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---
library_name: transformers
base_model: google/mobilenet_v2_1.0_224
tags:
- image-classification
- vision
- generated_from_trainer
metrics:
- accuracy
- precision
- recall
- f1
model-index:
- name: mobilenetv2-typecoffee-2
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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# mobilenetv2-typecoffee-2
This model is a fine-tuned version of [google/mobilenet_v2_1.0_224](https://huggingface.co/google/mobilenet_v2_1.0_224) on the Master-Rapha7/TypeCoffee_128x128 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3384
- Accuracy: 0.8939
- Precision: 0.8983
- Recall: 0.8949
- F1: 0.8958
- Precision Durariadorio 128x128: 0.9545
- Recall Durariadorio 128x128: 0.875
- F1 Durariadorio 128x128: 0.9130
- Precision Mole 128x128: 0.9858
- Recall Mole 128x128: 0.9653
- F1 Mole 128x128: 0.9754
- Precision Quebrado 128x128: 0.8063
- Recall Quebrado 128x128: 0.8958
- F1 Quebrado 128x128: 0.8487
- Precision Riadorio 128x128: 0.8158
- Recall Riadorio 128x128: 0.8158
- F1 Riadorio 128x128: 0.8158
- Precision Riofechado 128x128: 0.9291
- Recall Riofechado 128x128: 0.9225
- F1 Riofechado 128x128: 0.9258
## 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: 16
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 100.0
### Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 | Precision Durariadorio 128x128 | Recall Durariadorio 128x128 | F1 Durariadorio 128x128 | Precision Mole 128x128 | Recall Mole 128x128 | F1 Mole 128x128 | Precision Quebrado 128x128 | Recall Quebrado 128x128 | F1 Quebrado 128x128 | Precision Riadorio 128x128 | Recall Riadorio 128x128 | F1 Riadorio 128x128 | Precision Riofechado 128x128 | Recall Riofechado 128x128 | F1 Riofechado 128x128 |
|:-------------:|:-----:|:-----:|:---------------:|:--------:|:---------:|:------:|:------:|:------------------------------:|:---------------------------:|:-----------------------:|:----------------------:|:-------------------:|:---------------:|:--------------------------:|:-----------------------:|:-------------------:|:--------------------------:|:-----------------------:|:-------------------:|:----------------------------:|:-------------------------:|:---------------------:|
| 1.0709 | 1.0 | 364 | 1.2074 | 0.5179 | 0.5840 | 0.5157 | 0.4791 | 0.75 | 0.25 | 0.375 | 0.6444 | 0.2014 | 0.3069 | 0.5543 | 0.9931 | 0.7114 | 0.3970 | 0.6974 | 0.5060 | 0.5741 | 0.4366 | 0.496 |
| 0.7944 | 2.0 | 728 | 0.9347 | 0.6364 | 0.6970 | 0.6353 | 0.6462 | 0.7333 | 0.4583 | 0.5641 | 0.7431 | 0.5625 | 0.6403 | 0.8718 | 0.7083 | 0.7816 | 0.4191 | 0.75 | 0.5377 | 0.7174 | 0.6972 | 0.7071 |
| 0.8081 | 3.0 | 1092 | 1.7043 | 0.3747 | 0.6537 | 0.3782 | 0.3347 | 0.5405 | 0.4167 | 0.4706 | 0.8 | 0.0833 | 0.1509 | 0.9630 | 0.1806 | 0.3041 | 0.6957 | 0.2105 | 0.3232 | 0.2694 | 1.0 | 0.4245 |
