nerugm-base-1
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: 0.3065
- Location Precision: 0.7625
- Location Recall: 0.8841
- Location F1: 0.8188
- Location Number: 69
- Organization Precision: 0.7286
- Organization Recall: 0.8361
- Organization F1: 0.7786
- Organization Number: 61
- Person Precision: 0.8922
- Person Recall: 0.9739
- Person F1: 0.9313
- Person Number: 153
- Quantity Precision: 0.7879
- Quantity Recall: 0.8125
- Quantity F1: 0.8
- Quantity Number: 32
- Time Precision: 0.8
- Time Recall: 0.9032
- Time F1: 0.8485
- Time Number: 31
- Overall Precision: 0.8182
- Overall Recall: 0.9104
- Overall F1: 0.8618
- Overall Accuracy: 0.9676
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 | Quantity Precision | Quantity Recall | Quantity F1 | Quantity Number | Time Precision | Time Recall | Time F1 | Time Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.3254 | 1.0 | 106 | 0.1238 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.5902 | 0.5902 | 0.5902 | 61 | 0.8667 | 0.9346 | 0.8994 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.776 | 0.8410 | 0.8072 | 0.9581 |
0.1103 | 2.0 | 212 | 0.1423 | 0.7808 | 0.8261 | 0.8028 | 69 | 0.5612 | 0.9016 | 0.6918 | 61 | 0.8563 | 0.9346 | 0.8938 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7027 | 0.8387 | 0.7647 | 31 | 0.7433 | 0.8873 | 0.8090 | 0.9557 |
0.0719 | 3.0 | 318 | 0.1495 | 0.7532 | 0.8406 | 0.7945 | 69 | 0.5455 | 0.8852 | 0.6750 | 61 | 0.8690 | 0.9542 | 0.9097 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.8438 | 0.8710 | 0.8571 | 31 | 0.7530 | 0.8988 | 0.8195 | 0.9594 |
0.0492 | 4.0 | 424 | 0.1601 | 0.7867 | 0.8551 | 0.8194 | 69 | 0.6585 | 0.8852 | 0.7552 | 61 | 0.8698 | 0.9608 | 0.9130 | 153 | 0.675 | 0.8438 | 0.75 | 32 | 0.675 | 0.8710 | 0.7606 | 31 | 0.7734 | 0.9075 | 0.8351 | 0.9621 |
0.0315 | 5.0 | 530 | 0.1781 | 0.7179 | 0.8116 | 0.7619 | 69 | 0.5789 | 0.7213 | 0.6423 | 61 | 0.8855 | 0.9608 | 0.9216 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.7143 | 0.8065 | 0.7576 | 31 | 0.7621 | 0.8613 | 0.8087 | 0.9584 |
0.0217 | 6.0 | 636 | 0.1755 | 0.7368 | 0.8116 | 0.7724 | 69 | 0.6353 | 0.8852 | 0.7397 | 61 | 0.8909 | 0.9608 | 0.9245 | 153 | 0.65 | 0.8125 | 0.7222 | 32 | 0.7297 | 0.8710 | 0.7941 | 31 | 0.7692 | 0.8960 | 0.8278 | 0.9606 |
0.0168 | 7.0 | 742 | 0.1988 | 0.7467 | 0.8116 | 0.7778 | 69 | 0.6049 | 0.8033 | 0.6901 | 61 | 0.8795 | 0.9542 | 0.9154 | 153 | 0.7429 | 0.8125 | 0.7761 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7789 | 0.8757 | 0.8245 | 0.9609 |
0.0134 | 8.0 | 848 | 0.1990 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.6076 | 0.7869 | 0.6857 | 61 | 0.8855 | 0.9608 | 0.9216 | 153 | 0.7353 | 0.7812 | 0.7576 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.7792 | 0.8873 | 0.8297 | 0.9601 |
0.0101 | 9.0 | 954 | 0.2010 | 0.7561 | 0.8986 | 0.8212 | 69 | 0.6667 | 0.7213 | 0.6929 | 61 | 0.9342 | 0.9281 | 0.9311 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.8097 | 0.8728 | 0.8401 | 0.9643 |
