|
--- |
|
language: |
|
- id |
|
license: mit |
|
base_model: indolem/indobert-base-uncased |
|
tags: |
|
- generated_from_trainer |
|
model-index: |
|
- name: nerugm-pt-pl50-4 |
|
results: [] |
|
--- |
|
|
|
<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
|
should probably proofread and complete it, then remove this comment. --> |
|
|
|
# nerugm-pt-pl50-4 |
|
|
|
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: 0.1972 |
|
- Location Precision: 0.8025 |
|
- Location Recall: 0.8904 |
|
- Location F1: 0.8442 |
|
- Location Number: 73 |
|
- Organization Precision: 0.75 |
|
- Organization Recall: 0.7846 |
|
- Organization F1: 0.7669 |
|
- Organization Number: 65 |
|
- Person Precision: 0.8553 |
|
- Person Recall: 0.9067 |
|
- Person F1: 0.8803 |
|
- Person Number: 150 |
|
- Quantity Precision: 0.7353 |
|
- Quantity Recall: 0.8621 |
|
- Quantity F1: 0.7937 |
|
- Quantity Number: 29 |
|
- Time Precision: 0.7838 |
|
- Time Recall: 0.8529 |
|
- Time F1: 0.8169 |
|
- Time Number: 34 |
|
- Overall Precision: 0.8074 |
|
- Overall Recall: 0.8718 |
|
- Overall F1: 0.8384 |
|
- Overall Accuracy: 0.9626 |
|
|
|
## 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 | |
|
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:| |
|
| 0.9784 | 1.0 | 106 | 0.5910 | 0.0 | 0.0 | 0.0 | 73 | 0.0 | 0.0 | 0.0 | 65 | 0.1429 | 0.0133 | 0.0244 | 150 | 0.0 | 0.0 | 0.0 | 29 | 0.0 | 0.0 | 0.0 | 34 | 0.08 | 0.0057 | 0.0106 | 0.8393 | |
|
| 0.4893 | 2.0 | 212 | 0.3523 | 0.5909 | 0.3562 | 0.4444 | 73 | 0.1111 | 0.1385 | 0.1233 | 65 | 0.5769 | 0.8 | 0.6704 | 150 | 0.2963 | 0.2759 | 0.2857 | 29 | 0.5897 | 0.6765 | 0.6301 | 34 | 0.4662 | 0.5299 | 0.496 | 0.9020 | |
|
| 0.2876 | 3.0 | 318 | 0.1924 | 0.5833 | 0.6712 | 0.6242 | 73 | 0.4030 | 0.4154 | 0.4091 | 65 | 0.8 | 0.9067 | 0.8500 | 150 | 0.5526 | 0.7241 | 0.6269 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.6658 | 0.7493 | 0.7051 | 0.9370 | |
|
| 0.2003 | 4.0 | 424 | 0.1671 | 0.6744 | 0.7945 | 0.7296 | 73 | 0.5050 | 0.7846 | 0.6145 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.5952 | 0.8621 | 0.7042 | 29 | 0.7949 | 0.9118 | 0.8493 | 34 | 0.6975 | 0.8604 | 0.7704 | 0.9414 | |
|
| 0.1732 | 5.0 | 530 | 0.1531 | 0.7093 | 0.8356 | 0.7673 | 73 | 0.4815 | 0.8 | 0.6012 | 65 | 0.8344 | 0.9067 | 0.8690 | 150 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.6667 | 0.8824 | 0.7595 | 34 | 0.6902 | 0.8632 | 0.7671 | 0.9468 | |
|
| 0.1556 | 6.0 | 636 | 0.1712 | 0.6813 | 0.8493 | 0.7561 | 73 | 0.5094 | 0.8308 | 0.6316 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.5106 | 0.8276 | 0.6316 | 29 | 0.5833 | 0.8235 | 0.6829 | 34 | 0.6711 | 0.8718 | 0.7584 | 0.9397 | |
|
| 0.1437 | 7.0 | 742 | 0.1417 | 0.7326 | 0.8630 | 0.7925 | 73 | 0.5730 | 0.7846 | 0.6623 | 65 | 0.8364 | 0.92 | 0.8762 | 150 | 0.6 | 0.8276 | 0.6957 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7303 | 0.8718 | 0.7948 | 0.9535 | |
|
| 0.1338 | 8.0 | 848 | 0.1463 | 0.6774 | 0.8630 | 0.7590 | 73 | 0.5955 | 0.8154 | 0.6883 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6 | 0.8276 | 0.6957 | 29 | 0.6744 | 0.8529 | 0.7532 | 34 | 0.7207 | 0.8746 | 0.7902 | 0.9530 | |
|
| 0.1237 | 9.0 | 954 | 0.1244 | 0.7821 | 0.8356 | 0.8079 | 73 | 0.5699 | 0.8154 | 0.6709 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7518 | 0.8718 | 0.8074 | 0.9572 | |
