transformers tensorboard safetensors segformer vision image-segmentation generated_from_trainer base_model:peldrak/segformer-b4-ade-finetuned-coastTrain license:other endpoints_compatible region:us
---
license: other
base_model: peldrak/segformer-b4-ade-finetuned-coastTrain
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b4-ade-finetuned-coastTrain-grCoastline
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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# segformer-b4-ade-finetuned-coastTrain-grCoastline

This model is a fine-tuned version of [peldrak/segformer-b4-ade-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b4-ade-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.2353
- Mean Iou: 0.7578
- Mean Accuracy: 0.8313
- Overall Accuracy: 0.9460
- Accuracy Water: 0.9828
- Accuracy Whitewater: 0.5117
- Accuracy Sediment: 0.9206
- Accuracy Other Natural Terrain: 0.6833
- Accuracy Vegetation: 0.9387
- Accuracy Development: 0.7828
- Accuracy Unknown: 0.9991
- Iou Water: 0.9565
- Iou Whitewater: 0.3652
- Iou Sediment: 0.8874
- Iou Other Natural Terrain: 0.5722
- Iou Vegetation: 0.8186
- Iou Development: 0.7078
- Iou Unknown: 0.9969
- F1 Score: 0.9451

## 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: 6e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 20

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | F1 Score |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|:--------:|
| 0.4781        | 0.24  | 20   | 0.3235          | 0.5786   | 0.6573        | 0.9055           | 0.9722         | 0.0094              | 0.9562            | 0.6173                         | 0.8527              | 0.1965               | 0.9967           | 0.9430    | 0.0073         | 0.7198       | 0.4361                    | 0.7556         | 0.1954          | 0.9925      | 0.8982   |
| 0.223         | 0.49  | 40   | 0.2456          | 0.6599   | 0.7216        | 0.9322           | 0.9861         | 0.0364              | 0.9361            | 0.5916                         | 0.9388              | 0.5653               | 0.9966           | 0.9530    | 0.0355         | 0.8234       | 0.5090                    | 0.8024         | 0.5024          | 0.9936      | 0.9283   |
| 0.5023        | 0.73  | 60   | 0.2372          | 0.6581   | 0.7460        | 0.9158           | 0.9849         | 0.0809              | 0.8460            | 0.8368                         | 0.7625              | 0.7140               | 0.9970           | 0.9434    | 0.0804         | 0.8097       | 0.5129                    | 0.7068         | 0.5588          | 0.9942      | 0.9179   |
| 0.2963        | 0.98  | 80   | 0.2907          | 0.6468   | 0.7139        | 0.9256           | 0.9817         | 0.0000              | 0.9495            | 0.4663                         | 0.9314              | 0.6730               | 0.9958           | 0.9433    | 0.0000         | 0.8021       | 0.4217                    | 0.7788         | 0.5880          | 0.9935      | 0.9199   |
| 0.1099        | 1.22  | 100  | 0.2430          | 0.6245   | 0.6938        | 0.9210           | 0.9762         | 0.0018              | 0.9638            | 0.6727                         | 0.8721              | 0.3723               | 0.9975           | 0.9487    | 0.0017         | 0.8079       | 0.4942                    | 0.7635         | 0.3615          | 0.9939      | 0.9169   |
| 0.3055        | 1.46  | 120  | 0.2529          | 0.6767   | 0.7403        | 0.9289           | 0.9844         | 0.0973              | 0.8655            | 0.5975                         | 0.9346              | 0.7073               | 0.9952           | 0.9366    | 0.0969         | 0.8049       | 0.4891                    | 0.7886         | 0.6269          | 0.9939      | 0.9265   |
| 0.1458        | 1.71  | 140  | 0.2098          | 0.7165   | 0.7834        | 0.9396           | 0.9830         | 0.1829              | 0.8847            | 0.6791                         | 0.9212              | 0.8360               | 0.9969           | 0.9458    | 0.1738         | 0.8501       | 0.5684                    | 0.8045         | 0.6777          | 0.9950      | 0.9386   |
| 0.3405        | 1.95  | 160  | 0.2234          | 0.7122   | 0.7678        | 0.9394           | 0.9858         | 0.1743              | 0.9278            | 0.6276                         | 0.9300              | 0.7300               | 0.9990           | 0.9488    | 0.1661         | 0.8691       | 0.5424                    | 0.7955         | 0.6695          | 0.9941      | 0.9371   |