| 0.8024 | 4.0 | 1456 | 1.5073 | 0.5014 | 0.6260 | 0.5063 | 0.4472 | 0.7778 | 0.1944 | 0.3111 | 0.6373 | 0.4514 | 0.5285 | 0.4613 | 0.9931 | 0.6300 | 0.8261 | 0.125 | 0.2171 | 0.4275 | 0.7676 | 0.5491 |
| 0.9541 | 5.0 | 1820 | 2.2240 | 0.4504 | 0.5819 | 0.4514 | 0.4270 | 0.3275 | 0.7847 | 0.4622 | 0.4975 | 0.6875 | 0.5773 | 0.9286 | 0.1806 | 0.3023 | 0.6364 | 0.3224 | 0.4279 | 0.5195 | 0.2817 | 0.3653 |
| 0.5358 | 6.0 | 2184 | 0.7352 | 0.7493 | 0.7677 | 0.7499 | 0.7374 | 0.8615 | 0.3889 | 0.5359 | 0.7517 | 0.7569 | 0.7543 | 0.8442 | 0.9028 | 0.8725 | 0.6096 | 0.75 | 0.6726 | 0.7714 | 0.9507 | 0.8517 |
| 0.4848 | 7.0 | 2548 | 1.4124 | 0.5978 | 0.7078 | 0.5949 | 0.5972 | 0.8108 | 0.4167 | 0.5505 | 0.5612 | 0.7639 | 0.6471 | 0.8165 | 0.6181 | 0.7036 | 0.4207 | 0.8026 | 0.5520 | 0.9298 | 0.3732 | 0.5327 |
| 0.6271 | 8.0 | 2912 | 1.1025 | 0.6433 | 0.7142 | 0.6495 | 0.6022 | 0.8143 | 0.3958 | 0.5327 | 0.6078 | 0.8611 | 0.7126 | 0.7421 | 0.8194 | 0.7789 | 0.8667 | 0.1711 | 0.2857 | 0.5399 | 1.0 | 0.7012 |
| 0.4748 | 9.0 | 3276 | 1.0572 | 0.6694 | 0.7185 | 0.6700 | 0.6822 | 0.8319 | 0.6528 | 0.7315 | 0.6493 | 0.6042 | 0.6259 | 0.7987 | 0.8819 | 0.8383 | 0.4062 | 0.5987 | 0.4840 | 0.9062 | 0.6127 | 0.7311 |
| 0.4721 | 10.0 | 3640 | 2.0767 | 0.5854 | 0.7156 | 0.5921 | 0.5216 | 0.5939 | 0.8125 | 0.6862 | 0.5519 | 0.9236 | 0.6909 | 0.9123 | 0.3611 | 0.5174 | 1.0 | 0.0395 | 0.0759 | 0.52 | 0.8239 | 0.6376 |
| 0.3891 | 11.0 | 4004 | 0.8680 | 0.7493 | 0.8243 | 0.7488 | 0.7505 | 0.8083 | 0.6736 | 0.7348 | 1.0 | 0.4028 | 0.5743 | 0.8693 | 0.9236 | 0.8956 | 0.4885 | 0.8355 | 0.6165 | 0.9556 | 0.9085 | 0.9314 |
| 0.4385 | 12.0 | 4368 | 0.5012 | 0.8320 | 0.8392 | 0.8343 | 0.8301 | 0.7821 | 0.8472 | 0.8133 | 0.9302 | 0.8333 | 0.8791 | 0.7692 | 0.9722 | 0.8589 | 0.8571 | 0.6316 | 0.7273 | 0.8571 | 0.8873 | 0.8720 |
| 0.5092 | 13.0 | 4732 | 0.8346 | 0.7782 | 0.8347 | 0.7790 | 0.7706 | 0.9667 | 0.4028 | 0.5686 | 0.9160 | 0.8333 | 0.8727 | 0.8658 | 0.8958 | 0.8805 | 0.8593 | 0.7632 | 0.8084 | 0.5657 | 1.0 | 0.7226 |
| 0.3634 | 14.0 | 5096 | 1.3165 | 0.6446 | 0.7551 | 0.6448 | 0.6445 | 0.7348 | 0.6736 | 0.7029 | 0.4410 | 0.9861 | 0.6094 | 0.9815 | 0.3681 | 0.5354 | 0.7881 | 0.6118 | 0.6889 | 0.83 | 0.5845 | 0.6860 |
| 0.4783 | 15.0 | 5460 | 1.6690 | 0.5565 | 0.7117 | 0.5523 | 0.5504 | 0.7286 | 0.3542 | 0.4766 | 0.6891 | 0.5694 | 0.6236 | 0.7868 | 0.7431 | 0.7643 | 0.3542 | 0.8553 | 0.5010 | 1.0 | 0.2394 | 0.3864 |
| 0.3286 | 16.0 | 5824 | 0.8830 | 0.7369 | 0.7873 | 0.7387 | 0.7307 | 0.8258 | 0.7569 | 0.7899 | 0.825 | 0.9167 | 0.8684 | 0.5517 | 1.0 | 0.7111 | 0.8681 | 0.5197 | 0.6502 | 0.8659 | 0.5 | 0.6339 |
| 0.441 | 17.0 | 6188 | 1.1930 | 0.6694 | 0.7584 | 0.6686 | 0.6672 | 0.9344 | 0.3958 | 0.5561 | 0.9570 | 0.6181 | 0.7511 | 0.5187 | 0.9653 | 0.6748 | 0.5781 | 0.7303 | 0.6453 | 0.8036 | 0.6338 | 0.7087 |
