nerui-lora-r8-3
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: 0.0484
- Location Precision: 0.9
- Location Recall: 0.9419
- Location F1: 0.9205
- Location Number: 86
- Organization Precision: 0.9364
- Organization Recall: 0.9101
- Organization F1: 0.9231
- Organization Number: 178
- Person Precision: 0.9843
- Person Recall: 0.9766
- Person F1: 0.9804
- Person Number: 128
- Overall Precision: 0.9436
- Overall Recall: 0.9388
- Overall F1: 0.9412
- Overall Accuracy: 0.9846
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.1489 | 1.0 | 96 | 0.6808 | 0.0 | 0.0 | 0.0 | 86 | 0.0 | 0.0 | 0.0 | 178 | 0.0 | 0.0 | 0.0 | 128 | 0.0 | 0.0 | 0.0 | 0.8435 |
0.6648 | 2.0 | 192 | 0.5508 | 0.0 | 0.0 | 0.0 | 86 | 0.5 | 0.0056 | 0.0111 | 178 | 0.0 | 0.0 | 0.0 | 128 | 0.3333 | 0.0026 | 0.0051 | 0.8437 |
0.5545 | 3.0 | 288 | 0.4324 | 0.0 | 0.0 | 0.0 | 86 | 0.3793 | 0.0618 | 0.1063 | 178 | 0.3714 | 0.1016 | 0.1595 | 128 | 0.3636 | 0.0612 | 0.1048 | 0.8543 |
0.4347 | 4.0 | 384 | 0.3185 | 0.3077 | 0.0465 | 0.0808 | 86 | 0.3876 | 0.2809 | 0.3257 | 178 | 0.4167 | 0.5078 | 0.4577 | 128 | 0.3993 | 0.3036 | 0.3449 | 0.8910 |
0.3178 | 5.0 | 480 | 0.2349 | 0.5714 | 0.3721 | 0.4507 | 86 | 0.5476 | 0.6461 | 0.5928 | 178 | 0.5890 | 0.75 | 0.6598 | 128 | 0.5664 | 0.6199 | 0.5920 | 0.9320 |
0.2406 | 6.0 | 576 | 0.1835 | 0.7407 | 0.6977 | 0.7186 | 86 | 0.6716 | 0.7584 | 0.7124 | 178 | 0.7467 | 0.875 | 0.8058 | 128 | 0.7106 | 0.7832 | 0.7451 | 0.9536 |
0.1942 | 7.0 | 672 | 0.1519 | 0.7701 | 0.7791 | 0.7746 | 86 | 0.7114 | 0.8034 | 0.7546 | 178 | 0.8786 | 0.9609 | 0.9179 | 128 | 0.7780 | 0.8495 | 0.8122 | 0.9625 |
0.1647 | 8.0 | 768 | 0.1279 | 0.7882 | 0.7791 | 0.7836 | 86 | 0.7487 | 0.8034 | 0.7751 | 178 | 0.8986 | 0.9688 | 0.9323 | 128 | 0.8068 | 0.8520 | 0.8288 | 0.9660 |
0.1479 | 9.0 | 864 | 0.1130 | 0.7978 | 0.8256 | 0.8114 | 86 | 0.7602 | 0.8371 | 0.7968 | 178 | 0.9118 | 0.9688 | 0.9394 | 128 | 0.8171 | 0.8776 | 0.8462 | 0.9690 |
0.135 | 10.0 | 960 | 0.1037 | 0.7660 | 0.8372 | 0.8 | 86 | 0.7755 | 0.8539 | 0.8128 | 178 | 0.9179 | 0.9609 | 0.9389 | 128 | 0.8184 | 0.8852 | 0.8505 | 0.9682 |
0.1317 | 11.0 | 1056 | 0.0951 | 0.7935 | 0.8488 | 0.8202 | 86 | 0.8182 | 0.8596 | 0.8384 | 178 | 0.9466 | 0.9688 | 0.9575 | 128 | 0.8537 | 0.8929 | 0.8728 | 0.9733 |
0.1196 | 12.0 | 1152 | 0.0904 | 0.7708 | 0.8605 | 0.8132 | 86 | 0.8404 | 0.8876 | 0.8634 | 178 | 0.9328 | 0.9766 | 0.9542 | 128 | 0.8541 | 0.9107 | 0.8815 | 0.9749 |
0.1108 | 13.0 | 1248 | 0.0824 | 0.7979 | 0.8721 | 0.8333 | 86 | 0.8466 | 0.8989 | 0.8719 | 178 | 0.9466 | 0.9688 | 0.9575 | 128 | 0.8671 | 0.9158 | 0.8908 | 0.9768 |
0.107 | 14.0 | 1344 | 0.0797 | 0.8 | 0.8837 | 0.8398 | 86 | 0.8729 | 0.8876 | 0.8802 | 178 | 0.9394 | 0.9688 | 0.9538 | 128 | 0.8775 | 0.9133 | 0.895 | 0.9781 |
0.1063 | 15.0 | 1440 | 0.0760 | 0.7872 | 0.8605 | 0.8222 | 86 | 0.8610 | 0.9045 | 0.8822 | 178 | 0.9394 | 0.9688 | 0.9538 | 128 | 0.8692 | 0.9158 | 0.8919 | 0.9776 |
0.1 | 16.0 | 1536 | 0.0724 | 0.8462 | 0.8953 | 0.8701 | 86 | 0.8703 | 0.9045 | 0.8871 | 178 | 0.9538 | 0.9688 | 0.9612 | 128 | 0.8916 | 0.9235 | 0.9073 | 0.9795 |
0.095 | 17.0 | 1632 | 0.0705 | 0.8261 | 0.8837 | 0.8539 | 86 | 0.8710 | 0.9101 | 0.8901 | 178 | 0.9466 | 0.9688 | 0.9575 | 128 | 0.8851 | 0.9235 | 0.9039 | 0.9789 |
0.0932 | 18.0 | 1728 | 0.0698 | 0.8370 | 0.8953 | 0.8652 | 86 | 0.8944 | 0.9045 | 0.8994 | 178 | 0.9466 | 0.9688 | 0.9575 | 128 | 0.8983 | 0.9235 | 0.9107 | 0.9803 |
0.0871 | 19.0 | 1824 | 0.0672 | 0.8387 | 0.9070 | 0.8715 | 86 | 0.8944 | 0.9045 | 0.8994 | 178 | 0.9466 | 0.9688 | 0.9575 | 128 | 0.8985 | 0.9260 | 0.9121 | 0.9800 |
0.0883 | 20.0 | 1920 | 0.0650 | 0.8298 | 0.9070 | 0.8667 | 86 | 0.8944 | 0.9045 | 0.8994 | 178 | 0.9612 | 0.9688 | 0.9650 | 128 | 0.9007 | 0.9260 | 0.9132 | 0.9803 |
