transformers tensorboard safetensors segformer vision image-segmentation generated_from_trainer base_model:nvidia/segformer-b3-finetuned-ade-512-512 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/segformer-b3-finetuned-ade-512-512
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b3-ade-finetuned-512-512-finetuned-grCoastline_512
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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# segformer-b3-ade-finetuned-512-512-finetuned-grCoastline_512

This model is a fine-tuned version of [nvidia/segformer-b3-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b3-finetuned-ade-512-512) on the peldrak/grCoastline_512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.2343
- Mean Iou: 0.7550
- Mean Accuracy: 0.8157
- Overall Accuracy: 0.9435
- Accuracy Water: 0.9775
- Accuracy Whitewater: 0.2651
- Accuracy Sediment: 0.9504
- Accuracy Other Natural Terrain: 0.8170
- Accuracy Vegetation: 0.8956
- Accuracy Development: 0.8082
- Accuracy Unknown: 0.9956
- Iou Water: 0.9507
- Iou Whitewater: 0.2519
- Iou Sediment: 0.8719
- Iou Other Natural Terrain: 0.7298
- Iou Vegetation: 0.7848
- Iou Development: 0.7015
- Iou Unknown: 0.9946

## 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: 25

### 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.3152        | 0.24  | 20   | 1.1371          | 0.3592   | 0.4647        | 0.7315           | 0.9430         | 0.0                 | 0.2992            | 0.0547                         | 0.7991              | 0.1760               | 0.9809           | 0.6706    | 0.0            | 0.2742       | 0.0502                    | 0.4041         | 0.1413          | 0.9741      |
| 1.2237        | 0.49  | 40   | 0.7602          | 0.4366   | 0.5444        | 0.8084           | 0.9568         | 0.0                 | 0.8684            | 0.0674                         | 0.8738              | 0.0645               | 0.9803           | 0.8767    | 0.0            | 0.5931       | 0.0668                    | 0.4759         | 0.0643          | 0.9792      |
| 0.8849        | 0.73  | 60   | 0.5319          | 0.5122   | 0.6082        | 0.8591           | 0.9603         | 0.0                 | 0.9492            | 0.3503                         | 0.9236              | 0.0824               | 0.9915           | 0.9197    | 0.0            | 0.6535       | 0.3355                    | 0.6080         | 0.0822          | 0.9867      |
| 0.7138        | 0.98  | 80   | 0.4433          | 0.5645   | 0.6474        | 0.8886           | 0.9732         | 0.0                 | 0.9297            | 0.6001                         | 0.9305              | 0.1018               | 0.9962           | 0.9208    | 0.0            | 0.7143       | 0.5271                    | 0.7005         | 0.1015          | 0.9872      |
| 0.4057        | 1.22  | 100  | 0.3726          | 0.6034   | 0.6801        | 0.9021           | 0.9746         | 0.0                 | 0.9397            | 0.6993                         | 0.8983              | 0.2557               | 0.9930           | 0.9325    | 0.0            | 0.7428       | 0.6061                    | 0.7024         | 0.2508          | 0.9894      |
| 0.5947        | 1.46  | 120  | 0.3407          | 0.6003   | 0.6767        | 0.9043           | 0.9809         | 0.0                 | 0.9493            | 0.7424                         | 0.8936              | 0.1789               | 0.9916           | 0.9264    | 0.0            | 0.7549       | 0.6223                    | 0.7327         | 0.1776          | 0.9881      |
| 0.324         | 1.71  | 140  | 0.3482          | 0.6087   | 0.6906        | 0.8992           | 0.9661         | 0.0                 | 0.9787            | 0.8298                         | 0.7234              | 0.3403               | 0.9958           | 0.9342    | 0.0            | 0.6806       | 0.6506                    | 0.6853         | 0.3202          | 0.9901      |
| 0.5283        | 1.95  | 160  | 0.2851          | 0.6729   | 0.7389        | 0.9265           | 0.9757         | 0.0                 | 0.9427            | 0.8225                         | 0.8647              | 0.5717               | 0.9954           | 0.9346    | 0.0            | 0.8134       | 0.7038                    | 0.7573         | 0.5116          | 0.9895      |
| 0.4225        | 2.2   | 180  | 0.2628          | 0.6674   | 0.7330        | 0.9232           | 0.9642         | 0.0                 | 0.9175            | 0.8301                         | 0.9002              | 0.5261               | 0.9928           | 0.9183    | 0.0            | 0.8127       | 0.7082                    | 0.7438         | 0.4982          | 0.9904      |
