 | 0.89 | 94 | 0.9141 | 0.8922 | 0.9030 | 167 | 0.9712 | 0.9854 | 0.9783 | 137 | 0.9142 | 0.9372 | 0.9256 | 0.9831 |
0.0061 | 54.0 | 5184 | 0.0684 | 0.8544 | 0.9362 | 0.8934 | 94 | 0.8701 | 0.9222 | 0.8953 | 167 | 0.9779 | 0.9708 | 0.9744 | 137 | 0.9014 | 0.9422 | 0.9214 | 0.9840 |
0.0075 | 55.0 | 5280 | 0.0515 | 0.8990 | 0.9468 | 0.9223 | 94 | 0.9107 | 0.9162 | 0.9134 | 167 | 0.9712 | 0.9854 | 0.9783 | 137 | 0.9286 | 0.9472 | 0.9378 | 0.9870 |
0.0067 | 56.0 | 5376 | 0.0545 | 0.89 | 0.9468 | 0.9175 | 94 | 0.8908 | 0.9281 | 0.9091 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9197 | 0.9497 | 0.9345 | 0.9862 |
0.0068 | 57.0 | 5472 | 0.0620 | 0.8725 | 0.9468 | 0.9082 | 94 | 0.8895 | 0.9162 | 0.9027 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9148 | 0.9447 | 0.9295 | 0.9859 |
0.0064 | 58.0 | 5568 | 0.0645 | 0.8558 | 0.9468 | 0.8990 | 94 | 0.8941 | 0.9102 | 0.9021 | 167 | 0.9854 | 0.9854 | 0.9854 | 137 | 0.9148 | 0.9447 | 0.9295 | 0.9845 |
0.0081 | 59.0 | 5664 | 0.0579 | 0.8627 | 0.9362 | 0.8980 | 94 | 0.8909 | 0.8802 | 0.8855 | 167 | 0.9708 | 0.9708 | 0.9708 | 137 | 0.9109 | 0.9246 | 0.9177 | 0.9845 |
0.0047 | 60.0 | 5760 | 0.0560 | 0.8824 | 0.9574 | 0.9184 | 94 | 0.8862 | 0.8862 | 0.8862 | 167 | 0.9854 | 0.9854 | 0.9854 | 137 | 0.9187 | 0.9372 | 0.9279 | 0.9867 |
0.0051 | 61.0 | 5856 | 0.0563 | 0.8812 | 0.9468 | 0.9128 | 94 | 0.9042 | 0.9042 | 0.9042 | 167 | 0.9854 | 0.9854 | 0.9854 | 137 | 0.9259 | 0.9422 | 0.9340 | 0.9862 |
0.0047 | 62.0 | 5952 | 0.0566 | 0.8738 | 0.9574 | 0.9137 | 94 | 0.9130 | 0.8802 | 0.8963 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9252 | 0.9322 | 0.9287 | 0.9876 |
0.0048 | 63.0 | 6048 | 0.0556 | 0.875 | 0.9681 | 0.9192 | 94 | 0.9107 | 0.9162 | 0.9134 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9242 | 0.9497 | 0.9368 | 0.9870 |
0.0052 | 64.0 | 6144 | 0.0580 | 0.8911 | 0.9574 | 0.9231 | 94 | 0.9125 | 0.8743 | 0.8930 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9296 | 0.9296 | 0.9296 | 0.9878 |
0.0043 | 65.0 | 6240 | 0.0596 | 0.8812 | 0.9468 | 0.9128 | 94 | 0.9006 | 0.8683 | 0.8841 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9223 | 0.9246 | 0.9235 | 0.9862 |
0.0045 | 66.0 | 6336 | 0.0550 | 0.8911 | 0.9574 | 0.9231 | 94 | 0.8941 | 0.9102 | 0.9021 | 167 | 0.9926 | 0.9854 | 0.9890 | 137 | 0.9263 | 0.9472 | 0.9366 | 0.9873 |
0.0055 | 67.0 | 6432 | 0.0650 | 0.87 | 0.9255 | 0.8969 | 94 | 0.8908 | 0.9281 | 0.9091 | 167 | 0.9854 | 0.9854 | 0.9854 | 137 | 0.9173 | 0.9472 | 0.9320 | 0.9859 |
0.0044 | 68.0 | 6528 | 0.0656 | 0.8614 | 0.9255 | 0.8923 | 94 | 0.8929 | 0.8982 | 0.8955 | 167 | 0.9926 | 0.9854 | 0.9890 | 137 | 0.9185 | 0.9347 | 0.9265 | 0.9851 |
0.0043 | 69.0 | 6624 | 0.0586 | 0.8990 | 0.9468 | 0.9223 | 94 | 0.8941 | 0.9102 | 0.9021 | 167 | 0.9926 | 0.9854 | 0.9890 | 137 | 0.9284 | 0.9447 | 0.9365 | 0.9867 |