| 0.1377        | 2.2   | 180  | 0.2456          | 0.7076   | 0.7640        | 0.9415           | 0.9757         | 0.0758              | 0.9596            | 0.5898                         | 0.9416              | 0.8089               | 0.9965           | 0.9520    | 0.0744         | 0.8817       | 0.5322                    | 0.7947         | 0.7228          | 0.9952      | 0.9388   |
| 0.0742        | 2.44  | 200  | 0.1900          | 0.7196   | 0.8028        | 0.9350           | 0.9862         | 0.1876              | 0.9083            | 0.9200                         | 0.7790              | 0.8443               | 0.9944           | 0.9407    | 0.1757         | 0.8678       | 0.6099                    | 0.7561         | 0.6934          | 0.9935      | 0.9363   |
| 0.1898        | 2.68  | 220  | 0.2334          | 0.7180   | 0.7743        | 0.9405           | 0.9801         | 0.1658              | 0.9092            | 0.5987                         | 0.9478              | 0.8197               | 0.9990           | 0.9473    | 0.1528         | 0.8778       | 0.5361                    | 0.7932         | 0.7248          | 0.9941      | 0.9381   |
| 0.109         | 2.93  | 240  | 0.1950          | 0.7298   | 0.8132        | 0.9356           | 0.9814         | 0.2497              | 0.9197            | 0.9403                         | 0.7634              | 0.8395               | 0.9983           | 0.9486    | 0.2052         | 0.8669       | 0.6025                    | 0.7444         | 0.7453          | 0.9957      | 0.9371   |
| 0.1312        | 3.17  | 260  | 0.2132          | 0.7260   | 0.7802        | 0.9440           | 0.9833         | 0.1599              | 0.9405            | 0.6469                         | 0.9381              | 0.7966               | 0.9957           | 0.9460    | 0.1564         | 0.8702       | 0.5749                    | 0.8106         | 0.7292          | 0.9949      | 0.9420   |
| 0.1155        | 3.41  | 280  | 0.2659          | 0.7232   | 0.7784        | 0.9427           | 0.9822         | 0.1628              | 0.9237            | 0.5857                         | 0.9538              | 0.8434               | 0.9975           | 0.9516    | 0.1578         | 0.8851       | 0.5313                    | 0.7986         | 0.7420          | 0.9961      | 0.9401   |
| 0.1864        | 3.66  | 300  | 0.1805          | 0.7308   | 0.7934        | 0.9420           | 0.9850         | 0.2342              | 0.9221            | 0.7221                         | 0.8957              | 0.7959               | 0.9988           | 0.9422    | 0.2116         | 0.8521       | 0.5957                    | 0.8040         | 0.7139          | 0.9961      | 0.9411   |
| 0.0842        | 3.9   | 320  | 0.1952          | 0.7126   | 0.7727        | 0.9413           | 0.9866         | 0.1072              | 0.9371            | 0.7394                         | 0.8900              | 0.7526               | 0.9960           | 0.9504    | 0.1049         | 0.8774       | 0.5764                    | 0.7993         | 0.6847          | 0.9951      | 0.9406   |
| 0.0705        | 4.15  | 340  | 0.2630          | 0.7154   | 0.7684        | 0.9423           | 0.9907         | 0.2164              | 0.9319            | 0.6704                         | 0.9451              | 0.6266               | 0.9974           | 0.9551    | 0.2041         | 0.8719       | 0.5688                    | 0.8138         | 0.5980          | 0.9960      | 0.9400   |
| 0.073         | 4.39  | 360  | 0.2381          | 0.7348   | 0.7887        | 0.9461           | 0.9910         | 0.2060              | 0.9402            | 0.6633                         | 0.9287              | 0.7934               | 0.9983           | 0.9583    | 0.1958         | 0.8777       | 0.5795                    | 0.8109         | 0.7250          | 0.9963      | 0.9443   |
| 0.1491        | 4.63  | 380  | 0.2542          | 0.7317   | 0.7963        | 0.9419           | 0.9799         | 0.2628              | 0.9036            | 0.6475                         | 0.9319              | 0.8496               | 0.9990           | 0.9497    | 0.2275         | 0.8575       | 0.5505                    | 0.8104         | 0.7307          | 0.9952      | 0.9404   |