| 0.2334        | 2.44  | 200  | 0.2544          | 0.6811   | 0.7448        | 0.9282           | 0.9783         | 0.0                 | 0.9488            | 0.7218                         | 0.9115              | 0.6576               | 0.9956           | 0.9326    | 0.0            | 0.8252       | 0.6780                    | 0.7556         | 0.5856          | 0.9905      |
| 0.3386        | 2.68  | 220  | 0.2385          | 0.6844   | 0.7511        | 0.9279           | 0.9773         | 0.0                 | 0.9358            | 0.7831                         | 0.8913              | 0.6838               | 0.9864           | 0.9298    | 0.0            | 0.8409       | 0.6831                    | 0.7590         | 0.5939          | 0.9845      |
| 0.2847        | 2.93  | 240  | 0.2321          | 0.6817   | 0.7530        | 0.9275           | 0.9694         | 0.0                 | 0.9472            | 0.8888                         | 0.7828              | 0.6848               | 0.9980           | 0.9334    | 0.0            | 0.8187       | 0.7156                    | 0.7399         | 0.5752          | 0.9895      |
| 0.6314        | 3.17  | 260  | 0.2118          | 0.6995   | 0.7630        | 0.9362           | 0.9725         | 0.0                 | 0.9494            | 0.8463                         | 0.8667              | 0.7094               | 0.9965           | 0.9404    | 0.0            | 0.8324       | 0.7431                    | 0.7783         | 0.6104          | 0.9916      |
| 0.2687        | 3.41  | 280  | 0.2140          | 0.6992   | 0.7599        | 0.9359           | 0.9739         | 0.0                 | 0.9480            | 0.8333                         | 0.8776              | 0.6886               | 0.9976           | 0.9348    | 0.0            | 0.8242       | 0.7413                    | 0.7869         | 0.6166          | 0.9908      |
| 0.4188        | 3.66  | 300  | 0.2088          | 0.7045   | 0.7646        | 0.9382           | 0.9743         | 0.0                 | 0.9594            | 0.8251                         | 0.8940              | 0.7055               | 0.9936           | 0.9368    | 0.0            | 0.8483       | 0.7412                    | 0.7886         | 0.6260          | 0.9909      |
| 0.1609        | 3.9   | 320  | 0.1991          | 0.7059   | 0.7740        | 0.9372           | 0.9758         | 0.0                 | 0.9463            | 0.8677                         | 0.8325              | 0.8036               | 0.9923           | 0.9388    | 0.0            | 0.8620       | 0.7343                    | 0.7721         | 0.6440          | 0.9900      |
| 0.1591        | 4.15  | 340  | 0.2563          | 0.6544   | 0.7303        | 0.9157           | 0.9718         | 0.0                 | 0.9700            | 0.8359                         | 0.7659              | 0.5772               | 0.9915           | 0.9427    | 0.0            | 0.7907       | 0.6447                    | 0.6947         | 0.5180          | 0.9901      |
| 0.4456        | 4.39  | 360  | 0.2374          | 0.6846   | 0.7496        | 0.9283           | 0.9789         | 0.0                 | 0.9396            | 0.7259                         | 0.8976              | 0.7094               | 0.9956           | 0.9436    | 0.0            | 0.8668       | 0.6313                    | 0.7349         | 0.6230          | 0.9928      |
| 0.1556        | 4.63  | 380  | 0.2165          | 0.6871   | 0.7568        | 0.9294           | 0.9701         | 0.0                 | 0.9681            | 0.8800                         | 0.7831              | 0.6998               | 0.9963           | 0.9401    | 0.0            | 0.8319       | 0.7082                    | 0.7283         | 0.6095          | 0.9918      |
| 0.3269        | 4.88  | 400  | 0.2230          | 0.6995   | 0.7612        | 0.9340           | 0.9709         | 0.0                 | 0.9544            | 0.7420                         | 0.9106              | 0.7533               | 0.9969           | 0.9432    | 0.0            | 0.8551       | 0.6806                    | 0.7497         | 0.6751          | 0.9929      |
| 0.2006        | 5.12  | 420  | 0.2233          | 0.6884   | 0.7545        | 0.9303           | 0.9727         | 0.0                 | 0.9573            | 0.8825                         | 0.8049              | 0.6679               | 0.9960           | 0.9405    | 0.0            | 0.8366       | 0.7042                    | 0.7340         | 0.6110          | 0.9929      |