0.0101 | 10.0 | 1060 | 0.2193 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6711 | 0.8361 | 0.7445 | 61 | 0.8841 | 0.9477 | 0.9148 | 153 | 0.7105 | 0.8438 | 0.7714 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.8010 | 0.9075 | 0.8509 | 0.9638 |
0.0063 | 11.0 | 1166 | 0.2259 | 0.8056 | 0.8406 | 0.8227 | 69 | 0.6533 | 0.8033 | 0.7206 | 61 | 0.9018 | 0.9608 | 0.9304 | 153 | 0.7297 | 0.8438 | 0.7826 | 32 | 0.7105 | 0.8710 | 0.7826 | 31 | 0.8 | 0.8902 | 0.8427 | 0.9628 |
0.0059 | 12.0 | 1272 | 0.2383 | 0.7361 | 0.7681 | 0.7518 | 69 | 0.5949 | 0.7705 | 0.6714 | 61 | 0.9006 | 0.9477 | 0.9236 | 153 | 0.8438 | 0.8438 | 0.8438 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7931 | 0.8642 | 0.8271 | 0.9651 |
0.007 | 13.0 | 1378 | 0.2511 | 0.7229 | 0.8696 | 0.7895 | 69 | 0.6329 | 0.8197 | 0.7143 | 61 | 0.9018 | 0.9608 | 0.9304 | 153 | 0.7297 | 0.8438 | 0.7826 | 32 | 0.6585 | 0.8710 | 0.75 | 31 | 0.7717 | 0.8988 | 0.8304 | 0.9619 |
0.0058 | 14.0 | 1484 | 0.2405 | 0.7108 | 0.8551 | 0.7763 | 69 | 0.6667 | 0.8197 | 0.7353 | 61 | 0.9136 | 0.9673 | 0.9397 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.7974 | 0.8988 | 0.8451 | 0.9648 |
0.0053 | 15.0 | 1590 | 0.2550 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.6757 | 0.8197 | 0.7407 | 61 | 0.8922 | 0.9739 | 0.9313 | 153 | 0.7778 | 0.875 | 0.8235 | 32 | 0.6923 | 0.8710 | 0.7714 | 31 | 0.7924 | 0.9046 | 0.8448 | 0.9623 |
0.0045 | 16.0 | 1696 | 0.2411 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.6866 | 0.7541 | 0.7188 | 61 | 0.9080 | 0.9673 | 0.9367 | 153 | 0.8485 | 0.875 | 0.8615 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.8218 | 0.8931 | 0.8560 | 0.9663 |
0.0044 | 17.0 | 1802 | 0.2378 | 0.7867 | 0.8551 | 0.8194 | 69 | 0.6667 | 0.7869 | 0.7218 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.8485 | 0.875 | 0.8615 | 32 | 0.75 | 0.8710 | 0.8060 | 31 | 0.8127 | 0.8902 | 0.8497 | 0.9663 |
0.004 | 18.0 | 1908 | 0.2822 | 0.7436 | 0.8406 | 0.7891 | 69 | 0.6533 | 0.8033 | 0.7206 | 61 | 0.8902 | 0.9542 | 0.9211 | 153 | 0.7297 | 0.8438 | 0.7826 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.7857 | 0.8902 | 0.8347 | 0.9619 |
0.0043 | 19.0 | 2014 | 0.2357 | 0.7895 | 0.8696 | 0.8276 | 69 | 0.64 | 0.7869 | 0.7059 | 61 | 0.9193 | 0.9673 | 0.9427 | 153 | 0.7778 | 0.875 | 0.8235 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.8125 | 0.9017 | 0.8548 | 0.9658 |
0.0032 | 20.0 | 2120 | 0.2456 | 0.7215 | 0.8261 | 0.7703 | 69 | 0.7077 | 0.7541 | 0.7302 | 61 | 0.9 | 0.9412 | 0.9201 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8235 | 0.9032 | 0.8615 | 31 | 0.8075 | 0.8728 | 0.8389 | 0.9636 |
0.0036 | 21.0 | 2226 | 0.2781 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.6 | 0.8361 | 0.6986 | 61 | 0.9038 | 0.9216 | 0.9126 | 153 | 0.7105 | 0.8438 | 0.7714 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7821 | 0.8815 | 0.8288 | 0.9619 |
0.0029 | 22.0 | 2332 | 0.3045 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.6543 | 0.8689 | 0.7465 | 61 | 0.8970 | 0.9673 | 0.9308 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.7105 | 0.8710 | 0.7826 | 31 | 0.7960 | 0.9133 | 0.8506 | 0.9636 |