0.0832 | 21.0 | 2016 | 0.0651 | 0.8298 | 0.9070 | 0.8667 | 86 | 0.8994 | 0.9045 | 0.9020 | 178 | 0.9612 | 0.9688 | 0.9650 | 128 | 0.9030 | 0.9260 | 0.9144 | 0.9811 |
0.0829 | 22.0 | 2112 | 0.0645 | 0.8125 | 0.9070 | 0.8571 | 86 | 0.8663 | 0.9101 | 0.8877 | 178 | 0.9466 | 0.9688 | 0.9575 | 128 | 0.8792 | 0.9286 | 0.9032 | 0.9787 |
0.0789 | 23.0 | 2208 | 0.0601 | 0.8211 | 0.9070 | 0.8619 | 86 | 0.8994 | 0.9045 | 0.9020 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9055 | 0.9286 | 0.9169 | 0.9819 |
0.078 | 24.0 | 2304 | 0.0612 | 0.8211 | 0.9070 | 0.8619 | 86 | 0.8927 | 0.8876 | 0.8901 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9025 | 0.9209 | 0.9116 | 0.9806 |
0.0756 | 25.0 | 2400 | 0.0594 | 0.8298 | 0.9070 | 0.8667 | 86 | 0.9045 | 0.9045 | 0.9045 | 178 | 0.9615 | 0.9766 | 0.9690 | 128 | 0.9055 | 0.9286 | 0.9169 | 0.9806 |
0.0767 | 26.0 | 2496 | 0.0588 | 0.7822 | 0.9186 | 0.8449 | 86 | 0.8960 | 0.8708 | 0.8832 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.8930 | 0.9158 | 0.9043 | 0.9800 |
0.0721 | 27.0 | 2592 | 0.0561 | 0.8125 | 0.9070 | 0.8571 | 86 | 0.8852 | 0.9101 | 0.8975 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.8968 | 0.9311 | 0.9136 | 0.9814 |
0.0719 | 28.0 | 2688 | 0.0559 | 0.8404 | 0.9186 | 0.8778 | 86 | 0.9040 | 0.8989 | 0.9014 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9123 | 0.9286 | 0.9204 | 0.9819 |
0.0702 | 29.0 | 2784 | 0.0543 | 0.8478 | 0.9070 | 0.8764 | 86 | 0.9016 | 0.9270 | 0.9141 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9132 | 0.9388 | 0.9258 | 0.9816 |
0.0711 | 30.0 | 2880 | 0.0539 | 0.8667 | 0.9070 | 0.8864 | 86 | 0.9066 | 0.9270 | 0.9167 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9177 | 0.9388 | 0.9281 | 0.9819 |
0.067 | 31.0 | 2976 | 0.0576 | 0.8061 | 0.9186 | 0.8587 | 86 | 0.9101 | 0.9101 | 0.9101 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9059 | 0.9337 | 0.9196 | 0.9819 |
0.0664 | 32.0 | 3072 | 0.0567 | 0.8211 | 0.9070 | 0.8619 | 86 | 0.9011 | 0.9213 | 0.9111 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9039 | 0.9362 | 0.9198 | 0.9814 |
0.0642 | 33.0 | 3168 | 0.0558 | 0.8316 | 0.9186 | 0.8729 | 86 | 0.9096 | 0.9045 | 0.9070 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9125 | 0.9311 | 0.9217 | 0.9825 |
0.0642 | 34.0 | 3264 | 0.0545 | 0.8587 | 0.9186 | 0.8876 | 86 | 0.9157 | 0.9157 | 0.9157 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9221 | 0.9362 | 0.9291 | 0.9835 |
0.0624 | 35.0 | 3360 | 0.0542 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9111 | 0.9213 | 0.9162 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9223 | 0.9388 | 0.9305 | 0.9830 |
0.0651 | 36.0 | 3456 | 0.0535 | 0.8778 | 0.9186 | 0.8977 | 86 | 0.9213 | 0.9213 | 0.9213 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9270 | 0.9388 | 0.9328 | 0.9833 |
0.0635 | 37.0 | 3552 | 0.0523 | 0.8864 | 0.9070 | 0.8966 | 86 | 0.9111 | 0.9213 | 0.9162 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9268 | 0.9362 | 0.9315 | 0.9833 |
0.0617 | 38.0 | 3648 | 0.0528 | 0.8587 | 0.9186 | 0.8876 | 86 | 0.9157 | 0.9157 | 0.9157 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9221 | 0.9362 | 0.9291 | 0.9838 |
0.0581 | 39.0 | 3744 | 0.0548 | 0.8061 | 0.9186 | 0.8587 | 86 | 0.9091 | 0.8989 | 0.9040 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9055 | 0.9286 | 0.9169 | 0.9827 |
0.0597 | 40.0 | 3840 | 0.0510 | 0.8778 | 0.9186 | 0.8977 | 86 | 0.9270 | 0.9270 | 0.9270 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9846 |
0.0569 | 41.0 | 3936 | 0.0505 | 0.8778 | 0.9186 | 0.8977 | 86 | 0.9270 | 0.9270 | 0.9270 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9849 |