| 0.4224 | 18.0 | 6552 | 0.5639 | 0.8278 | 0.8410 | 0.8293 | 0.8258 | 0.9320 | 0.6667 | 0.7773 | 0.8274 | 0.9653 | 0.8910 | 0.7553 | 0.9861 | 0.8554 | 0.7465 | 0.6974 | 0.7211 | 0.944 | 0.8310 | 0.8839 |
| 0.3715 | 19.0 | 6916 | 0.9846 | 0.7025 | 0.7610 | 0.7047 | 0.7044 | 0.8632 | 0.5694 | 0.6862 | 0.9307 | 0.6528 | 0.7673 | 0.5182 | 0.9861 | 0.6794 | 0.7207 | 0.5263 | 0.6084 | 0.7724 | 0.7887 | 0.7805 |
| 0.4228 | 20.0 | 7280 | 0.9673 | 0.7452 | 0.7956 | 0.7449 | 0.7434 | 0.9125 | 0.5069 | 0.6518 | 0.9583 | 0.6389 | 0.7667 | 0.8382 | 0.7917 | 0.8143 | 0.5841 | 0.8224 | 0.6831 | 0.685 | 0.9648 | 0.8012 |
| 0.3596 | 21.0 | 7644 | 0.7574 | 0.7796 | 0.8143 | 0.7803 | 0.7759 | 0.8585 | 0.6319 | 0.728 | 0.9884 | 0.5903 | 0.7391 | 0.8221 | 0.9306 | 0.8730 | 0.7647 | 0.7697 | 0.7672 | 0.6376 | 0.9789 | 0.7722 |
| 0.3422 | 22.0 | 8008 | 2.4545 | 0.4931 | 0.7341 | 0.4988 | 0.4481 | 0.4324 | 0.7778 | 0.5558 | 0.975 | 0.2708 | 0.4239 | 0.9259 | 0.3472 | 0.5051 | 0.9412 | 0.1053 | 0.1893 | 0.3961 | 0.9930 | 0.5663 |
| 0.4047 | 23.0 | 8372 | 0.8565 | 0.7645 | 0.8034 | 0.7642 | 0.7735 | 0.6859 | 0.7431 | 0.7133 | 0.9118 | 0.8611 | 0.8857 | 0.8615 | 0.7778 | 0.8175 | 0.5577 | 0.7632 | 0.6444 | 1.0 | 0.6761 | 0.8067 |
| 0.3281 | 24.0 | 8736 | 1.9366 | 0.5923 | 0.7187 | 0.5887 | 0.5898 | 0.7324 | 0.3611 | 0.4837 | 0.7226 | 0.6875 | 0.7046 | 0.7794 | 0.7361 | 0.7571 | 0.3810 | 0.8421 | 0.5246 | 0.9783 | 0.3169 | 0.4787 |
| 0.4524 | 25.0 | 9100 | 1.9752 | 0.6460 | 0.7253 | 0.6464 | 0.6129 | 1.0 | 0.1667 | 0.2857 | 0.775 | 0.6458 | 0.7045 | 0.6667 | 0.8472 | 0.7462 | 0.6623 | 0.6711 | 0.6667 | 0.5224 | 0.9014 | 0.6615 |
| 0.2905 | 26.0 | 9464 | 0.9349 | 0.7645 | 0.7864 | 0.7653 | 0.7682 | 0.7872 | 0.7708 | 0.7789 | 0.8738 | 0.625 | 0.7287 | 0.8571 | 0.75 | 0.8 | 0.5657 | 0.7368 | 0.64 | 0.8481 | 0.9437 | 0.8933 |
| 0.3872 | 27.0 | 9828 | 1.3411 | 0.6915 | 0.7712 | 0.6931 | 0.6904 | 0.6748 | 0.7639 | 0.7166 | 0.9538 | 0.4306 | 0.5933 | 0.9065 | 0.6736 | 0.7729 | 0.8174 | 0.6184 | 0.7041 | 0.5036 | 0.9789 | 0.6651 |
| 0.2387 | 28.0 | 10192 | 1.0073 | 0.7672 | 0.8063 | 0.7670 | 0.7638 | 0.9167 | 0.6111 | 0.7333 | 0.8609 | 0.9028 | 0.8814 | 0.6372 | 1.0 | 0.7784 | 0.6848 | 0.7434 | 0.7129 | 0.9318 | 0.5775 | 0.7130 |
| 0.2321 | 29.0 | 10556 | 0.6733 | 0.8085 | 0.8290 | 0.8107 | 0.8001 | 0.9615 | 0.5208 | 0.6757 | 0.6961 | 0.9861 | 0.8161 | 0.8526 | 0.9236 | 0.8867 | 0.7615 | 0.6513 | 0.7021 | 0.8734 | 0.9718 | 0.92 |
| 0.2687 | 30.0 | 10920 | 1.1098 | 0.7603 | 0.8017 | 0.7601 | 0.7616 | 0.8198 | 0.6319 | 0.7137 | 0.9765 | 0.5764 | 0.7249 | 0.7037 | 0.9236 | 0.7988 | 0.5913 | 0.8092 | 0.6833 | 0.9173 | 0.8592 | 0.8873 |
| 0.2047 | 31.0 | 11284 | 0.5737 | 0.8333 | 0.8484 | 0.8353 | 0.8309 | 0.7382 | 0.9792 | 0.8418 | 0.9545 | 0.875 | 0.9130 | 0.8509 | 0.6736 | 0.7519 | 0.9211 | 0.6908 | 0.7895 | 0.7771 | 0.9577 | 0.8580 |