| 0.2976        | 4.88  | 400  | 0.1708          | 0.7387   | 0.8002        | 0.9453           | 0.9850         | 0.2216              | 0.9382            | 0.7690                         | 0.8895              | 0.8012               | 0.9966           | 0.9494    | 0.2063         | 0.8646       | 0.6180                    | 0.8120         | 0.7250          | 0.9956      | 0.9448   |
| 0.0717        | 5.12  | 420  | 0.2733          | 0.6954   | 0.7531        | 0.9355           | 0.9850         | 0.1560              | 0.8849            | 0.6444                         | 0.9442              | 0.6595               | 0.9978           | 0.9457    | 0.1493         | 0.8410       | 0.5119                    | 0.8120         | 0.6123          | 0.9953      | 0.9336   |
| 0.0758        | 5.37  | 440  | 0.2154          | 0.7244   | 0.7835        | 0.9418           | 0.9900         | 0.2369              | 0.9211            | 0.7128                         | 0.9093              | 0.7154               | 0.9989           | 0.9543    | 0.2200         | 0.8773       | 0.5665                    | 0.8087         | 0.6491          | 0.9951      | 0.9408   |
| 0.1365        | 5.61  | 460  | 0.1935          | 0.7515   | 0.8127        | 0.9488           | 0.9872         | 0.2891              | 0.9536            | 0.7256                         | 0.9064              | 0.8285               | 0.9983           | 0.9634    | 0.2421         | 0.8943       | 0.6075                    | 0.8108         | 0.7458          | 0.9964      | 0.9480   |
| 0.067         | 5.85  | 480  | 0.2837          | 0.7316   | 0.7815        | 0.9450           | 0.9933         | 0.2114              | 0.9315            | 0.6126                         | 0.9532              | 0.7713               | 0.9974           | 0.9589    | 0.1907         | 0.8921       | 0.5524                    | 0.8011         | 0.7298          | 0.9963      | 0.9426   |
| 0.0681        | 6.1   | 500  | 0.2346          | 0.7275   | 0.7817        | 0.9450           | 0.9919         | 0.1997              | 0.9325            | 0.6936                         | 0.9281              | 0.7282               | 0.9976           | 0.9603    | 0.1823         | 0.8866       | 0.5709                    | 0.8125         | 0.6833          | 0.9965      | 0.9437   |
| 0.0877        | 6.34  | 520  | 0.2101          | 0.7597   | 0.8240        | 0.9475           | 0.9884         | 0.4147              | 0.9251            | 0.6777                         | 0.9346              | 0.8295               | 0.9981           | 0.9629    | 0.3307         | 0.8815       | 0.5835                    | 0.8138         | 0.7485          | 0.9967      | 0.9464   |
| 0.0555        | 6.59  | 540  | 0.2345          | 0.7557   | 0.8211        | 0.9462           | 0.9908         | 0.4321              | 0.9420            | 0.6553                         | 0.9276              | 0.8015               | 0.9988           | 0.9579    | 0.3294         | 0.8821       | 0.5802                    | 0.8061         | 0.7380          | 0.9962      | 0.9446   |
| 0.2257        | 6.83  | 560  | 0.2318          | 0.7533   | 0.8135        | 0.9477           | 0.9917         | 0.3234              | 0.9318            | 0.6607                         | 0.9277              | 0.8607               | 0.9986           | 0.9601    | 0.2775         | 0.8873       | 0.5833                    | 0.8095         | 0.7587          | 0.9967      | 0.9461   |
| 0.292         | 7.07  | 580  | 0.2302          | 0.7439   | 0.7983        | 0.9471           | 0.9880         | 0.2699              | 0.9498            | 0.6175                         | 0.9458              | 0.8188               | 0.9985           | 0.9622    | 0.2372         | 0.8889       | 0.5650                    | 0.8069         | 0.7498          | 0.9968      | 0.9448   |
| 0.109         | 7.32  | 600  | 0.2926          | 0.7253   | 0.7826        | 0.9421           | 0.9929         | 0.3043              | 0.9384            | 0.6284                         | 0.9467              | 0.6709               | 0.9970           | 0.9599    | 0.2631         | 0.8893       | 0.5372                    | 0.8070         | 0.6244          | 0.9963      | 0.9397   |