0.0579 | 42.0 | 4032 | 0.0504 | 0.8778 | 0.9186 | 0.8977 | 86 | 0.9270 | 0.9270 | 0.9270 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9843 |
0.0564 | 43.0 | 4128 | 0.0506 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9106 | 0.9157 | 0.9132 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9244 | 0.9362 | 0.9303 | 0.9843 |
0.0572 | 44.0 | 4224 | 0.0499 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9116 | 0.9270 | 0.9192 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9248 | 0.9413 | 0.9330 | 0.9849 |
0.0563 | 45.0 | 4320 | 0.0488 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9213 | 0.9213 | 0.9213 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9293 | 0.9388 | 0.9340 | 0.9843 |
0.0594 | 46.0 | 4416 | 0.0507 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9167 | 0.9270 | 0.9218 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9248 | 0.9413 | 0.9330 | 0.9841 |
0.0545 | 47.0 | 4512 | 0.0497 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9162 | 0.9213 | 0.9188 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9246 | 0.9388 | 0.9316 | 0.9846 |
0.0536 | 48.0 | 4608 | 0.0487 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9162 | 0.9213 | 0.9188 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9246 | 0.9388 | 0.9316 | 0.9849 |
0.0556 | 49.0 | 4704 | 0.0501 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9096 | 0.9045 | 0.9070 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9217 | 0.9311 | 0.9264 | 0.9833 |
0.0522 | 50.0 | 4800 | 0.0506 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9162 | 0.9213 | 0.9188 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9271 | 0.9413 | 0.9342 | 0.9854 |
0.0527 | 51.0 | 4896 | 0.0496 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9318 | 0.9213 | 0.9266 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9342 | 0.9413 | 0.9377 | 0.9852 |
0.0529 | 52.0 | 4992 | 0.0490 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9266 | 0.9213 | 0.9239 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9293 | 0.9388 | 0.9340 | 0.9852 |
0.0522 | 53.0 | 5088 | 0.0494 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9157 | 0.9157 | 0.9157 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9270 | 0.9388 | 0.9328 | 0.9846 |
0.0525 | 54.0 | 5184 | 0.0482 | 0.8889 | 0.9302 | 0.9091 | 86 | 0.9270 | 0.9270 | 0.9270 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9860 |
0.0512 | 55.0 | 5280 | 0.0488 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9318 | 0.9213 | 0.9266 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9854 |
0.053 | 56.0 | 5376 | 0.0487 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9205 | 0.9101 | 0.9153 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9291 | 0.9362 | 0.9327 | 0.9849 |
0.0498 | 57.0 | 5472 | 0.0486 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9209 | 0.9157 | 0.9183 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9293 | 0.9388 | 0.9340 | 0.9846 |
0.0504 | 58.0 | 5568 | 0.0489 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9318 | 0.9213 | 0.9266 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9854 |
0.0456 | 59.0 | 5664 | 0.0492 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9148 | 0.9045 | 0.9096 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9242 | 0.9337 | 0.9289 | 0.9846 |
0.0504 | 60.0 | 5760 | 0.0475 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9153 | 0.9101 | 0.9127 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9242 | 0.9337 | 0.9289 | 0.9849 |
0.0494 | 61.0 | 5856 | 0.0476 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9315 | 0.9362 | 0.9338 | 0.9852 |
0.046 | 62.0 | 5952 | 0.0478 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9318 | 0.9213 | 0.9266 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9391 | 0.9439 | 0.9415 | 0.9860 |