| 0.3821 | 32.0 | 11648 | 0.6089 | 0.7741 | 0.8123 | 0.7745 | 0.7798 | 0.9438 | 0.5833 | 0.7210 | 0.7578 | 0.8472 | 0.8 | 0.8862 | 0.7569 | 0.8165 | 0.5519 | 0.7697 | 0.6429 | 0.9220 | 0.9155 | 0.9187 |
| 0.3214 | 33.0 | 12012 | 1.1225 | 0.7879 | 0.8225 | 0.7884 | 0.7823 | 0.8433 | 0.7847 | 0.8129 | 1.0 | 0.4722 | 0.6415 | 0.8118 | 0.9583 | 0.8790 | 0.6041 | 0.7829 | 0.6819 | 0.8535 | 0.9437 | 0.8963 |
| 0.3972 | 34.0 | 12376 | 0.4285 | 0.8815 | 0.8951 | 0.8855 | 0.8747 | 0.7877 | 0.9792 | 0.8731 | 0.8812 | 0.9792 | 0.9276 | 0.8494 | 0.9792 | 0.9097 | 0.9647 | 0.5395 | 0.6920 | 0.9926 | 0.9507 | 0.9712 |
| 0.1635 | 35.0 | 12740 | 0.9206 | 0.7686 | 0.8260 | 0.7678 | 0.7673 | 0.975 | 0.5417 | 0.6964 | 0.9556 | 0.8958 | 0.9247 | 0.9011 | 0.5694 | 0.6979 | 0.5726 | 0.8816 | 0.6943 | 0.7258 | 0.9507 | 0.8232 |
| 0.2116 | 36.0 | 13104 | 2.1126 | 0.5868 | 0.6752 | 0.5881 | 0.5671 | 0.8667 | 0.4514 | 0.5936 | 0.5756 | 0.8194 | 0.6762 | 0.8333 | 0.2431 | 0.3763 | 0.6457 | 0.5395 | 0.5878 | 0.4549 | 0.8873 | 0.6014 |
| 0.2941 | 37.0 | 13468 | 0.8622 | 0.7741 | 0.8090 | 0.7754 | 0.7795 | 0.9145 | 0.7431 | 0.8199 | 0.5939 | 0.9444 | 0.7292 | 0.8870 | 0.7083 | 0.7876 | 0.7214 | 0.6645 | 0.6918 | 0.928 | 0.8169 | 0.8689 |
| 0.1385 | 38.0 | 13832 | 1.1555 | 0.7837 | 0.8127 | 0.7849 | 0.7840 | 0.9495 | 0.6528 | 0.7737 | 0.9167 | 0.6875 | 0.7857 | 0.8435 | 0.8611 | 0.8522 | 0.6727 | 0.7303 | 0.7003 | 0.6812 | 0.9930 | 0.8080 |
| 0.1781 | 39.0 | 14196 | 0.5697 | 0.8182 | 0.8548 | 0.8182 | 0.8208 | 0.9524 | 0.5556 | 0.7018 | 0.9084 | 0.8264 | 0.8655 | 0.8639 | 0.8819 | 0.8729 | 0.5909 | 0.8553 | 0.6989 | 0.9583 | 0.9718 | 0.9650 |
| 0.2708 | 40.0 | 14560 | 0.3549 | 0.8871 | 0.8911 | 0.8885 | 0.8879 | 0.8397 | 0.9097 | 0.8733 | 0.9478 | 0.8819 | 0.9137 | 0.8424 | 0.9653 | 0.8997 | 0.8406 | 0.7632 | 0.8 | 0.9850 | 0.9225 | 0.9527 |
| 0.2474 | 41.0 | 14924 | 1.4169 | 0.6997 | 0.7712 | 0.6990 | 0.7026 | 0.8723 | 0.5694 | 0.6891 | 0.9451 | 0.5972 | 0.7319 | 0.8842 | 0.5833 | 0.7029 | 0.5274 | 0.8224 | 0.6427 | 0.6268 | 0.9225 | 0.7464 |
| 0.3544 | 42.0 | 15288 | 1.5741 | 0.7094 | 0.7636 | 0.7140 | 0.6947 | 0.7890 | 0.5972 | 0.6798 | 0.8803 | 0.7153 | 0.7893 | 0.6278 | 0.9722 | 0.7629 | 0.9138 | 0.3487 | 0.5048 | 0.6073 | 0.9366 | 0.7368 |
| 0.3016 | 43.0 | 15652 | 3.1537 | 0.4931 | 0.7287 | 0.4873 | 0.4791 | 0.6304 | 0.2014 | 0.3053 | 0.7710 | 0.7014 | 0.7345 | 0.9298 | 0.3681 | 0.5274 | 0.3124 | 0.9474 | 0.4698 | 1.0 | 0.2183 | 0.3584 |
| 0.2507 | 44.0 | 16016 | 0.7001 | 0.8072 | 0.8686 | 0.8066 | 0.8156 | 1.0 | 0.5486 | 0.7085 | 0.9338 | 0.8819 | 0.9071 | 0.8824 | 0.8333 | 0.8571 | 0.5425 | 0.8816 | 0.6717 | 0.9844 | 0.8873 | 0.9333 |
| 0.3607 | 45.0 | 16380 | 0.9100 | 0.8017 | 0.8393 | 0.8043 | 0.7983 | 0.9540 | 0.5764 | 0.7186 | 0.6111 | 0.9931 | 0.7566 | 0.8701 | 0.9306 | 0.8993 | 0.8571 | 0.5921 | 0.7004 | 0.9041 | 0.9296 | 0.9167 |