|
| 0.1189 | 10.0 | 1060 | 0.1383 | 0.7722 | 0.8356 | 0.8026 | 73 | 0.5761 | 0.8154 | 0.6752 | 65 | 0.8405 | 0.9133 | 0.8754 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.7439 | 0.8689 | 0.8016 | 0.9532 | |
|
| 0.1139 | 11.0 | 1166 | 0.1404 | 0.7875 | 0.8630 | 0.8235 | 73 | 0.6 | 0.7385 | 0.6621 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.575 | 0.7931 | 0.6667 | 29 | 0.725 | 0.8529 | 0.7838 | 34 | 0.7569 | 0.8604 | 0.8053 | 0.9555 | |
|
| 0.1056 | 12.0 | 1272 | 0.1330 | 0.7590 | 0.8630 | 0.8077 | 73 | 0.6136 | 0.8308 | 0.7059 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.7555 | 0.8803 | 0.8132 | 0.9579 | |
|
| 0.1032 | 13.0 | 1378 | 0.1293 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.5684 | 0.8308 | 0.675 | 65 | 0.8589 | 0.9333 | 0.8946 | 150 | 0.6154 | 0.8276 | 0.7059 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7518 | 0.8803 | 0.8110 | 0.9569 | |
|
| 0.1013 | 14.0 | 1484 | 0.1408 | 0.7625 | 0.8356 | 0.7974 | 73 | 0.6301 | 0.7077 | 0.6667 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.7368 | 0.8235 | 0.7778 | 34 | 0.7570 | 0.8433 | 0.7978 | 0.9564 | |
|
| 0.0926 | 15.0 | 1590 | 0.1315 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.5824 | 0.8154 | 0.6795 | 65 | 0.8589 | 0.9333 | 0.8946 | 150 | 0.6667 | 0.8966 | 0.7647 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7617 | 0.8832 | 0.8179 | 0.9569 | |
|
| 0.0913 | 16.0 | 1696 | 0.1483 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.6456 | 0.7846 | 0.7083 | 65 | 0.8485 | 0.9333 | 0.8889 | 150 | 0.5455 | 0.8276 | 0.6575 | 29 | 0.7179 | 0.8235 | 0.7671 | 34 | 0.7512 | 0.8689 | 0.8058 | 0.9555 | |
|
| 0.0888 | 17.0 | 1802 | 0.1363 | 0.7692 | 0.8219 | 0.7947 | 73 | 0.6463 | 0.8154 | 0.7211 | 65 | 0.8537 | 0.9333 | 0.8917 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7 | 0.8235 | 0.7568 | 34 | 0.7714 | 0.8746 | 0.8198 | 0.9584 | |
|
| 0.0861 | 18.0 | 1908 | 0.1478 | 0.7229 | 0.8219 | 0.7692 | 73 | 0.6310 | 0.8154 | 0.7114 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.6842 | 0.8966 | 0.7761 | 29 | 0.7368 | 0.8235 | 0.7778 | 34 | 0.7568 | 0.8775 | 0.8127 | 0.9559 | |
|
| 0.0862 | 19.0 | 2014 | 0.1285 | 0.8026 | 0.8356 | 0.8188 | 73 | 0.6463 | 0.8154 | 0.7211 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7179 | 0.8235 | 0.7671 | 34 | 0.7786 | 0.8718 | 0.8226 | 0.9611 | |
|
| 0.0787 | 20.0 | 2120 | 0.1397 | 0.7722 | 0.8356 | 0.8026 | 73 | 0.6265 | 0.8 | 0.7027 | 65 | 0.8580 | 0.9267 | 0.8910 | 150 | 0.625 | 0.8621 | 0.7246 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.765 | 0.8718 | 0.8149 | 0.9569 | |
|
| 0.0787 | 21.0 | 2226 | 0.1347 | 0.7821 | 0.8356 | 0.8079 | 73 | 0.6667 | 0.7385 | 0.7007 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.5111 | 0.7931 | 0.6216 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.7628 | 0.8519 | 0.8048 | 0.9577 | |
|
| 0.0776 | 22.0 | 2332 | 0.1375 | 0.7531 | 0.8356 | 0.7922 | 73 | 0.5761 | 0.8154 | 0.6752 | 65 | 0.8782 | 0.9133 | 0.8954 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.7631 | 0.8718 | 0.8138 | 0.9557 | |
|
| 0.0735 | 23.0 | 2438 | 0.1337 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.6795 | 0.8154 | 0.7413 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.7923 | 0.8803 | 0.8340 | 0.9619 | |