0.0023 | 23.0 | 2438 | 0.2636 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6267 | 0.7705 | 0.6912 | 61 | 0.9080 | 0.9673 | 0.9367 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.75 | 0.8710 | 0.8060 | 31 | 0.8099 | 0.8988 | 0.8521 | 0.9663 |
0.0059 | 24.0 | 2544 | 0.2724 | 0.75 | 0.8261 | 0.7862 | 69 | 0.6203 | 0.8033 | 0.7 | 61 | 0.9193 | 0.9673 | 0.9427 | 153 | 0.7297 | 0.8438 | 0.7826 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.7938 | 0.8902 | 0.8392 | 0.9633 |
0.002 | 25.0 | 2650 | 0.2530 | 0.7763 | 0.8551 | 0.8138 | 69 | 0.5875 | 0.7705 | 0.6667 | 61 | 0.9241 | 0.9542 | 0.9389 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.8235 | 0.9032 | 0.8615 | 31 | 0.7948 | 0.8844 | 0.8372 | 0.9648 |
0.0037 | 26.0 | 2756 | 0.2652 | 0.7361 | 0.7681 | 0.7518 | 69 | 0.6316 | 0.7869 | 0.7007 | 61 | 0.9068 | 0.9542 | 0.9299 | 153 | 0.7179 | 0.875 | 0.7887 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.7850 | 0.8757 | 0.8279 | 0.9601 |
0.0052 | 27.0 | 2862 | 0.2519 | 0.7349 | 0.8841 | 0.8026 | 69 | 0.6098 | 0.8197 | 0.6993 | 61 | 0.9136 | 0.9673 | 0.9397 | 153 | 0.8485 | 0.875 | 0.8615 | 32 | 0.75 | 0.8710 | 0.8060 | 31 | 0.7929 | 0.9075 | 0.8464 | 0.9663 |
0.0023 | 28.0 | 2968 | 0.2542 | 0.8429 | 0.8551 | 0.8489 | 69 | 0.6812 | 0.7705 | 0.7231 | 61 | 0.925 | 0.9673 | 0.9457 | 153 | 0.8125 | 0.8125 | 0.8125 | 32 | 0.6923 | 0.8710 | 0.7714 | 31 | 0.8297 | 0.8873 | 0.8575 | 0.9693 |
0.0042 | 29.0 | 3074 | 0.2452 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.7059 | 0.7869 | 0.7442 | 61 | 0.9371 | 0.9739 | 0.9551 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.8365 | 0.9017 | 0.8679 | 0.9688 |
0.0016 | 30.0 | 3180 | 0.2484 | 0.8333 | 0.8696 | 0.8511 | 69 | 0.6618 | 0.7377 | 0.6977 | 61 | 0.9255 | 0.9739 | 0.9490 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.8324 | 0.8902 | 0.8603 | 0.9695 |
0.0017 | 31.0 | 3286 | 0.2913 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.7 | 0.8033 | 0.7481 | 61 | 0.9141 | 0.9739 | 0.9430 | 153 | 0.7429 | 0.8125 | 0.7761 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.8146 | 0.9017 | 0.8560 | 0.9643 |
0.0033 | 32.0 | 3392 | 0.2328 | 0.8551 | 0.8551 | 0.8551 | 69 | 0.7222 | 0.8525 | 0.7820 | 61 | 0.9308 | 0.9673 | 0.9487 | 153 | 0.8438 | 0.8438 | 0.8438 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8575 | 0.9046 | 0.8805 | 0.9723 |
0.0021 | 33.0 | 3498 | 0.2866 | 0.7867 | 0.8551 | 0.8194 | 69 | 0.6310 | 0.8689 | 0.7310 | 61 | 0.8909 | 0.9608 | 0.9245 | 153 | 0.8235 | 0.875 | 0.8485 | 32 | 0.75 | 0.8710 | 0.8060 | 31 | 0.7970 | 0.9075 | 0.8486 | 0.9651 |
0.0034 | 34.0 | 3604 | 0.2462 | 0.8219 | 0.8696 | 0.8451 | 69 | 0.6753 | 0.8525 | 0.7536 | 61 | 0.9130 | 0.9608 | 0.9363 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.8237 | 0.9046 | 0.8623 | 0.9705 |
0.0018 | 35.0 | 3710 | 0.2649 | 0.8333 | 0.8696 | 0.8511 | 69 | 0.6753 | 0.8525 | 0.7536 | 61 | 0.8970 | 0.9673 | 0.9308 | 153 | 0.8485 | 0.875 | 0.8615 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.8268 | 0.9104 | 0.8666 | 0.9685 |