| 0.2023 | 46.0 | 16744 | 1.1856 | 0.7121 | 0.7901 | 0.7086 | 0.6832 | 0.8101 | 0.8889 | 0.8477 | 0.9924 | 0.9028 | 0.9455 | 0.6062 | 0.6736 | 0.6382 | 0.5418 | 0.8947 | 0.6749 | 1.0 | 0.1831 | 0.3095 |
| 0.2303 | 47.0 | 17108 | 0.5505 | 0.8388 | 0.8703 | 0.8387 | 0.8466 | 0.9573 | 0.7778 | 0.8582 | 0.9328 | 0.8681 | 0.8993 | 0.8852 | 0.75 | 0.8120 | 0.6129 | 0.875 | 0.7209 | 0.9632 | 0.9225 | 0.9424 |
| 0.2238 | 48.0 | 17472 | 1.6496 | 0.5950 | 0.7650 | 0.5905 | 0.6007 | 0.7207 | 0.5556 | 0.6275 | 0.8889 | 0.6111 | 0.7243 | 0.8431 | 0.5972 | 0.6992 | 0.3723 | 0.9211 | 0.5303 | 1.0 | 0.2676 | 0.4222 |
| 0.2632 | 49.0 | 17836 | 1.6022 | 0.7507 | 0.8091 | 0.7501 | 0.7150 | 1.0 | 0.1806 | 0.3059 | 0.8072 | 0.9306 | 0.8645 | 0.7667 | 0.9583 | 0.8519 | 0.5753 | 0.8289 | 0.6792 | 0.8963 | 0.8521 | 0.8736 |
| 0.1897 | 50.0 | 18200 | 1.0318 | 0.7824 | 0.8140 | 0.7825 | 0.7778 | 0.9375 | 0.5208 | 0.6696 | 0.7416 | 0.9167 | 0.8199 | 0.75 | 0.9792 | 0.8494 | 0.6686 | 0.7566 | 0.7099 | 0.9722 | 0.7394 | 0.84 |
| 0.3303 | 51.0 | 18564 | 0.7386 | 0.7865 | 0.8104 | 0.7865 | 0.7834 | 0.8582 | 0.8403 | 0.8491 | 0.8046 | 0.9722 | 0.8805 | 0.7625 | 0.8472 | 0.8026 | 0.6395 | 0.7237 | 0.6790 | 0.9873 | 0.5493 | 0.7059 |
| 0.3398 | 52.0 | 18928 | 0.5642 | 0.8154 | 0.8351 | 0.8157 | 0.8154 | 0.8881 | 0.8264 | 0.8561 | 0.9580 | 0.7917 | 0.8669 | 0.8785 | 0.6528 | 0.7490 | 0.7456 | 0.8289 | 0.7850 | 0.7056 | 0.9789 | 0.8201 |
| 0.3094 | 53.0 | 19292 | 0.9977 | 0.7562 | 0.8091 | 0.7556 | 0.7492 | 0.7530 | 0.8681 | 0.8065 | 1.0 | 0.4097 | 0.5813 | 0.8644 | 0.7083 | 0.7786 | 0.5702 | 0.8553 | 0.6842 | 0.8581 | 0.9366 | 0.8956 |
| 0.3199 | 54.0 | 19656 | 0.3904 | 0.8595 | 0.8734 | 0.8600 | 0.8621 | 0.9433 | 0.9236 | 0.9333 | 1.0 | 0.8264 | 0.9049 | 0.8537 | 0.7292 | 0.7865 | 0.6957 | 0.8421 | 0.7619 | 0.8742 | 0.9789 | 0.9236 |
| 0.539 | 55.0 | 20020 | 0.3384 | 0.8939 | 0.8983 | 0.8949 | 0.8958 | 0.9545 | 0.875 | 0.9130 | 0.9858 | 0.9653 | 0.9754 | 0.8063 | 0.8958 | 0.8487 | 0.8158 | 0.8158 | 0.8158 | 0.9291 | 0.9225 | 0.9258 |
| 0.1798 | 56.0 | 20384 | 0.5997 | 0.8017 | 0.8244 | 0.8024 | 0.8031 | 0.9077 | 0.8194 | 0.8613 | 0.9706 | 0.6875 | 0.8049 | 0.8359 | 0.7431 | 0.7868 | 0.68 | 0.7829 | 0.7278 | 0.7277 | 0.9789 | 0.8348 |
| 0.2783 | 57.0 | 20748 | 0.7346 | 0.8567 | 0.8622 | 0.8609 | 0.8497 | 0.7624 | 0.9583 | 0.8492 | 0.9184 | 0.9375 | 0.9278 | 0.8313 | 0.9236 | 0.875 | 0.8667 | 0.5132 | 0.6446 | 0.9324 | 0.9718 | 0.9517 |
| 0.2132 | 58.0 | 21112 | 1.3325 | 0.7645 | 0.8246 | 0.7652 | 0.7498 | 0.9717 | 0.7153 | 0.824 | 0.715 | 0.9931 | 0.8314 | 0.9636 | 0.3681 | 0.5327 | 0.8647 | 0.7566 | 0.8070 | 0.6078 | 0.9930 | 0.7540 |
| 0.1655 | 59.0 | 21476 | 2.4867 | 0.7011 | 0.7585 | 0.7015 | 0.6968 | 0.7857 | 0.6875 | 0.7333 | 0.9833 | 0.4097 | 0.5784 | 0.8527 | 0.7639 | 0.8059 | 0.5556 | 0.7237 | 0.6286 | 0.6150 | 0.9225 | 0.7380 |