| 0.0615        | 7.56  | 620  | 0.2451          | 0.7231   | 0.7843        | 0.9407           | 0.9923         | 0.3181              | 0.9378            | 0.7062                         | 0.9148              | 0.6230               | 0.9976           | 0.9584    | 0.2745         | 0.8778       | 0.5581                    | 0.8063         | 0.5898          | 0.9966      | 0.9393   |
| 0.0987        | 7.8   | 640  | 0.2297          | 0.7322   | 0.7905        | 0.9441           | 0.9888         | 0.3263              | 0.9373            | 0.6653                         | 0.9424              | 0.6743               | 0.9990           | 0.9611    | 0.2714         | 0.8924       | 0.5602                    | 0.8138         | 0.6304          | 0.9961      | 0.9423   |
| 0.2395        | 8.05  | 660  | 0.1607          | 0.7575   | 0.8128        | 0.9524           | 0.9887         | 0.3334              | 0.9371            | 0.7730                         | 0.9347              | 0.7239               | 0.9990           | 0.9607    | 0.2780         | 0.8954       | 0.6535                    | 0.8376         | 0.6814          | 0.9963      | 0.9516   |
| 0.0345        | 8.29  | 680  | 0.2093          | 0.7570   | 0.8159        | 0.9476           | 0.9887         | 0.3680              | 0.9263            | 0.6688                         | 0.9374              | 0.8231               | 0.9989           | 0.9561    | 0.3054         | 0.8834       | 0.5888                    | 0.8137         | 0.7547          | 0.9966      | 0.9462   |
| 0.0737        | 8.54  | 700  | 0.1987          | 0.7653   | 0.8254        | 0.9525           | 0.9871         | 0.3403              | 0.9559            | 0.7373                         | 0.9220              | 0.8380               | 0.9973           | 0.9622    | 0.2792         | 0.8859       | 0.6463                    | 0.8275         | 0.7590          | 0.9966      | 0.9517   |
| 0.067         | 8.78  | 720  | 0.2198          | 0.7492   | 0.8226        | 0.9437           | 0.9827         | 0.4775              | 0.9258            | 0.7682                         | 0.9098              | 0.6970               | 0.9968           | 0.9563    | 0.3582         | 0.8774       | 0.5869                    | 0.8183         | 0.6510          | 0.9962      | 0.9437   |
| 0.0511        | 9.02  | 740  | 0.3021          | 0.7283   | 0.7863        | 0.9403           | 0.9870         | 0.3307              | 0.9329            | 0.6301                         | 0.9392              | 0.6860               | 0.9982           | 0.9514    | 0.2873         | 0.8830       | 0.5287                    | 0.8015         | 0.6494          | 0.9967      | 0.9382   |
| 0.1628        | 9.27  | 760  | 0.2461          | 0.7432   | 0.8074        | 0.9435           | 0.9825         | 0.3491              | 0.9551            | 0.6433                         | 0.9195              | 0.8040               | 0.9985           | 0.9586    | 0.2958         | 0.8899       | 0.5476                    | 0.7991         | 0.7145          | 0.9970      | 0.9419   |
| 0.1691        | 9.51  | 780  | 0.2170          | 0.7426   | 0.8072        | 0.9447           | 0.9836         | 0.4545              | 0.9337            | 0.7136                         | 0.9444              | 0.6220               | 0.9984           | 0.9575    | 0.3504         | 0.8902       | 0.5828                    | 0.8198         | 0.6005          | 0.9971      | 0.9433   |
| 0.0514        | 9.76  | 800  | 0.1920          | 0.7585   | 0.8228        | 0.9487           | 0.9836         | 0.4528              | 0.9315            | 0.7261                         | 0.9408              | 0.7257               | 0.9992           | 0.9552    | 0.3476         | 0.8924       | 0.6077                    | 0.8314         | 0.6783          | 0.9966      | 0.9478   |
| 0.1117        | 10.0  | 820  | 0.2029          | 0.7466   | 0.8112        | 0.9461           | 0.9846         | 0.3934              | 0.9387            | 0.7525                         | 0.9181              | 0.6924               | 0.9984           | 0.9567    | 0.3142         | 0.8882       | 0.5930                    | 0.8247         | 0.6525          | 0.9970      | 0.9455   |
| 0.0633        | 10.24 | 840  | 0.2108          | 0.7577   | 0.8175        | 0.9479           | 0.9860         | 0.3964              | 0.9414            | 0.6862                         | 0.9388              | 0.7761               | 0.9975           | 0.9571    | 0.3265         | 0.8902       | 0.5895                    | 0.8197         | 0.7238          | 0.9969      | 0.9467   |