|
| 0.073 | 24.0 | 2544 | 0.1394 | 0.7722 | 0.8356 | 0.8026 | 73 | 0.5955 | 0.8154 | 0.6883 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7694 | 0.8746 | 0.8187 | 0.9582 | |
|
| 0.0713 | 25.0 | 2650 | 0.1423 | 0.7595 | 0.8219 | 0.7895 | 73 | 0.6625 | 0.8154 | 0.7310 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.6 | 0.8276 | 0.6957 | 29 | 0.7568 | 0.8235 | 0.7887 | 34 | 0.7671 | 0.8632 | 0.8123 | 0.9599 | |
|
| 0.0672 | 26.0 | 2756 | 0.1509 | 0.75 | 0.8219 | 0.7843 | 73 | 0.65 | 0.8 | 0.7172 | 65 | 0.8758 | 0.94 | 0.9068 | 150 | 0.5854 | 0.8276 | 0.6857 | 29 | 0.7 | 0.8235 | 0.7568 | 34 | 0.7587 | 0.8689 | 0.8101 | 0.9569 | |
|
| 0.0651 | 27.0 | 2862 | 0.1423 | 0.7662 | 0.8082 | 0.7867 | 73 | 0.6429 | 0.8308 | 0.7248 | 65 | 0.8671 | 0.9133 | 0.8896 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7690 | 0.8632 | 0.8134 | 0.9582 | |
|
| 0.0659 | 28.0 | 2968 | 0.1320 | 0.8182 | 0.8630 | 0.8400 | 73 | 0.6667 | 0.7692 | 0.7143 | 65 | 0.8846 | 0.92 | 0.9020 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8095 | 0.8718 | 0.8395 | 0.9616 | |
|
| 0.0619 | 29.0 | 3074 | 0.1354 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.5833 | 0.8615 | 0.6957 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.7825 | 0.8917 | 0.8336 | 0.9616 | |
|
| 0.06 | 30.0 | 3180 | 0.1395 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.6456 | 0.7846 | 0.7083 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7568 | 0.8235 | 0.7887 | 34 | 0.7865 | 0.8604 | 0.8218 | 0.9614 | |
|
| 0.0597 | 31.0 | 3286 | 0.1365 | 0.7805 | 0.8767 | 0.8258 | 73 | 0.6528 | 0.7231 | 0.6861 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.7963 | 0.8689 | 0.8311 | 0.9623 | |
|
| 0.0571 | 32.0 | 3392 | 0.1599 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.5914 | 0.8462 | 0.6962 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.7778 | 0.8235 | 0.8000 | 34 | 0.7723 | 0.8889 | 0.8265 | 0.9572 | |
|
| 0.0567 | 33.0 | 3498 | 0.1453 | 0.8125 | 0.8904 | 0.8497 | 73 | 0.6625 | 0.8154 | 0.7310 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8036 | 0.8860 | 0.8428 | 0.9633 | |
|
| 0.0538 | 34.0 | 3604 | 0.1439 | 0.7692 | 0.8219 | 0.7947 | 73 | 0.6582 | 0.8 | 0.7222 | 65 | 0.8671 | 0.9133 | 0.8896 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7896 | 0.8661 | 0.8261 | 0.9619 | |
|
| 0.055 | 35.0 | 3710 | 0.1483 | 0.7654 | 0.8493 | 0.8052 | 73 | 0.6579 | 0.7692 | 0.7092 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.6571 | 0.7931 | 0.7188 | 29 | 0.7568 | 0.8235 | 0.7887 | 34 | 0.7778 | 0.8575 | 0.8157 | 0.9591 | |
|
| 0.051 | 36.0 | 3816 | 0.1518 | 0.8133 | 0.8356 | 0.8243 | 73 | 0.625 | 0.7692 | 0.6897 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7835 | 0.8661 | 0.8227 | 0.9587 | |
|
| 0.0525 | 37.0 | 3922 | 0.1550 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.6494 | 0.7692 | 0.7042 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7568 | 0.8235 | 0.7887 | 34 | 0.7865 | 0.8604 | 0.8218 | 0.9587 | |
|
| 0.0513 | 38.0 | 4028 | 0.1399 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.7143 | 0.7692 | 0.7407 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.8021 | 0.8661 | 0.8329 | 0.9616 | |
|