0.0047 | 70.0 | 6720 | 0.0600 | 0.88 | 0.9362 | 0.9072 | 94 | 0.9146 | 0.8982 | 0.9063 | 167 | 0.9926 | 0.9854 | 0.9890 | 137 | 0.9325 | 0.9372 | 0.9348 | 0.9862 |
0.0039 | 71.0 | 6816 | 0.0705 | 0.8544 | 0.9362 | 0.8934 | 94 | 0.8882 | 0.9042 | 0.8961 | 167 | 0.9854 | 0.9854 | 0.9854 | 137 | 0.9122 | 0.9397 | 0.9257 | 0.9848 |
0.0052 | 72.0 | 6912 | 0.0639 | 0.8713 | 0.9362 | 0.9026 | 94 | 0.8889 | 0.9102 | 0.8994 | 167 | 0.9926 | 0.9854 | 0.9890 | 137 | 0.9191 | 0.9422 | 0.9305 | 0.9859 |
0.0049 | 73.0 | 7008 | 0.0575 | 0.8922 | 0.9681 | 0.9286 | 94 | 0.9157 | 0.9102 | 0.9129 | 167 | 0.9926 | 0.9854 | 0.9890 | 137 | 0.9356 | 0.9497 | 0.9426 | 0.9887 |
0.0046 | 74.0 | 7104 | 0.0575 | 0.8911 | 0.9574 | 0.9231 | 94 | 0.9048 | 0.9102 | 0.9075 | 167 | 0.9926 | 0.9854 | 0.9890 | 137 | 0.9309 | 0.9472 | 0.9390 | 0.9876 |
0.0038 | 75.0 | 7200 | 0.0606 | 0.8812 | 0.9468 | 0.9128 | 94 | 0.9042 | 0.9042 | 0.9042 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9235 | 0.9397 | 0.9315 | 0.9862 |
0.0044 | 76.0 | 7296 | 0.0588 | 0.8889 | 0.9362 | 0.9119 | 94 | 0.9096 | 0.9042 | 0.9069 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9279 | 0.9372 | 0.9325 | 0.9862 |
0.0035 | 77.0 | 7392 | 0.0580 | 0.9020 | 0.9787 | 0.9388 | 94 | 0.9212 | 0.9102 | 0.9157 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9356 | 0.9497 | 0.9426 | 0.9876 |
0.0038 | 78.0 | 7488 | 0.0585 | 0.9 | 0.9574 | 0.9278 | 94 | 0.9202 | 0.8982 | 0.9091 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.935 | 0.9397 | 0.9373 | 0.9867 |
0.0044 | 79.0 | 7584 | 0.0628 | 0.89 | 0.9468 | 0.9175 | 94 | 0.8895 | 0.9162 | 0.9027 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9193 | 0.9447 | 0.9318 | 0.9862 |
0.0035 | 80.0 | 7680 | 0.0628 | 0.88 | 0.9362 | 0.9072 | 94 | 0.8743 | 0.9162 | 0.8947 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9102 | 0.9422 | 0.9259 | 0.9856 |
0.0029 | 81.0 | 7776 | 0.0658 | 0.8558 | 0.9468 | 0.8990 | 94 | 0.8882 | 0.9042 | 0.8961 | 167 | 0.9710 | 0.9781 | 0.9745 | 137 | 0.9078 | 0.9397 | 0.9235 | 0.9848 |
0.0024 | 82.0 | 7872 | 0.0574 | 0.8990 | 0.9468 | 0.9223 | 94 | 0.875 | 0.9222 | 0.8980 | 167 | 0.9708 | 0.9708 | 0.9708 | 137 | 0.9126 | 0.9447 | 0.9284 | 0.9862 |
0.0041 | 83.0 | 7968 | 0.0613 | 0.88 | 0.9362 | 0.9072 | 94 | 0.9048 | 0.9102 | 0.9075 | 167 | 0.9926 | 0.9854 | 0.9890 | 137 | 0.9282 | 0.9422 | 0.9352 | 0.9856 |
0.0041 | 84.0 | 8064 | 0.0559 | 0.8824 | 0.9574 | 0.9184 | 94 | 0.9102 | 0.9102 | 0.9102 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9261 | 0.9447 | 0.9353 | 0.9870 |
0.0035 | 85.0 | 8160 | 0.0533 | 0.9082 | 0.9468 | 0.9271 | 94 | 0.9321 | 0.9042 | 0.9179 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9421 | 0.9397 | 0.9409 | 0.9878 |