| 0.0825        | 10.49 | 860  | 0.2280          | 0.7575   | 0.8243        | 0.9464           | 0.9833         | 0.4574              | 0.9460            | 0.6616                         | 0.9335              | 0.7891               | 0.9991           | 0.9593    | 0.3510         | 0.8919       | 0.5659                    | 0.8125         | 0.7246          | 0.9971      | 0.9450   |
| 0.0583        | 10.73 | 880  | 0.1483          | 0.7702   | 0.8237        | 0.9567           | 0.9849         | 0.3196              | 0.9444            | 0.7970                         | 0.9377              | 0.7831               | 0.9989           | 0.9570    | 0.2719         | 0.8932       | 0.6882                    | 0.8562         | 0.7276          | 0.9971      | 0.9561   |
| 0.1398        | 10.98 | 900  | 0.1436          | 0.7797   | 0.8391        | 0.9579           | 0.9848         | 0.4110              | 0.9437            | 0.7973                         | 0.9406              | 0.7971               | 0.9992           | 0.9606    | 0.3205         | 0.8960       | 0.6965                    | 0.8592         | 0.7279          | 0.9969      | 0.9573   |
| 0.066         | 11.22 | 920  | 0.1539          | 0.7602   | 0.8119        | 0.9550           | 0.9903         | 0.2791              | 0.9492            | 0.7574                         | 0.9375              | 0.7709               | 0.9992           | 0.9619    | 0.2474         | 0.8899       | 0.6673                    | 0.8483         | 0.7098          | 0.9965      | 0.9539   |
| 0.0779        | 11.46 | 940  | 0.1896          | 0.7475   | 0.8048        | 0.9477           | 0.9917         | 0.3417              | 0.9396            | 0.6879                         | 0.9369              | 0.7371               | 0.9986           | 0.9605    | 0.2875         | 0.8896       | 0.5881                    | 0.8216         | 0.6882          | 0.9969      | 0.9462   |
| 0.0909        | 11.71 | 960  | 0.2016          | 0.7581   | 0.8257        | 0.9487           | 0.9849         | 0.4425              | 0.9452            | 0.7322                         | 0.9256              | 0.7510               | 0.9981           | 0.9592    | 0.3364         | 0.8887       | 0.6064                    | 0.8278         | 0.6909          | 0.9970      | 0.9479   |
| 0.0822        | 11.95 | 980  | 0.2407          | 0.7470   | 0.8078        | 0.9454           | 0.9928         | 0.3925              | 0.9336            | 0.6305                         | 0.9453              | 0.7617               | 0.9984           | 0.9550    | 0.3139         | 0.8877       | 0.5540                    | 0.8142         | 0.7072          | 0.9972      | 0.9433   |
| 0.1049        | 12.2  | 1000 | 0.2448          | 0.7359   | 0.7949        | 0.9443           | 0.9894         | 0.3409              | 0.9527            | 0.6416                         | 0.9398              | 0.7018               | 0.9984           | 0.9621    | 0.2790         | 0.8851       | 0.5527                    | 0.8099         | 0.6652          | 0.9972      | 0.9423   |
| 0.1834        | 12.44 | 1020 | 0.2121          | 0.7612   | 0.8191        | 0.9488           | 0.9861         | 0.3745              | 0.9362            | 0.6795                         | 0.9367              | 0.8215               | 0.9990           | 0.9565    | 0.3125         | 0.8919       | 0.5925                    | 0.8167         | 0.7615          | 0.9969      | 0.9475   |
| 0.0333        | 12.68 | 1040 | 0.1935          | 0.7682   | 0.8387        | 0.9496           | 0.9827         | 0.4692              | 0.9358            | 0.7013                         | 0.9291              | 0.8542               | 0.9989           | 0.9603    | 0.3430         | 0.8922       | 0.5996                    | 0.8193         | 0.7656          | 0.9972      | 0.9488   |
| 0.2713        | 12.93 | 1060 | 0.1676          | 0.7788   | 0.8501        | 0.9529           | 0.9840         | 0.5007              | 0.9268            | 0.7626                         | 0.9267              | 0.8513               | 0.9989           | 0.9569    | 0.3618         | 0.8878       | 0.6470                    | 0.8365         | 0.7647          | 0.9971      | 0.9525   |