| 0.0511 | 39.0 | 4134 | 0.1429 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.6386 | 0.8154 | 0.7162 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.7883 | 0.8803 | 0.8318 | 0.9614 | |
|
| 0.0479 | 40.0 | 4240 | 0.1604 | 0.7975 | 0.8630 | 0.8289 | 73 | 0.5778 | 0.8 | 0.6710 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7568 | 0.8235 | 0.7887 | 34 | 0.765 | 0.8718 | 0.8149 | 0.9567 | |
|
| 0.0478 | 41.0 | 4346 | 0.1464 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.6538 | 0.7846 | 0.7133 | 65 | 0.8671 | 0.9133 | 0.8896 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8068 | 0.8803 | 0.8420 | 0.9621 | |
|
| 0.0452 | 42.0 | 4452 | 0.1471 | 0.8052 | 0.8493 | 0.8267 | 73 | 0.6582 | 0.8 | 0.7222 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7953 | 0.8746 | 0.8331 | 0.9616 | |
|
| 0.0444 | 43.0 | 4558 | 0.1581 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.6933 | 0.8 | 0.7429 | 65 | 0.8774 | 0.9067 | 0.8918 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.7995 | 0.8746 | 0.8354 | 0.9619 | |
|
| 0.0444 | 44.0 | 4664 | 0.1480 | 0.84 | 0.8630 | 0.8514 | 73 | 0.6667 | 0.8 | 0.7273 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.8175 | 0.8803 | 0.8477 | 0.9643 | |
|
| 0.0449 | 45.0 | 4770 | 0.1640 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.6071 | 0.7846 | 0.6846 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.7806 | 0.8718 | 0.8237 | 0.9584 | |
|
| 0.0415 | 46.0 | 4876 | 0.1475 | 0.8205 | 0.8767 | 0.8477 | 73 | 0.7101 | 0.7538 | 0.7313 | 65 | 0.8599 | 0.9 | 0.8795 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8075 | 0.8604 | 0.8331 | 0.9621 | |
|
| 0.0427 | 47.0 | 4982 | 0.1591 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.68 | 0.7846 | 0.7286 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.7938 | 0.8775 | 0.8336 | 0.9606 | |
|
| 0.0424 | 48.0 | 5088 | 0.1640 | 0.7975 | 0.8630 | 0.8289 | 73 | 0.7059 | 0.7385 | 0.7218 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7568 | 0.8235 | 0.7887 | 34 | 0.7989 | 0.8604 | 0.8285 | 0.9611 | |
|
| 0.0408 | 49.0 | 5194 | 0.1615 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.7101 | 0.7538 | 0.7313 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8053 | 0.8718 | 0.8372 | 0.9621 | |
|
| 0.0403 | 50.0 | 5300 | 0.1616 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.6667 | 0.7692 | 0.7143 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7881 | 0.8689 | 0.8266 | 0.9599 | |
|
| 0.0374 | 51.0 | 5406 | 0.1660 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.7313 | 0.7538 | 0.7424 | 65 | 0.85 | 0.9067 | 0.8774 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8069 | 0.8689 | 0.8368 | 0.9628 | |
|
| 0.0382 | 52.0 | 5512 | 0.1770 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.6279 | 0.8308 | 0.7152 | 65 | 0.8671 | 0.9133 | 0.8896 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7368 | 0.8235 | 0.7778 | 34 | 0.7766 | 0.8718 | 0.8215 | 0.9577 | |
|
| 0.038 | 53.0 | 5618 | 0.1719 | 0.7952 | 0.9041 | 0.8462 | 73 | 0.6986 | 0.7846 | 0.7391 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.7778 | 0.8235 | 0.8000 | 34 | 0.7938 | 0.8775 | 0.8336 | 0.9596 | |
|
| 0.0362 | 54.0 | 5724 | 0.1769 | 0.8 | 0.8767 | 0.8366 | 73 | 0.6623 | 0.7846 | 0.7183 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.7974 | 0.8746 | 0.8342 | 0.9589 | |
|