| 0.3627 | 60.0 | 21840 | 1.6926 | 0.7011 | 0.7439 | 0.6996 | 0.6998 | 0.6892 | 0.7083 | 0.6986 | 0.7188 | 0.7986 | 0.7566 | 0.8485 | 0.7778 | 0.8116 | 0.5367 | 0.7697 | 0.6324 | 0.9265 | 0.4437 | 0.6 |
| 0.2631 | 61.0 | 22204 | 1.3416 | 0.7094 | 0.7883 | 0.7087 | 0.7048 | 0.925 | 0.5139 | 0.6607 | 0.9855 | 0.4722 | 0.6385 | 0.8254 | 0.7222 | 0.7704 | 0.5246 | 0.8421 | 0.6465 | 0.6812 | 0.9930 | 0.8080 |
| 0.2012 | 62.0 | 22568 | 0.6623 | 0.8457 | 0.8531 | 0.8475 | 0.8449 | 0.7797 | 0.9583 | 0.8598 | 0.9658 | 0.7847 | 0.8659 | 0.8540 | 0.8125 | 0.8327 | 0.8258 | 0.7171 | 0.7676 | 0.8405 | 0.9648 | 0.8984 |
| 0.2564 | 63.0 | 22932 | 1.3535 | 0.7204 | 0.7862 | 0.7195 | 0.7135 | 0.8529 | 0.8056 | 0.8286 | 0.9841 | 0.4306 | 0.5990 | 0.8602 | 0.5556 | 0.6751 | 0.5485 | 0.8553 | 0.6684 | 0.6853 | 0.9507 | 0.7965 |
| 0.1741 | 64.0 | 23296 | 0.5313 | 0.8485 | 0.8566 | 0.8511 | 0.8473 | 0.8980 | 0.9167 | 0.9072 | 0.8393 | 0.9792 | 0.9038 | 0.7371 | 0.8958 | 0.8088 | 0.8087 | 0.6118 | 0.6966 | 1.0 | 0.8521 | 0.9202 |
| 0.3129 | 65.0 | 23660 | 1.4864 | 0.6488 | 0.7434 | 0.6484 | 0.6380 | 0.9 | 0.25 | 0.3913 | 0.5612 | 0.9236 | 0.6982 | 0.8058 | 0.7778 | 0.7915 | 0.4615 | 0.6711 | 0.5469 | 0.9888 | 0.6197 | 0.7619 |
| 0.2494 | 66.0 | 24024 | 1.5495 | 0.7287 | 0.8151 | 0.7278 | 0.7267 | 0.9143 | 0.4444 | 0.5981 | 1.0 | 0.4931 | 0.6605 | 0.8333 | 0.9028 | 0.8667 | 0.4797 | 0.8553 | 0.6147 | 0.8481 | 0.9437 | 0.8933 |
| 0.2422 | 67.0 | 24388 | 1.2390 | 0.7686 | 0.7879 | 0.7718 | 0.7642 | 0.8129 | 0.7847 | 0.7986 | 0.8235 | 0.6806 | 0.7452 | 0.6355 | 0.8958 | 0.7435 | 0.8710 | 0.5329 | 0.6612 | 0.7965 | 0.9648 | 0.8726 |
| 0.1332 | 68.0 | 24752 | 1.7990 | 0.7410 | 0.8158 | 0.7404 | 0.7342 | 1.0 | 0.3333 | 0.5 | 0.8235 | 0.7778 | 0.8 | 0.7829 | 0.9514 | 0.8589 | 0.5061 | 0.8224 | 0.6266 | 0.9667 | 0.8169 | 0.8855 |
| 0.2093 | 69.0 | 25116 | 0.5063 | 0.8540 | 0.8663 | 0.8569 | 0.8529 | 0.7222 | 0.9931 | 0.8363 | 0.9444 | 0.9444 | 0.9444 | 0.8456 | 0.875 | 0.8601 | 0.8273 | 0.5987 | 0.6947 | 0.992 | 0.8732 | 0.9288 |
| 0.3587 | 70.0 | 25480 | 0.9657 | 0.7879 | 0.8288 | 0.7878 | 0.7808 | 1.0 | 0.4583 | 0.6286 | 0.8836 | 0.8958 | 0.8897 | 0.8618 | 0.7361 | 0.7940 | 0.6143 | 0.8487 | 0.7127 | 0.7845 | 1.0 | 0.8793 |
| 0.2032 | 71.0 | 25844 | 0.9718 | 0.7590 | 0.8034 | 0.7588 | 0.7572 | 0.9091 | 0.625 | 0.7407 | 0.9884 | 0.5903 | 0.7391 | 0.8 | 0.75 | 0.7742 | 0.63 | 0.8289 | 0.7159 | 0.6893 | 1.0 | 0.8161 |
| 0.2602 | 72.0 | 26208 | 1.3336 | 0.7052 | 0.7281 | 0.7065 | 0.7031 | 0.8242 | 0.5208 | 0.6383 | 0.5919 | 0.9167 | 0.7193 | 0.7721 | 0.7292 | 0.75 | 0.6525 | 0.6053 | 0.6280 | 0.8 | 0.7606 | 0.7798 |
| 0.2728 | 73.0 | 26572 | 0.7606 | 0.8058 | 0.8219 | 0.8061 | 0.8084 | 0.8248 | 0.7847 | 0.8043 | 0.9434 | 0.6944 | 0.8 | 0.7945 | 0.8056 | 0.8 | 0.6543 | 0.8092 | 0.7235 | 0.8926 | 0.9366 | 0.9141 |