0.003 | 86.0 | 8256 | 0.0551 | 0.8835 | 0.9681 | 0.9239 | 94 | 0.9096 | 0.9042 | 0.9069 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9261 | 0.9447 | 0.9353 | 0.9876 |
0.0036 | 87.0 | 8352 | 0.0583 | 0.8824 | 0.9574 | 0.9184 | 94 | 0.8994 | 0.9102 | 0.9048 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9216 | 0.9447 | 0.9330 | 0.9862 |
0.0029 | 88.0 | 8448 | 0.0542 | 0.8824 | 0.9574 | 0.9184 | 94 | 0.9 | 0.9162 | 0.9080 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9218 | 0.9472 | 0.9343 | 0.9867 |
0.0025 | 89.0 | 8544 | 0.0624 | 0.8654 | 0.9574 | 0.9091 | 94 | 0.9091 | 0.8982 | 0.9036 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9212 | 0.9397 | 0.9303 | 0.9862 |
0.0026 | 90.0 | 8640 | 0.0577 | 0.8812 | 0.9468 | 0.9128 | 94 | 0.9212 | 0.9102 | 0.9157 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9305 | 0.9422 | 0.9363 | 0.9873 |
0.003 | 91.0 | 8736 | 0.0582 | 0.8738 | 0.9574 | 0.9137 | 94 | 0.8786 | 0.9102 | 0.8941 | 167 | 0.9926 | 0.9854 | 0.9890 | 137 | 0.9150 | 0.9472 | 0.9309 | 0.9862 |
0.0029 | 92.0 | 8832 | 0.0570 | 0.8738 | 0.9574 | 0.9137 | 94 | 0.8941 | 0.9102 | 0.9021 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9171 | 0.9447 | 0.9307 | 0.9870 |
0.0039 | 93.0 | 8928 | 0.0583 | 0.8835 | 0.9681 | 0.9239 | 94 | 0.9036 | 0.8982 | 0.9009 | 167 | 0.9926 | 0.9854 | 0.9890 | 137 | 0.9284 | 0.9447 | 0.9365 | 0.9867 |
0.0034 | 94.0 | 9024 | 0.0584 | 0.8641 | 0.9468 | 0.9036 | 94 | 0.8889 | 0.9102 | 0.8994 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9124 | 0.9422 | 0.9271 | 0.9867 |
0.0024 | 95.0 | 9120 | 0.0588 | 0.8738 | 0.9574 | 0.9137 | 94 | 0.9152 | 0.9042 | 0.9096 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9259 | 0.9422 | 0.9340 | 0.9873 |
0.0034 | 96.0 | 9216 | 0.0598 | 0.8641 | 0.9468 | 0.9036 | 94 | 0.8824 | 0.8982 | 0.8902 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9098 | 0.9372 | 0.9233 | 0.9856 |
0.003 | 97.0 | 9312 | 0.0613 | 0.8738 | 0.9574 | 0.9137 | 94 | 0.8876 | 0.8982 | 0.8929 | 167 | 0.9708 | 0.9708 | 0.9708 | 137 | 0.9120 | 0.9372 | 0.9244 | 0.9854 |
0.0027 | 98.0 | 9408 | 0.0602 | 0.8738 | 0.9574 | 0.9137 | 94 | 0.8988 | 0.9042 | 0.9015 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9191 | 0.9422 | 0.9305 | 0.9865 |
0.0023 | 99.0 | 9504 | 0.0590 | 0.8738 | 0.9574 | 0.9137 | 94 | 0.8994 | 0.9102 | 0.9048 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9193 | 0.9447 | 0.9318 | 0.9867 |
0.0024 | 100.0 | 9600 | 0.0592 | 0.8738 | 0.9574 | 0.9137 | 94 | 0.8994 | 0.9102 | 0.9048 | 167 | 0.9781 | 0.9781 | 0.9781 | 137 | 0.9193 | 0.9447 | 0.9318 | 0.9867 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
Model tree for apwic/nerui-unipelt-0
Base model
indolem/indobert-base-uncased
Finetuned
this model