| 0.034 | 55.0 | 5830 | 0.1652 | 0.7901 | 0.8767 | 0.8312 | 73 | 0.68 | 0.7846 | 0.7286 | 65 | 0.8718 | 0.9067 | 0.8889 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8063 | 0.8775 | 0.8404 | 0.9616 | |
|
| 0.033 | 56.0 | 5936 | 0.1687 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.7424 | 0.7538 | 0.7481 | 65 | 0.8562 | 0.9133 | 0.8839 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.8107 | 0.8661 | 0.8375 | 0.9623 | |
|
| 0.0357 | 57.0 | 6042 | 0.1678 | 0.8289 | 0.8630 | 0.8456 | 73 | 0.7869 | 0.7385 | 0.7619 | 65 | 0.8608 | 0.9067 | 0.8831 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.8229 | 0.8604 | 0.8412 | 0.9619 | |
|
| 0.0341 | 58.0 | 6148 | 0.1673 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.7627 | 0.6923 | 0.7258 | 65 | 0.8654 | 0.9 | 0.8824 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7778 | 0.8235 | 0.8000 | 34 | 0.8232 | 0.8490 | 0.8359 | 0.9611 | |
|
| 0.0324 | 59.0 | 6254 | 0.1702 | 0.8 | 0.8767 | 0.8366 | 73 | 0.6842 | 0.8 | 0.7376 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8010 | 0.8718 | 0.8349 | 0.9633 | |
|
| 0.0333 | 60.0 | 6360 | 0.1655 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.7206 | 0.7538 | 0.7368 | 65 | 0.8896 | 0.9133 | 0.9013 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8293 | 0.8718 | 0.8500 | 0.9658 | |
|
| 0.0327 | 61.0 | 6466 | 0.1797 | 0.8182 | 0.8630 | 0.8400 | 73 | 0.6933 | 0.8 | 0.7429 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.7974 | 0.8746 | 0.8342 | 0.9609 | |
|
| 0.0315 | 62.0 | 6572 | 0.1808 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.7042 | 0.7692 | 0.7353 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7778 | 0.8235 | 0.8000 | 34 | 0.7995 | 0.8632 | 0.8301 | 0.9601 | |
|
| 0.0295 | 63.0 | 6678 | 0.1738 | 0.8148 | 0.9041 | 0.8571 | 73 | 0.6806 | 0.7538 | 0.7153 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8115 | 0.8832 | 0.8458 | 0.9626 | |
|
| 0.0296 | 64.0 | 6784 | 0.1676 | 0.8 | 0.8767 | 0.8366 | 73 | 0.7313 | 0.7538 | 0.7424 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8148 | 0.8775 | 0.8450 | 0.9631 | |
|
| 0.0297 | 65.0 | 6890 | 0.1690 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.7183 | 0.7846 | 0.75 | 65 | 0.8645 | 0.8933 | 0.8787 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8 | 0.8235 | 0.8116 | 34 | 0.8118 | 0.8604 | 0.8354 | 0.9621 | |
|
| 0.028 | 66.0 | 6996 | 0.1747 | 0.7875 | 0.8630 | 0.8235 | 73 | 0.7463 | 0.7692 | 0.7576 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8213 | 0.8775 | 0.8485 | 0.9648 | |
|
| 0.0278 | 67.0 | 7102 | 0.1767 | 0.8182 | 0.8630 | 0.8400 | 73 | 0.6986 | 0.7846 | 0.7391 | 65 | 0.8645 | 0.8933 | 0.8787 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8128 | 0.8661 | 0.8386 | 0.9616 | |
|
| 0.0292 | 68.0 | 7208 | 0.1809 | 0.7875 | 0.8630 | 0.8235 | 73 | 0.6849 | 0.7692 | 0.7246 | 65 | 0.8954 | 0.9133 | 0.9043 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.8090 | 0.8689 | 0.8379 | 0.9626 | |
|
| 0.0264 | 69.0 | 7314 | 0.1725 | 0.8125 | 0.8904 | 0.8497 | 73 | 0.6579 | 0.7692 | 0.7092 | 65 | 0.8782 | 0.9133 | 0.8954 | 150 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8110 | 0.8803 | 0.8443 | 0.9641 | |
|
| 0.0259 | 70.0 | 7420 | 0.1752 | 0.8228 | 0.8904 | 0.8553 | 73 | 0.7083 | 0.7846 | 0.7445 | 65 | 0.8782 | 0.9133 | 0.8954 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8148 | 0.8775 | 0.8450 | 0.9638 | |