| 0.0427        | 13.17 | 1080 | 0.2242          | 0.7601   | 0.8202        | 0.9483           | 0.9852         | 0.3938              | 0.9421            | 0.6545                         | 0.9445              | 0.8231               | 0.9978           | 0.9575    | 0.3142         | 0.8918       | 0.5805                    | 0.8145         | 0.7654          | 0.9970      | 0.9468   |
| 0.0879        | 13.41 | 1100 | 0.1995          | 0.7594   | 0.8251        | 0.9480           | 0.9841         | 0.4413              | 0.9380            | 0.7219                         | 0.9271              | 0.7648               | 0.9987           | 0.9584    | 0.3390         | 0.8913       | 0.5931                    | 0.8225         | 0.7144          | 0.9972      | 0.9473   |
| 0.0407        | 13.66 | 1120 | 0.2324          | 0.7686   | 0.8378        | 0.9488           | 0.9838         | 0.5056              | 0.9468            | 0.6473                         | 0.9440              | 0.8388               | 0.9983           | 0.9603    | 0.3675         | 0.8886       | 0.5823                    | 0.8145         | 0.7696          | 0.9972      | 0.9472   |
| 0.0731        | 13.9  | 1140 | 0.2854          | 0.7574   | 0.8189        | 0.9463           | 0.9854         | 0.4337              | 0.9380            | 0.6259                         | 0.9519              | 0.7993               | 0.9979           | 0.9575    | 0.3412         | 0.8917       | 0.5577                    | 0.8090         | 0.7476          | 0.9970      | 0.9445   |
| 0.1051        | 14.15 | 1160 | 0.1882          | 0.7628   | 0.8221        | 0.9507           | 0.9873         | 0.3830              | 0.9174            | 0.7680                         | 0.9312              | 0.7690               | 0.9986           | 0.9522    | 0.3209         | 0.8808       | 0.6379                    | 0.8387         | 0.7118          | 0.9969      | 0.9501   |
| 0.0452        | 14.39 | 1180 | 0.1926          | 0.7674   | 0.8301        | 0.9519           | 0.9851         | 0.4195              | 0.9396            | 0.7465                         | 0.9343              | 0.7878               | 0.9981           | 0.9591    | 0.3232         | 0.8918       | 0.6345                    | 0.8339         | 0.7326          | 0.9970      | 0.9512   |
| 0.0466        | 14.63 | 1200 | 0.1992          | 0.7650   | 0.8347        | 0.9505           | 0.9852         | 0.4975              | 0.9281            | 0.7652                         | 0.9354              | 0.7331               | 0.9981           | 0.9568    | 0.3570         | 0.8876       | 0.6320                    | 0.8376         | 0.6868          | 0.9971      | 0.9500   |
| 0.0601        | 14.88 | 1220 | 0.1905          | 0.7697   | 0.8396        | 0.9513           | 0.9841         | 0.4874              | 0.9312            | 0.7682                         | 0.9273              | 0.7805               | 0.9987           | 0.9575    | 0.3593         | 0.8879       | 0.6361                    | 0.8378         | 0.7121          | 0.9971      | 0.9509   |
| 0.0727        | 15.12 | 1240 | 0.2181          | 0.7535   | 0.8228        | 0.9459           | 0.9842         | 0.4912              | 0.9381            | 0.6834                         | 0.9384              | 0.7254               | 0.9988           | 0.9569    | 0.3571         | 0.8918       | 0.5717                    | 0.8180         | 0.6817          | 0.9971      | 0.9446   |
| 0.0476        | 15.37 | 1260 | 0.2456          | 0.7502   | 0.8211        | 0.9450           | 0.9839         | 0.4846              | 0.9429            | 0.6684                         | 0.9379              | 0.7319               | 0.9981           | 0.9592    | 0.3484         | 0.8939       | 0.5568                    | 0.8149         | 0.6810          | 0.9972      | 0.9438   |
| 0.0939        | 15.61 | 1280 | 0.2353          | 0.7578   | 0.8313        | 0.9460           | 0.9828         | 0.5117              | 0.9206            | 0.6833                         | 0.9387              | 0.7828               | 0.9991           | 0.9565    | 0.3652         | 0.8874       | 0.5722                    | 0.8186         | 0.7078          | 0.9969      | 0.9451   |


### Framework versions

- Transformers 4.37.0
- Pytorch 2.1.2
- Datasets 2.18.0
- Tokenizers 0.15.1