0.0015 | 36.0 | 3816 | 0.2639 | 0.8472 | 0.8841 | 0.8652 | 69 | 0.7619 | 0.7869 | 0.7742 | 61 | 0.9074 | 0.9608 | 0.9333 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.7297 | 0.8710 | 0.7941 | 31 | 0.8420 | 0.8931 | 0.8668 | 0.9678 |
0.0029 | 37.0 | 3922 | 0.2826 | 0.8026 | 0.8841 | 0.8414 | 69 | 0.7143 | 0.8197 | 0.7634 | 61 | 0.8963 | 0.9608 | 0.9274 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.8232 | 0.9017 | 0.8607 | 0.9671 |
0.0027 | 38.0 | 4028 | 0.2648 | 0.8026 | 0.8841 | 0.8414 | 69 | 0.6623 | 0.8361 | 0.7391 | 61 | 0.925 | 0.9673 | 0.9457 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8194 | 0.9046 | 0.8599 | 0.9661 |
0.0028 | 39.0 | 4134 | 0.2490 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.7361 | 0.8689 | 0.7970 | 61 | 0.9080 | 0.9673 | 0.9367 | 153 | 0.7429 | 0.8125 | 0.7761 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.8303 | 0.9191 | 0.8724 | 0.9688 |
0.0015 | 40.0 | 4240 | 0.2301 | 0.8696 | 0.8696 | 0.8696 | 69 | 0.6420 | 0.8525 | 0.7324 | 61 | 0.925 | 0.9673 | 0.9457 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.8485 | 0.9032 | 0.875 | 31 | 0.8351 | 0.9075 | 0.8698 | 0.9713 |
0.0024 | 41.0 | 4346 | 0.2406 | 0.8243 | 0.8841 | 0.8531 | 69 | 0.6842 | 0.8525 | 0.7591 | 61 | 0.9141 | 0.9739 | 0.9430 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8289 | 0.9104 | 0.8678 | 0.9678 |
0.0015 | 42.0 | 4452 | 0.2554 | 0.8333 | 0.8696 | 0.8511 | 69 | 0.7705 | 0.7705 | 0.7705 | 61 | 0.925 | 0.9673 | 0.9457 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.8485 | 0.9032 | 0.875 | 31 | 0.8611 | 0.8960 | 0.8782 | 0.9695 |
0.0008 | 43.0 | 4558 | 0.2650 | 0.8356 | 0.8841 | 0.8592 | 69 | 0.7101 | 0.8033 | 0.7538 | 61 | 0.9018 | 0.9608 | 0.9304 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8485 | 0.9032 | 0.875 | 31 | 0.8342 | 0.9017 | 0.8667 | 0.9690 |
0.0017 | 44.0 | 4664 | 0.2627 | 0.8 | 0.8696 | 0.8333 | 69 | 0.6711 | 0.8361 | 0.7445 | 61 | 0.9245 | 0.9608 | 0.9423 | 153 | 0.7576 | 0.7812 | 0.7692 | 32 | 0.8235 | 0.9032 | 0.8615 | 31 | 0.8249 | 0.8988 | 0.8603 | 0.9678 |
0.0013 | 45.0 | 4770 | 0.2592 | 0.8493 | 0.8986 | 0.8732 | 69 | 0.6543 | 0.8689 | 0.7465 | 61 | 0.9130 | 0.9608 | 0.9363 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.8255 | 0.9162 | 0.8685 | 0.9695 |
0.0026 | 46.0 | 4876 | 0.2907 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.6506 | 0.8852 | 0.75 | 61 | 0.8855 | 0.9608 | 0.9216 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7965 | 0.9162 | 0.8522 | 0.9648 |
0.0018 | 47.0 | 4982 | 0.2971 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.6842 | 0.8525 | 0.7591 | 61 | 0.8970 | 0.9673 | 0.9308 | 153 | 0.7143 | 0.7812 | 0.7463 | 32 | 0.75 | 0.8710 | 0.8060 | 31 | 0.8114 | 0.9075 | 0.8568 | 0.9658 |
0.0014 | 48.0 | 5088 | 0.2763 | 0.8451 | 0.8696 | 0.8571 | 69 | 0.6711 | 0.8361 | 0.7445 | 61 | 0.9182 | 0.9542 | 0.9359 | 153 | 0.7812 | 0.7812 | 0.7812 | 32 | 0.875 | 0.9032 | 0.8889 | 31 | 0.8378 | 0.8960 | 0.8659 | 0.9680 |
0.0019 | 49.0 | 5194 | 0.2749 | 0.8219 | 0.8696 | 0.8451 | 69 | 0.64 | 0.7869 | 0.7059 | 61 | 0.9119 | 0.9477 | 0.9295 | 153 | 0.8182 | 0.8438 | 0.8308 | 32 | 0.8710 | 0.8710 | 0.8710 | 31 | 0.8275 | 0.8873 | 0.8563 | 0.9678 |