| 0.1007        | 5.37  | 440  | 0.2047          | 0.7084   | 0.7769        | 0.9383           | 0.9683         | 0.0                 | 0.9583            | 0.8657                         | 0.8279              | 0.8214               | 0.9966           | 0.9428    | 0.0            | 0.8463       | 0.7494                    | 0.7689         | 0.6592          | 0.9921      |
| 0.1391        | 5.61  | 460  | 0.2110          | 0.7102   | 0.7698        | 0.9386           | 0.9775         | 0.0                 | 0.9289            | 0.8196                         | 0.9082              | 0.7632               | 0.9914           | 0.9384    | 0.0            | 0.8686       | 0.7287                    | 0.7739         | 0.6716          | 0.9899      |
| 0.1582        | 5.85  | 480  | 0.1974          | 0.7070   | 0.7756        | 0.9371           | 0.9688         | 0.0                 | 0.9503            | 0.7850                         | 0.8715              | 0.8567               | 0.9971           | 0.9420    | 0.0            | 0.8565       | 0.7161                    | 0.7626         | 0.6792          | 0.9928      |
| 0.118         | 6.1   | 500  | 0.2184          | 0.6937   | 0.7602        | 0.9312           | 0.9800         | 0.0                 | 0.9321            | 0.8670                         | 0.8032              | 0.7424               | 0.9969           | 0.9372    | 0.0            | 0.8535       | 0.6900                    | 0.7355         | 0.6468          | 0.9929      |
| 0.1206        | 6.34  | 520  | 0.2585          | 0.6906   | 0.7549        | 0.9312           | 0.9766         | 0.0                 | 0.9652            | 0.7906                         | 0.8669              | 0.6927               | 0.9922           | 0.9364    | 0.0            | 0.8134       | 0.7155                    | 0.7562         | 0.6218          | 0.9910      |
| 0.1531        | 6.59  | 540  | 0.2177          | 0.7048   | 0.7699        | 0.9370           | 0.9788         | 0.0                 | 0.9361            | 0.8889                         | 0.8270              | 0.7644               | 0.9944           | 0.9426    | 0.0            | 0.8647       | 0.7215                    | 0.7629         | 0.6492          | 0.9926      |
| 0.141         | 6.83  | 560  | 0.2271          | 0.7014   | 0.7655        | 0.9362           | 0.9625         | 0.0                 | 0.9726            | 0.8432                         | 0.8655              | 0.7186               | 0.9957           | 0.9403    | 0.0            | 0.8254       | 0.7420                    | 0.7758         | 0.6330          | 0.9931      |
| 0.1233        | 7.07  | 580  | 0.2128          | 0.7108   | 0.7723        | 0.9398           | 0.9739         | 0.0                 | 0.9529            | 0.8535                         | 0.8659              | 0.7646               | 0.9954           | 0.9430    | 0.0            | 0.8579       | 0.7390                    | 0.7766         | 0.6661          | 0.9932      |
| 0.0518        | 7.32  | 600  | 0.2460          | 0.6911   | 0.7617        | 0.9304           | 0.9659         | 0.0                 | 0.9711            | 0.8530                         | 0.7962              | 0.7486               | 0.9969           | 0.9426    | 0.0            | 0.8348       | 0.6982                    | 0.7278         | 0.6405          | 0.9941      |
| 0.1164        | 7.56  | 620  | 0.2446          | 0.6992   | 0.7670        | 0.9337           | 0.9747         | 0.0                 | 0.9534            | 0.8651                         | 0.8042              | 0.7752               | 0.9963           | 0.9432    | 0.0            | 0.8550       | 0.7027                    | 0.7379         | 0.6615          | 0.9941      |
| 0.1448        | 7.8   | 640  | 0.2159          | 0.7115   | 0.7726        | 0.9394           | 0.9771         | 0.0                 | 0.9510            | 0.8102                         | 0.8822              | 0.7928               | 0.9952           | 0.9435    | 0.0            | 0.8560       | 0.7265                    | 0.7725         | 0.6886          | 0.9932      |
| 0.4327        | 8.05  | 660  | 0.2056          | 0.7150   | 0.7766        | 0.9418           | 0.9736         | 0.0                 | 0.9551            | 0.8341                         | 0.8786              | 0.7980               | 0.9966           | 0.9443    | 0.0            | 0.8579       | 0.7494                    | 0.7862         | 0.6734          | 0.9935      |
| 0.1197        | 8.29  | 680  | 0.2153          | 0.7068   | 0.7647        | 0.9389           | 0.9767         | 0.0                 | 0.9434            | 0.8219                         | 0.9024              | 0.7126               | 0.9963           | 0.9417    | 0.0            | 0.8681       | 0.7183                    | 0.7794         | 0.6469          | 0.9935      |