0.0463 | 63.0 | 6048 | 0.0485 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9162 | 0.9213 | 0.9188 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9223 | 0.9388 | 0.9305 | 0.9849 |
0.0452 | 64.0 | 6144 | 0.0482 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9213 | 0.9213 | 0.9213 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9295 | 0.9413 | 0.9354 | 0.9852 |
0.0446 | 65.0 | 6240 | 0.0492 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9111 | 0.9213 | 0.9162 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9271 | 0.9413 | 0.9342 | 0.9854 |
0.0463 | 66.0 | 6336 | 0.0495 | 0.8587 | 0.9186 | 0.8876 | 86 | 0.9101 | 0.9101 | 0.9101 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9196 | 0.9337 | 0.9266 | 0.9843 |
0.0466 | 67.0 | 6432 | 0.0491 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9101 | 0.9101 | 0.9101 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9244 | 0.9362 | 0.9303 | 0.9846 |
0.0451 | 68.0 | 6528 | 0.0499 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9111 | 0.9213 | 0.9162 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9248 | 0.9413 | 0.9330 | 0.9852 |
0.047 | 69.0 | 6624 | 0.0493 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9209 | 0.9157 | 0.9183 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9270 | 0.9388 | 0.9328 | 0.9852 |
0.0435 | 70.0 | 6720 | 0.0485 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9157 | 0.9157 | 0.9157 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9270 | 0.9388 | 0.9328 | 0.9849 |
0.045 | 71.0 | 6816 | 0.0490 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9111 | 0.9213 | 0.9162 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9248 | 0.9413 | 0.9330 | 0.9852 |
0.0458 | 72.0 | 6912 | 0.0497 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9257 | 0.9101 | 0.9178 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9340 | 0.9388 | 0.9364 | 0.9849 |
0.0442 | 73.0 | 7008 | 0.0495 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9157 | 0.9157 | 0.9157 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9295 | 0.9413 | 0.9354 | 0.9854 |
0.0442 | 74.0 | 7104 | 0.0490 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9153 | 0.9101 | 0.9127 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9293 | 0.9388 | 0.9340 | 0.9852 |
0.0437 | 75.0 | 7200 | 0.0487 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9209 | 0.9157 | 0.9183 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9268 | 0.9362 | 0.9315 | 0.9841 |
0.0458 | 76.0 | 7296 | 0.0493 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9209 | 0.9157 | 0.9183 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9316 | 0.9388 | 0.9352 | 0.9843 |
0.0448 | 77.0 | 7392 | 0.0487 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9153 | 0.9101 | 0.9127 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9266 | 0.9337 | 0.9301 | 0.9838 |
0.0451 | 78.0 | 7488 | 0.0495 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9209 | 0.9157 | 0.9183 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9293 | 0.9388 | 0.9340 | 0.9843 |
0.0449 | 79.0 | 7584 | 0.0498 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9213 | 0.9213 | 0.9213 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9846 |
0.0436 | 80.0 | 7680 | 0.0493 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9205 | 0.9101 | 0.9153 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9291 | 0.9362 | 0.9327 | 0.9843 |
0.044 | 81.0 | 7776 | 0.0494 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9209 | 0.9157 | 0.9183 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9852 |