0.0014 | 50.0 | 5300 | 0.2951 | 0.7531 | 0.8841 | 0.8133 | 69 | 0.6533 | 0.8033 | 0.7206 | 61 | 0.9367 | 0.9673 | 0.9518 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.8235 | 0.9032 | 0.8615 | 31 | 0.8168 | 0.9017 | 0.8571 | 0.9643 |
0.0017 | 51.0 | 5406 | 0.2822 | 0.7895 | 0.8696 | 0.8276 | 69 | 0.6351 | 0.7705 | 0.6963 | 61 | 0.9125 | 0.9542 | 0.9329 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.8100 | 0.8873 | 0.8469 | 0.9631 |
0.0015 | 52.0 | 5512 | 0.2971 | 0.775 | 0.8986 | 0.8322 | 69 | 0.6329 | 0.8197 | 0.7143 | 61 | 0.9245 | 0.9608 | 0.9423 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.8067 | 0.9046 | 0.8529 | 0.9651 |
0.0013 | 53.0 | 5618 | 0.3104 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.6234 | 0.7869 | 0.6957 | 61 | 0.8588 | 0.9542 | 0.9040 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.7823 | 0.8931 | 0.8340 | 0.9631 |
0.0014 | 54.0 | 5724 | 0.2817 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.7231 | 0.7705 | 0.7460 | 61 | 0.9057 | 0.9412 | 0.9231 | 153 | 0.7576 | 0.7812 | 0.7692 | 32 | 0.8485 | 0.9032 | 0.875 | 31 | 0.8293 | 0.8844 | 0.8559 | 0.9646 |
0.0005 | 55.0 | 5830 | 0.2915 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.6486 | 0.7869 | 0.7111 | 61 | 0.9304 | 0.9608 | 0.9453 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.9032 | 0.9032 | 0.9032 | 31 | 0.8311 | 0.8960 | 0.8623 | 0.9648 |
0.0009 | 56.0 | 5936 | 0.3019 | 0.8026 | 0.8841 | 0.8414 | 69 | 0.6579 | 0.8197 | 0.7299 | 61 | 0.9308 | 0.9673 | 0.9487 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.9032 | 0.9032 | 0.9032 | 31 | 0.8324 | 0.9046 | 0.8670 | 0.9663 |
0.0009 | 57.0 | 6042 | 0.2944 | 0.8219 | 0.8696 | 0.8451 | 69 | 0.6575 | 0.7869 | 0.7164 | 61 | 0.9187 | 0.9608 | 0.9393 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.9032 | 0.9032 | 0.9032 | 31 | 0.8351 | 0.8931 | 0.8631 | 0.9666 |
0.0006 | 58.0 | 6148 | 0.2899 | 0.8194 | 0.8551 | 0.8369 | 69 | 0.6812 | 0.7705 | 0.7231 | 61 | 0.9130 | 0.9608 | 0.9363 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.9032 | 0.9032 | 0.9032 | 31 | 0.8388 | 0.8873 | 0.8624 | 0.9663 |
0.0005 | 59.0 | 6254 | 0.2919 | 0.8133 | 0.8841 | 0.8472 | 69 | 0.65 | 0.8525 | 0.7376 | 61 | 0.9367 | 0.9673 | 0.9518 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.8246 | 0.9104 | 0.8654 | 0.9678 |
0.0006 | 60.0 | 6360 | 0.3161 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.68 | 0.8361 | 0.7500 | 61 | 0.9193 | 0.9673 | 0.9427 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.8135 | 0.9075 | 0.8579 | 0.9638 |
0.0017 | 61.0 | 6466 | 0.2976 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6944 | 0.8197 | 0.7519 | 61 | 0.9136 | 0.9673 | 0.9397 | 153 | 0.8438 | 0.8438 | 0.8438 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.8241 | 0.9075 | 0.8638 | 0.9658 |
0.0004 | 62.0 | 6572 | 0.3020 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.7231 | 0.7705 | 0.7460 | 61 | 0.925 | 0.9673 | 0.9457 | 153 | 0.7429 | 0.8125 | 0.7761 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.8267 | 0.8960 | 0.8599 | 0.9638 |