| 0.1376        | 8.54  | 700  | 0.2252          | 0.7069   | 0.7755        | 0.9375           | 0.9676         | 0.0                 | 0.9668            | 0.8520                         | 0.8228              | 0.8217               | 0.9977           | 0.9441    | 0.0            | 0.8448       | 0.7397                    | 0.7594         | 0.6667          | 0.9934      |
| 0.3054        | 8.78  | 720  | 0.2291          | 0.7079   | 0.7708        | 0.9382           | 0.9773         | 0.0                 | 0.9544            | 0.8451                         | 0.8599              | 0.7667               | 0.9924           | 0.9404    | 0.0            | 0.8559       | 0.7306                    | 0.7749         | 0.6626          | 0.9912      |
| 0.1884        | 9.02  | 740  | 0.2077          | 0.7194   | 0.7823        | 0.9422           | 0.9733         | 0.0                 | 0.9366            | 0.8561                         | 0.8671              | 0.8472               | 0.9957           | 0.9449    | 0.0            | 0.8750       | 0.7354                    | 0.7776         | 0.7092          | 0.9936      |
| 0.0987        | 9.27  | 760  | 0.2207          | 0.7112   | 0.7780        | 0.9385           | 0.9753         | 0.0                 | 0.9640            | 0.8870                         | 0.8026              | 0.8232               | 0.9938           | 0.9414    | 0.0            | 0.8349       | 0.7599                    | 0.7583         | 0.6912          | 0.9924      |
| 0.1062        | 9.51  | 780  | 0.2697          | 0.6999   | 0.7640        | 0.9335           | 0.9747         | 0.0                 | 0.9493            | 0.7366                         | 0.8967              | 0.7950               | 0.9957           | 0.9429    | 0.0            | 0.8455       | 0.6892                    | 0.7403         | 0.6884          | 0.9932      |
| 0.1437        | 9.76  | 800  | 0.2240          | 0.7069   | 0.7715        | 0.9380           | 0.9692         | 0.0                 | 0.9578            | 0.8028                         | 0.8838              | 0.7906               | 0.9960           | 0.9451    | 0.0            | 0.8487       | 0.7271                    | 0.7701         | 0.6635          | 0.9935      |
| 0.0806        | 10.0  | 820  | 0.2262          | 0.7068   | 0.7692        | 0.9388           | 0.9788         | 0.0                 | 0.9596            | 0.8313                         | 0.8618              | 0.7573               | 0.9960           | 0.9447    | 0.0            | 0.8471       | 0.7398                    | 0.7748         | 0.6479          | 0.9934      |
| 0.1172        | 10.24 | 840  | 0.2594          | 0.6971   | 0.7598        | 0.9336           | 0.9751         | 0.0                 | 0.9497            | 0.7498                         | 0.8983              | 0.7482               | 0.9975           | 0.9432    | 0.0            | 0.8596       | 0.6762                    | 0.7500         | 0.6570          | 0.9934      |
| 0.3204        | 10.49 | 860  | 0.2114          | 0.7167   | 0.7775        | 0.9417           | 0.9735         | 0.0                 | 0.9405            | 0.8401                         | 0.8791              | 0.8117               | 0.9977           | 0.9440    | 0.0            | 0.8751       | 0.7310                    | 0.7812         | 0.6925          | 0.9933      |
| 0.18          | 10.73 | 880  | 0.2234          | 0.7163   | 0.7774        | 0.9415           | 0.9708         | 0.0                 | 0.9606            | 0.8125                         | 0.8921              | 0.8111               | 0.9950           | 0.9458    | 0.0            | 0.8635       | 0.7310                    | 0.7799         | 0.7000          | 0.9937      |
| 0.1388        | 10.98 | 900  | 0.2211          | 0.7231   | 0.7820        | 0.9435           | 0.9745         | 0.0                 | 0.9282            | 0.8094                         | 0.9115              | 0.8533               | 0.9971           | 0.9442    | 0.0            | 0.8842       | 0.7275                    | 0.7822         | 0.7296          | 0.9942      |
| 0.3495        | 11.22 | 920  | 0.2246          | 0.7172   | 0.7803        | 0.9420           | 0.9735         | 0.0                 | 0.9535            | 0.8467                         | 0.8540              | 0.8361               | 0.9985           | 0.9443    | 0.0            | 0.8700       | 0.7384                    | 0.7796         | 0.6941          | 0.9940      |