0.0438 | 82.0 | 7872 | 0.0485 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9257 | 0.9101 | 0.9178 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9291 | 0.9362 | 0.9327 | 0.9846 |
0.0434 | 83.0 | 7968 | 0.0482 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9162 | 0.9213 | 0.9188 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9296 | 0.9439 | 0.9367 | 0.9857 |
0.0418 | 84.0 | 8064 | 0.0485 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9101 | 0.9101 | 0.9101 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9221 | 0.9362 | 0.9291 | 0.9846 |
0.0424 | 85.0 | 8160 | 0.0484 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9310 | 0.9101 | 0.9205 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9364 | 0.9388 | 0.9376 | 0.9849 |
0.042 | 86.0 | 8256 | 0.0482 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9266 | 0.9213 | 0.9239 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9367 | 0.9439 | 0.9403 | 0.9857 |
0.0431 | 87.0 | 8352 | 0.0482 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9257 | 0.9101 | 0.9178 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9340 | 0.9388 | 0.9364 | 0.9852 |
0.0417 | 88.0 | 8448 | 0.0482 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9257 | 0.9101 | 0.9178 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9364 | 0.9388 | 0.9376 | 0.9849 |
0.0421 | 89.0 | 8544 | 0.0482 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9261 | 0.9157 | 0.9209 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9365 | 0.9413 | 0.9389 | 0.9854 |
0.0412 | 90.0 | 8640 | 0.0485 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9257 | 0.9101 | 0.9178 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9364 | 0.9388 | 0.9376 | 0.9852 |
0.0407 | 91.0 | 8736 | 0.0484 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9310 | 0.9101 | 0.9205 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9388 | 0.9388 | 0.9388 | 0.9849 |
0.0405 | 92.0 | 8832 | 0.0487 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9364 | 0.9101 | 0.9231 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9436 | 0.9388 | 0.9412 | 0.9846 |
0.0447 | 93.0 | 8928 | 0.0487 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9364 | 0.9101 | 0.9231 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9436 | 0.9388 | 0.9412 | 0.9846 |
0.0402 | 94.0 | 9024 | 0.0487 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9310 | 0.9101 | 0.9205 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9412 | 0.9388 | 0.9400 | 0.9849 |
0.0406 | 95.0 | 9120 | 0.0485 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9364 | 0.9101 | 0.9231 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9436 | 0.9388 | 0.9412 | 0.9846 |
0.0413 | 96.0 | 9216 | 0.0485 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9364 | 0.9101 | 0.9231 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9436 | 0.9388 | 0.9412 | 0.9846 |
0.0404 | 97.0 | 9312 | 0.0484 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9368 | 0.9157 | 0.9261 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9437 | 0.9413 | 0.9425 | 0.9852 |
0.0403 | 98.0 | 9408 | 0.0485 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9364 | 0.9101 | 0.9231 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9436 | 0.9388 | 0.9412 | 0.9846 |
0.0403 | 99.0 | 9504 | 0.0484 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9364 | 0.9101 | 0.9231 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9436 | 0.9388 | 0.9412 | 0.9846 |
0.0417 | 100.0 | 9600 | 0.0484 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9364 | 0.9101 | 0.9231 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9436 | 0.9388 | 0.9412 | 0.9846 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
Model tree for apwic/nerui-lora-r8-3
Base model
indolem/indobert-base-uncased