|
| 0.0274 | 71.0 | 7526 | 0.1907 | 0.8228 | 0.8904 | 0.8553 | 73 | 0.7083 | 0.7846 | 0.7445 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8042 | 0.8775 | 0.8392 | 0.9611 | |
|
| 0.0273 | 72.0 | 7632 | 0.1915 | 0.8125 | 0.8904 | 0.8497 | 73 | 0.7353 | 0.7692 | 0.7519 | 65 | 0.8491 | 0.9 | 0.8738 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7368 | 0.8235 | 0.7778 | 34 | 0.8021 | 0.8661 | 0.8329 | 0.9599 | |
|
| 0.0279 | 73.0 | 7738 | 0.1847 | 0.7975 | 0.8630 | 0.8289 | 73 | 0.6753 | 0.8 | 0.7324 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.7778 | 0.8235 | 0.8000 | 34 | 0.7948 | 0.8718 | 0.8315 | 0.9614 | |
|
| 0.0267 | 74.0 | 7844 | 0.1840 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.7424 | 0.7538 | 0.7481 | 65 | 0.8438 | 0.9 | 0.8710 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8059 | 0.8632 | 0.8336 | 0.9626 | |
|
| 0.0257 | 75.0 | 7950 | 0.1875 | 0.7952 | 0.9041 | 0.8462 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.85 | 0.9067 | 0.8774 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7893 | 0.8860 | 0.8349 | 0.9619 | |
|
| 0.0257 | 76.0 | 8056 | 0.1842 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.6849 | 0.7692 | 0.7246 | 65 | 0.8710 | 0.9 | 0.8852 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8117 | 0.8718 | 0.8407 | 0.9628 | |
|
| 0.0248 | 77.0 | 8162 | 0.1978 | 0.7975 | 0.8630 | 0.8289 | 73 | 0.6667 | 0.7692 | 0.7143 | 65 | 0.8544 | 0.9 | 0.8766 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7953 | 0.8632 | 0.8279 | 0.9589 | |
|
| 0.0248 | 78.0 | 8268 | 0.1951 | 0.7683 | 0.8630 | 0.8129 | 73 | 0.7143 | 0.7692 | 0.7407 | 65 | 0.85 | 0.9067 | 0.8774 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7984 | 0.8689 | 0.8322 | 0.9606 | |
|
| 0.0237 | 79.0 | 8374 | 0.1940 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.7183 | 0.7846 | 0.75 | 65 | 0.8590 | 0.8933 | 0.8758 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8069 | 0.8689 | 0.8368 | 0.9604 | |
|
| 0.0261 | 80.0 | 8480 | 0.1934 | 0.8 | 0.8767 | 0.8366 | 73 | 0.7429 | 0.8 | 0.7704 | 65 | 0.8438 | 0.9 | 0.8710 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7984 | 0.8689 | 0.8322 | 0.9614 | |
|
| 0.0234 | 81.0 | 8586 | 0.1913 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.7246 | 0.7692 | 0.7463 | 65 | 0.8654 | 0.9 | 0.8824 | 150 | 0.75 | 0.9310 | 0.8308 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8095 | 0.8718 | 0.8395 | 0.9626 | |
|
| 0.0217 | 82.0 | 8692 | 0.1952 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.6986 | 0.7846 | 0.7391 | 65 | 0.8599 | 0.9 | 0.8795 | 150 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8079 | 0.8746 | 0.8399 | 0.9623 | |
|
| 0.0234 | 83.0 | 8798 | 0.1946 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.7846 | 0.7846 | 0.7846 | 65 | 0.8671 | 0.9133 | 0.8896 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8289 | 0.8832 | 0.8552 | 0.9655 | |
|
| 0.0237 | 84.0 | 8904 | 0.1982 | 0.7927 | 0.8904 | 0.8387 | 73 | 0.7246 | 0.7692 | 0.7463 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.7222 | 0.8966 | 0.8000 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8037 | 0.8746 | 0.8377 | 0.9616 | |
|