| 0.1652 | 74.0 | 26936 | 0.8673 | 0.7906 | 0.8111 | 0.7909 | 0.7869 | 0.9224 | 0.7431 | 0.8231 | 0.8926 | 0.9236 | 0.9078 | 0.8556 | 0.5347 | 0.6581 | 0.6816 | 0.8026 | 0.7372 | 0.7031 | 0.9507 | 0.8084 |
| 0.2047 | 75.0 | 27300 | 1.5109 | 0.7218 | 0.7986 | 0.7243 | 0.7181 | 1.0 | 0.4653 | 0.6351 | 0.9912 | 0.7847 | 0.8760 | 0.5743 | 0.9931 | 0.7277 | 0.8163 | 0.5263 | 0.64 | 0.6111 | 0.8521 | 0.7118 |
| 0.1685 | 76.0 | 27664 | 0.9601 | 0.8030 | 0.8222 | 0.8043 | 0.8044 | 0.8846 | 0.7986 | 0.8394 | 0.9596 | 0.6597 | 0.7819 | 0.6757 | 0.8681 | 0.7599 | 0.7070 | 0.7303 | 0.7184 | 0.8839 | 0.9648 | 0.9226 |
| 0.2161 | 77.0 | 28028 | 0.8242 | 0.7686 | 0.8093 | 0.7676 | 0.7768 | 0.8195 | 0.7569 | 0.7870 | 0.9380 | 0.8403 | 0.8864 | 0.8165 | 0.6181 | 0.7036 | 0.5485 | 0.8553 | 0.6684 | 0.9237 | 0.7676 | 0.8385 |
| 0.1214 | 78.0 | 28392 | 1.5758 | 0.7066 | 0.7803 | 0.7059 | 0.7097 | 0.7946 | 0.6181 | 0.6953 | 1.0 | 0.4792 | 0.6479 | 0.5917 | 0.8958 | 0.7127 | 0.5509 | 0.7829 | 0.6467 | 0.9640 | 0.7535 | 0.8458 |
| 0.1458 | 79.0 | 28756 | 1.7201 | 0.6667 | 0.8239 | 0.6641 | 0.6700 | 0.9756 | 0.2778 | 0.4324 | 0.9615 | 0.6944 | 0.8065 | 0.7857 | 0.9167 | 0.8462 | 0.3964 | 0.8684 | 0.5443 | 1.0 | 0.5634 | 0.7207 |
| 0.3304 | 80.0 | 29120 | 1.1946 | 0.7824 | 0.8309 | 0.7823 | 0.7837 | 0.9524 | 0.5556 | 0.7018 | 0.9798 | 0.6736 | 0.7984 | 0.8378 | 0.8611 | 0.8493 | 0.5714 | 0.8421 | 0.6809 | 0.8129 | 0.9789 | 0.8882 |
| 0.1858 | 81.0 | 29484 | 2.7812 | 0.6460 | 0.7563 | 0.6460 | 0.6443 | 0.9062 | 0.4028 | 0.5577 | 0.9205 | 0.5625 | 0.6983 | 0.9070 | 0.5417 | 0.6783 | 0.5635 | 0.7303 | 0.6361 | 0.4845 | 0.9930 | 0.6513 |
| 0.1235 | 82.0 | 29848 | 1.0269 | 0.7865 | 0.8142 | 0.7862 | 0.7930 | 0.8571 | 0.7083 | 0.7757 | 0.8333 | 0.8681 | 0.8503 | 0.8346 | 0.7361 | 0.7823 | 0.5877 | 0.8158 | 0.6832 | 0.9580 | 0.8028 | 0.8736 |
| 0.134 | 83.0 | 30212 | 1.6236 | 0.6818 | 0.8405 | 0.6797 | 0.7026 | 0.975 | 0.5417 | 0.6964 | 1.0 | 0.4514 | 0.6220 | 0.8692 | 0.6458 | 0.7410 | 0.3983 | 0.9145 | 0.5549 | 0.96 | 0.8451 | 0.8989 |
| 0.2552 | 84.0 | 30576 | 1.6298 | 0.7548 | 0.7811 | 0.7574 | 0.7412 | 0.9841 | 0.4306 | 0.5990 | 0.6875 | 0.8403 | 0.7562 | 0.8354 | 0.9514 | 0.8896 | 0.6617 | 0.5789 | 0.6175 | 0.7368 | 0.9859 | 0.8434 |
| 0.1101 | 85.0 | 30940 | 1.9185 | 0.6956 | 0.8079 | 0.6932 | 0.7031 | 0.9375 | 0.4167 | 0.5769 | 0.8519 | 0.7986 | 0.8244 | 0.8414 | 0.8472 | 0.8443 | 0.4342 | 0.8684 | 0.5789 | 0.9744 | 0.5352 | 0.6909 |
| 0.1947 | 86.0 | 31304 | 1.8975 | 0.7355 | 0.7956 | 0.7393 | 0.7341 | 0.8607 | 0.7292 | 0.7895 | 0.8151 | 0.8264 | 0.8207 | 0.8033 | 0.6806 | 0.7368 | 0.9589 | 0.4605 | 0.6222 | 0.5399 | 1.0 | 0.7012 |
| 0.1428 | 87.0 | 31668 | 0.6888 | 0.7796 | 0.8120 | 0.7798 | 0.7845 | 0.7901 | 0.8889 | 0.8366 | 0.9380 | 0.8403 | 0.8864 | 0.8105 | 0.5347 | 0.6444 | 0.5535 | 0.7829 | 0.6485 | 0.968 | 0.8521 | 0.9064 |