0.0004 | 63.0 | 6678 | 0.2792 | 0.7792 | 0.8696 | 0.8219 | 69 | 0.6795 | 0.8689 | 0.7626 | 61 | 0.9304 | 0.9608 | 0.9453 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.8198 | 0.9075 | 0.8615 | 0.9668 |
0.001 | 64.0 | 6784 | 0.2865 | 0.7763 | 0.8551 | 0.8138 | 69 | 0.6235 | 0.8689 | 0.7260 | 61 | 0.9198 | 0.9739 | 0.9460 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.875 | 0.9032 | 0.8889 | 31 | 0.8123 | 0.9133 | 0.8599 | 0.9666 |
0.0011 | 65.0 | 6890 | 0.2917 | 0.8143 | 0.8261 | 0.8201 | 69 | 0.6857 | 0.7869 | 0.7328 | 61 | 0.9255 | 0.9739 | 0.9490 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.875 | 0.9032 | 0.8889 | 31 | 0.8392 | 0.8902 | 0.8640 | 0.9680 |
0.0014 | 66.0 | 6996 | 0.2753 | 0.7733 | 0.8406 | 0.8056 | 69 | 0.65 | 0.8525 | 0.7376 | 61 | 0.9198 | 0.9739 | 0.9460 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.875 | 0.9032 | 0.8889 | 31 | 0.8194 | 0.9046 | 0.8599 | 0.9685 |
0.0005 | 67.0 | 7102 | 0.2885 | 0.7867 | 0.8551 | 0.8194 | 69 | 0.6386 | 0.8689 | 0.7361 | 61 | 0.9085 | 0.9739 | 0.9401 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.875 | 0.9032 | 0.8889 | 31 | 0.8119 | 0.9104 | 0.8583 | 0.9663 |
0.0004 | 68.0 | 7208 | 0.2738 | 0.7895 | 0.8696 | 0.8276 | 69 | 0.6933 | 0.8525 | 0.7647 | 61 | 0.9371 | 0.9739 | 0.9551 | 153 | 0.8125 | 0.8125 | 0.8125 | 32 | 0.875 | 0.9032 | 0.8889 | 31 | 0.8422 | 0.9104 | 0.8750 | 0.9710 |
0.0002 | 69.0 | 7314 | 0.2715 | 0.8 | 0.8696 | 0.8333 | 69 | 0.6892 | 0.8361 | 0.7556 | 61 | 0.9371 | 0.9739 | 0.9551 | 153 | 0.8125 | 0.8125 | 0.8125 | 32 | 0.9032 | 0.9032 | 0.9032 | 31 | 0.8464 | 0.9075 | 0.8759 | 0.9710 |
0.0003 | 70.0 | 7420 | 0.2793 | 0.8 | 0.8696 | 0.8333 | 69 | 0.7123 | 0.8525 | 0.7761 | 61 | 0.9198 | 0.9739 | 0.9460 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.9032 | 0.9032 | 0.9032 | 31 | 0.8422 | 0.9104 | 0.8750 | 0.9705 |
0.0001 | 71.0 | 7526 | 0.2981 | 0.8 | 0.8696 | 0.8333 | 69 | 0.7123 | 0.8525 | 0.7761 | 61 | 0.9141 | 0.9739 | 0.9430 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.9032 | 0.9032 | 0.9032 | 31 | 0.84 | 0.9104 | 0.8738 | 0.9690 |
0.0005 | 72.0 | 7632 | 0.2762 | 0.8261 | 0.8261 | 0.8261 | 69 | 0.7143 | 0.8197 | 0.7634 | 61 | 0.9141 | 0.9739 | 0.9430 | 153 | 0.8182 | 0.8438 | 0.8308 | 32 | 0.9032 | 0.9032 | 0.9032 | 31 | 0.8497 | 0.8988 | 0.8736 | 0.9708 |
0.0002 | 73.0 | 7738 | 0.2834 | 0.8108 | 0.8696 | 0.8392 | 69 | 0.68 | 0.8361 | 0.7500 | 61 | 0.9198 | 0.9739 | 0.9460 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.9032 | 0.9032 | 0.9032 | 31 | 0.8351 | 0.9075 | 0.8698 | 0.9685 |
0.0002 | 74.0 | 7844 | 0.2789 | 0.7895 | 0.8696 | 0.8276 | 69 | 0.6883 | 0.8689 | 0.7681 | 61 | 0.9371 | 0.9739 | 0.9551 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.875 | 0.9032 | 0.8889 | 31 | 0.8386 | 0.9162 | 0.8757 | 0.9695 |
0.0001 | 75.0 | 7950 | 0.2948 | 0.7792 | 0.8696 | 0.8219 | 69 | 0.6974 | 0.8689 | 0.7737 | 61 | 0.9141 | 0.9739 | 0.9430 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.875 | 0.9032 | 0.8889 | 31 | 0.8298 | 0.9162 | 0.8709 | 0.9673 |