| 0.0247 | 85.0 | 9010 | 0.2003 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.7083 | 0.7846 | 0.7445 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8016 | 0.8746 | 0.8365 | 0.9619 | |
|
| 0.0218 | 86.0 | 9116 | 0.1952 | 0.8 | 0.8767 | 0.8366 | 73 | 0.7042 | 0.7692 | 0.7353 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8122 | 0.8746 | 0.8422 | 0.9641 | |
|
| 0.0224 | 87.0 | 9222 | 0.1952 | 0.8125 | 0.8904 | 0.8497 | 73 | 0.7391 | 0.7846 | 0.7612 | 65 | 0.8671 | 0.9133 | 0.8896 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8122 | 0.8746 | 0.8422 | 0.9641 | |
|
| 0.0211 | 88.0 | 9328 | 0.1970 | 0.8 | 0.8767 | 0.8366 | 73 | 0.6892 | 0.7846 | 0.7338 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8010 | 0.8718 | 0.8349 | 0.9621 | |
|
| 0.021 | 89.0 | 9434 | 0.2001 | 0.7975 | 0.8630 | 0.8289 | 73 | 0.7183 | 0.7846 | 0.75 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8 | 0.8661 | 0.8317 | 0.9614 | |
|
| 0.0216 | 90.0 | 9540 | 0.1966 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.7391 | 0.7846 | 0.7612 | 65 | 0.8671 | 0.9133 | 0.8896 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.8085 | 0.8661 | 0.8363 | 0.9631 | |
|
| 0.0217 | 91.0 | 9646 | 0.1958 | 0.8 | 0.8767 | 0.8366 | 73 | 0.7083 | 0.7846 | 0.7445 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8058 | 0.8746 | 0.8388 | 0.9626 | |
|
| 0.0198 | 92.0 | 9752 | 0.1979 | 0.8 | 0.8767 | 0.8366 | 73 | 0.7391 | 0.7846 | 0.7612 | 65 | 0.8671 | 0.9133 | 0.8896 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.8122 | 0.8746 | 0.8422 | 0.9636 | |
|
| 0.0205 | 93.0 | 9858 | 0.1975 | 0.7975 | 0.8630 | 0.8289 | 73 | 0.75 | 0.7846 | 0.7669 | 65 | 0.8671 | 0.9133 | 0.8896 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.8143 | 0.8746 | 0.8434 | 0.9636 | |
|
| 0.0206 | 94.0 | 9964 | 0.1997 | 0.7975 | 0.8630 | 0.8289 | 73 | 0.7286 | 0.7846 | 0.7556 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.8069 | 0.8689 | 0.8368 | 0.9623 | |
|
| 0.0214 | 95.0 | 10070 | 0.1992 | 0.7927 | 0.8904 | 0.8387 | 73 | 0.7083 | 0.7846 | 0.7445 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7995 | 0.8746 | 0.8354 | 0.9614 | |
|
| 0.0208 | 96.0 | 10176 | 0.1982 | 0.7831 | 0.8904 | 0.8333 | 73 | 0.75 | 0.7846 | 0.7669 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.8058 | 0.8746 | 0.8388 | 0.9623 | |
|
| 0.0217 | 97.0 | 10282 | 0.1967 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.75 | 0.7846 | 0.7669 | 65 | 0.8608 | 0.9067 | 0.8831 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.8095 | 0.8718 | 0.8395 | 0.9631 | |
|
| 0.0205 | 98.0 | 10388 | 0.1988 | 0.7927 | 0.8904 | 0.8387 | 73 | 0.75 | 0.7846 | 0.7669 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.8053 | 0.8718 | 0.8372 | 0.9621 | |
|
| 0.0204 | 99.0 | 10494 | 0.1968 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.75 | 0.7846 | 0.7669 | 65 | 0.8608 | 0.9067 | 0.8831 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.8074 | 0.8718 | 0.8384 | 0.9628 | |
|
| 0.022 | 100.0 | 10600 | 0.1972 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.75 | 0.7846 | 0.7669 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.8074 | 0.8718 | 0.8384 | 0.9626 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.40.2 |
|
- Pytorch 2.3.0+cu121 |
|
- Datasets 2.19.1 |
|
- Tokenizers 0.19.1 |
|
|