| 0.2229 | 88.0 | 32032 | 2.4581 | 0.5744 | 0.8051 | 0.5697 | 0.5661 | 0.9762 | 0.2847 | 0.4409 | 0.8284 | 0.7708 | 0.7986 | 0.8860 | 0.7014 | 0.7829 | 0.3350 | 0.9013 | 0.4884 | 1.0 | 0.1901 | 0.3195 |
| 0.1858 | 89.0 | 32396 | 2.8383 | 0.6804 | 0.7342 | 0.6809 | 0.6517 | 1.0 | 0.2153 | 0.3543 | 0.6294 | 0.7431 | 0.6815 | 0.7468 | 0.8194 | 0.7815 | 0.5889 | 0.6974 | 0.6386 | 0.7059 | 0.9296 | 0.8024 |
| 0.1742 | 90.0 | 32760 | 1.0500 | 0.7879 | 0.8373 | 0.7878 | 0.7895 | 0.9759 | 0.5625 | 0.7137 | 0.9804 | 0.6944 | 0.8130 | 0.8662 | 0.8542 | 0.8601 | 0.5818 | 0.8421 | 0.6882 | 0.7821 | 0.9859 | 0.8723 |
| 0.2212 | 91.0 | 33124 | 0.9733 | 0.7906 | 0.8096 | 0.7951 | 0.7814 | 0.6823 | 0.9097 | 0.7798 | 0.7240 | 0.9653 | 0.8274 | 0.8582 | 0.7986 | 0.8273 | 0.8289 | 0.4145 | 0.5526 | 0.9545 | 0.8873 | 0.9197 |
| 0.276 | 92.0 | 33488 | 1.9019 | 0.7507 | 0.7940 | 0.7512 | 0.7318 | 1.0 | 0.3194 | 0.4842 | 0.8671 | 0.8611 | 0.8641 | 0.7020 | 0.9653 | 0.8129 | 0.6257 | 0.7368 | 0.6767 | 0.775 | 0.8732 | 0.8212 |
| 0.2309 | 93.0 | 33852 | 2.3563 | 0.6309 | 0.7691 | 0.6332 | 0.6273 | 0.7966 | 0.6528 | 0.7176 | 0.9167 | 0.7639 | 0.8333 | 0.8974 | 0.2431 | 0.3825 | 0.8387 | 0.5132 | 0.6367 | 0.3961 | 0.9930 | 0.5663 |
| 0.2288 | 94.0 | 34216 | 1.2082 | 0.7397 | 0.7988 | 0.7402 | 0.7399 | 0.6168 | 0.9167 | 0.7374 | 1.0 | 0.4514 | 0.6220 | 0.8028 | 0.7917 | 0.7972 | 0.5829 | 0.7171 | 0.6431 | 0.9915 | 0.8239 | 0.9 |
| 0.2247 | 95.0 | 34580 | 1.0517 | 0.7686 | 0.7968 | 0.7701 | 0.7677 | 0.8830 | 0.5764 | 0.6975 | 0.6745 | 0.9931 | 0.8034 | 0.8038 | 0.8819 | 0.8411 | 0.6316 | 0.6316 | 0.6316 | 0.9909 | 0.7676 | 0.8651 |
| 0.1909 | 96.0 | 34944 | 3.2917 | 0.5744 | 0.7583 | 0.5718 | 0.5322 | 0.8404 | 0.5486 | 0.6639 | 0.9818 | 0.375 | 0.5427 | 1.0 | 0.1042 | 0.1887 | 0.4331 | 0.8947 | 0.5837 | 0.5363 | 0.9366 | 0.6821 |
| 0.2927 | 97.0 | 35308 | 4.0534 | 0.6129 | 0.7066 | 0.6129 | 0.5919 | 0.9091 | 0.2083 | 0.3390 | 0.8545 | 0.6528 | 0.7402 | 0.7476 | 0.5347 | 0.6235 | 0.5271 | 0.7039 | 0.6028 | 0.4946 | 0.9648 | 0.6539 |
| 0.1792 | 98.0 | 35672 | 1.4354 | 0.7176 | 0.7802 | 0.7177 | 0.7066 | 0.9808 | 0.3542 | 0.5204 | 0.6558 | 0.9792 | 0.7855 | 0.7349 | 0.8472 | 0.7871 | 0.5684 | 0.7105 | 0.6316 | 0.9612 | 0.6972 | 0.8082 |
| 0.2467 | 99.0 | 36036 | 1.2316 | 0.7493 | 0.7880 | 0.7493 | 0.7279 | 0.7829 | 0.9514 | 0.8589 | 0.8424 | 0.9653 | 0.8997 | 0.6294 | 0.8611 | 0.7273 | 0.6853 | 0.6447 | 0.6644 | 1.0 | 0.3239 | 0.4894 |
| 0.2984 | 100.0 | 36400 | 2.6716 | 0.6708 | 0.8169 | 0.6696 | 0.6597 | 1.0 | 0.2569 | 0.4088 | 0.9839 | 0.4236 | 0.5922 | 0.8633 | 0.8333 | 0.8481 | 0.4050 | 0.8553 | 0.5497 | 0.8323 | 0.9789 | 0.8997 |
### Framework versions
- Transformers 4.48.3
- Pytorch 2.5.1+cu124
- Datasets 3.3.2
- Tokenizers 0.21.0
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