0.0004 | 76.0 | 8056 | 0.3102 | 0.7867 | 0.8551 | 0.8194 | 69 | 0.6528 | 0.7705 | 0.7068 | 61 | 0.9085 | 0.9739 | 0.9401 | 153 | 0.8182 | 0.8438 | 0.8308 | 32 | 0.875 | 0.9032 | 0.8889 | 31 | 0.8245 | 0.8960 | 0.8587 | 0.9668 |
0.0005 | 77.0 | 8162 | 0.2998 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6623 | 0.8361 | 0.7391 | 61 | 0.9141 | 0.9739 | 0.9430 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.8485 | 0.9032 | 0.875 | 31 | 0.8182 | 0.9104 | 0.8618 | 0.9663 |
0.0002 | 78.0 | 8268 | 0.2898 | 0.7867 | 0.8551 | 0.8194 | 69 | 0.7027 | 0.8525 | 0.7704 | 61 | 0.9198 | 0.9739 | 0.9460 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.8485 | 0.9032 | 0.875 | 31 | 0.8329 | 0.9075 | 0.8686 | 0.9676 |
0.0003 | 79.0 | 8374 | 0.2755 | 0.7945 | 0.8406 | 0.8169 | 69 | 0.7101 | 0.8033 | 0.7538 | 61 | 0.9313 | 0.9739 | 0.9521 | 153 | 0.8438 | 0.8438 | 0.8438 | 32 | 0.875 | 0.9032 | 0.8889 | 31 | 0.8497 | 0.8988 | 0.8736 | 0.9695 |
0.0004 | 80.0 | 8480 | 0.2898 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.6901 | 0.8033 | 0.7424 | 61 | 0.9030 | 0.9739 | 0.9371 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.8120 | 0.8988 | 0.8532 | 0.9656 |
0.0003 | 81.0 | 8586 | 0.2858 | 0.7973 | 0.8551 | 0.8252 | 69 | 0.68 | 0.8361 | 0.7500 | 61 | 0.9024 | 0.9673 | 0.9338 | 153 | 0.8438 | 0.8438 | 0.8438 | 32 | 0.8485 | 0.9032 | 0.875 | 31 | 0.8280 | 0.9046 | 0.8646 | 0.9688 |
0.0004 | 82.0 | 8692 | 0.2854 | 0.7564 | 0.8551 | 0.8027 | 69 | 0.7313 | 0.8033 | 0.7656 | 61 | 0.9141 | 0.9739 | 0.9430 | 153 | 0.8125 | 0.8125 | 0.8125 | 32 | 0.8485 | 0.9032 | 0.875 | 31 | 0.8338 | 0.8988 | 0.8651 | 0.9695 |
0.0004 | 83.0 | 8798 | 0.2825 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.72 | 0.8852 | 0.7941 | 61 | 0.9085 | 0.9739 | 0.9401 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.8238 | 0.9191 | 0.8689 | 0.9693 |
0.0006 | 84.0 | 8904 | 0.2661 | 0.8056 | 0.8406 | 0.8227 | 69 | 0.7576 | 0.8197 | 0.7874 | 61 | 0.9313 | 0.9739 | 0.9521 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.8485 | 0.9032 | 0.875 | 31 | 0.8544 | 0.8988 | 0.8761 | 0.9720 |
0.0003 | 85.0 | 9010 | 0.2932 | 0.8 | 0.8696 | 0.8333 | 69 | 0.7273 | 0.7869 | 0.7559 | 61 | 0.9085 | 0.9739 | 0.9401 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.8316 | 0.8988 | 0.8639 | 0.9678 |
0.0006 | 86.0 | 9116 | 0.2930 | 0.8286 | 0.8406 | 0.8345 | 69 | 0.75 | 0.7869 | 0.768 | 61 | 0.9198 | 0.9739 | 0.9460 | 153 | 0.8182 | 0.8438 | 0.8308 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.8516 | 0.8960 | 0.8732 | 0.9685 |
0.0005 | 87.0 | 9222 | 0.3029 | 0.7945 | 0.8406 | 0.8169 | 69 | 0.7273 | 0.7869 | 0.7559 | 61 | 0.8922 | 0.9739 | 0.9313 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.8218 | 0.8931 | 0.8560 | 0.9663 |
0.0003 | 88.0 | 9328 | 0.3066 | 0.7973 | 0.8551 | 0.8252 | 69 | 0.7286 | 0.8361 | 0.7786 | 61 | 0.8922 | 0.9739 | 0.9313 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.8194 | 0.9046 | 0.8599 | 0.9666 |
0.0001 | 89.0 | 9434 | 0.3087 | 0.7763 | 0.8551 | 0.8138 | 69 | 0.7246 | 0.8197 | 0.7692 | 61 | 0.8976 | 0.9739 | 0.9342 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.8168 | 0.9017 | 0.8571 | 0.9651 |
0.0001 | 90.0 | 9540 | 0.3143 | 0.7654 | 0.8986 | 0.8267 | 69 | 0.7143 | 0.8197 | 0.7634 | 61 | 0.8855 | 0.9608 | 0.9216 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.8109 | 0.9046 | 0.8552 | 0.9653 |
0.0001 | 91.0 | 9646 | 0.2944 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.7286 | 0.8361 | 0.7786 | 61 | 0.8970 | 0.9673 | 0.9308 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.8198 | 0.9075 | 0.8615 | 0.9683 |
0.0002 | 92.0 | 9752 | 0.3118 | 0.775 | 0.8986 | 0.8322 | 69 | 0.7183 | 0.8361 | 0.7727 | 61 | 0.8862 | 0.9673 | 0.9250 | 153 | 0.8182 | 0.8438 | 0.8308 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.8144 | 0.9133 | 0.8610 | 0.9671 |
0.0003 | 93.0 | 9858 | 0.3049 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.7286 | 0.8361 | 0.7786 | 61 | 0.8922 | 0.9739 | 0.9313 | 153 | 0.8182 | 0.8438 | 0.8308 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.8255 | 0.9162 | 0.8685 | 0.9683 |
0.0001 | 94.0 | 9964 | 0.3039 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.7286 | 0.8361 | 0.7786 | 61 | 0.8922 | 0.9739 | 0.9313 | 153 | 0.8182 | 0.8438 | 0.8308 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.8229 | 0.9133 | 0.8658 | 0.9683 |
0.0003 | 95.0 | 10070 | 0.3033 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.7286 | 0.8361 | 0.7786 | 61 | 0.9030 | 0.9739 | 0.9371 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.8225 | 0.9104 | 0.8642 | 0.9683 |
0.0005 | 96.0 | 10176 | 0.3058 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.7286 | 0.8361 | 0.7786 | 61 | 0.8922 | 0.9739 | 0.9313 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.8182 | 0.9104 | 0.8618 | 0.9676 |
0.0001 | 97.0 | 10282 | 0.3053 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.7286 | 0.8361 | 0.7786 | 61 | 0.8976 | 0.9739 | 0.9342 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.8203 | 0.9104 | 0.8630 | 0.9678 |
0.0001 | 98.0 | 10388 | 0.3044 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.7286 | 0.8361 | 0.7786 | 61 | 0.8976 | 0.9739 | 0.9342 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.8203 | 0.9104 | 0.8630 | 0.9678 |
0.0001 | 99.0 | 10494 | 0.3065 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.7286 | 0.8361 | 0.7786 | 61 | 0.8922 | 0.9739 | 0.9313 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.8182 | 0.9104 | 0.8618 | 0.9676 |
0.0001 | 100.0 | 10600 | 0.3065 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.7286 | 0.8361 | 0.7786 | 61 | 0.8922 | 0.9739 | 0.9313 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.8182 | 0.9104 | 0.8618 | 0.9676 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
- Downloads last month
- 6
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social
visibility and check back later, or deploy to Inference Endpoints (dedicated)
instead.
Model tree for apwic/nerugm-base-1
Base model
indolem/indobert-base-uncased