| 0.1129        | 11.46 | 940  | 0.2116          | 0.7187   | 0.7770        | 0.9431           | 0.9764         | 0.0                 | 0.9480            | 0.8252                         | 0.9009              | 0.7927               | 0.9954           | 0.9460    | 0.0            | 0.8772       | 0.7303                    | 0.7890         | 0.6944          | 0.9941      |
| 0.1725        | 11.71 | 960  | 0.2028          | 0.7199   | 0.7820        | 0.9432           | 0.9799         | 0.0                 | 0.9457            | 0.8285                         | 0.8723              | 0.8515               | 0.9962           | 0.9442    | 0.0            | 0.8773       | 0.7348                    | 0.7872         | 0.7019          | 0.9941      |
| 0.1882        | 11.95 | 980  | 0.2180          | 0.7168   | 0.7759        | 0.9422           | 0.9743         | 0.0                 | 0.9556            | 0.8052                         | 0.8990              | 0.7998               | 0.9974           | 0.9460    | 0.0            | 0.8570       | 0.7326                    | 0.7887         | 0.6984          | 0.9945      |
| 0.1523        | 12.2  | 1000 | 0.2185          | 0.7172   | 0.7792        | 0.9416           | 0.9750         | 0.0000              | 0.9527            | 0.8253                         | 0.8779              | 0.8287               | 0.9947           | 0.9444    | 0.0000         | 0.8701       | 0.7322                    | 0.7781         | 0.7019          | 0.9936      |
| 0.0959        | 12.44 | 1020 | 0.2232          | 0.7192   | 0.7806        | 0.9424           | 0.9781         | 0.0                 | 0.9452            | 0.8150                         | 0.8840              | 0.8469               | 0.9953           | 0.9444    | 0.0            | 0.8769       | 0.7281                    | 0.7792         | 0.7115          | 0.9941      |
| 0.0786        | 12.68 | 1040 | 0.2383          | 0.7129   | 0.7741        | 0.9403           | 0.9771         | 0.0001              | 0.9592            | 0.8173                         | 0.8741              | 0.7949               | 0.9956           | 0.9449    | 0.0001         | 0.8567       | 0.7321                    | 0.7734         | 0.6892          | 0.9942      |
| 0.1079        | 12.93 | 1060 | 0.2410          | 0.7144   | 0.7772        | 0.9401           | 0.9786         | 0.0040              | 0.9510            | 0.7919                         | 0.8845              | 0.8357               | 0.9945           | 0.9451    | 0.0040         | 0.8585       | 0.7261                    | 0.7709         | 0.7030          | 0.9933      |
| 0.1476        | 13.17 | 1080 | 0.2192          | 0.7130   | 0.7782        | 0.9403           | 0.9718         | 0.0008              | 0.9582            | 0.8334                         | 0.8548              | 0.8309               | 0.9975           | 0.9458    | 0.0008         | 0.8536       | 0.7367                    | 0.7733         | 0.6859          | 0.9950      |
| 0.1231        | 13.41 | 1100 | 0.2260          | 0.7157   | 0.7790        | 0.9417           | 0.9800         | 0.0002              | 0.9430            | 0.8018                         | 0.8889              | 0.8443               | 0.9951           | 0.9456    | 0.0002         | 0.8722       | 0.7265                    | 0.7836         | 0.6882          | 0.9939      |
| 0.0879        | 13.66 | 1120 | 0.2403          | 0.7133   | 0.7767        | 0.9407           | 0.9709         | 0.0                 | 0.9670            | 0.8450                         | 0.8523              | 0.8043               | 0.9974           | 0.9472    | 0.0            | 0.8539       | 0.7357                    | 0.7748         | 0.6864          | 0.9951      |
| 0.116         | 13.9  | 1140 | 0.2334          | 0.7191   | 0.7810        | 0.9425           | 0.9767         | 0.0165              | 0.9465            | 0.8118                         | 0.8896              | 0.8284               | 0.9974           | 0.9471    | 0.0164         | 0.8677       | 0.7354                    | 0.7863         | 0.6862          | 0.9946      |
| 0.1264        | 14.15 | 1160 | 0.2366          | 0.7162   | 0.7765        | 0.9414           | 0.9789         | 0.0146              | 0.9504            | 0.8165                         | 0.8936              | 0.7870               | 0.9943           | 0.9462    | 0.0145         | 0.8657       | 0.7314                    | 0.7849         | 0.6774          | 0.9934      |
| 0.0761        | 14.39 | 1180 | 0.2227          | 0.7198   | 0.7792        | 0.9427           | 0.9789         | 0.0180              | 0.9509            | 0.8127                         | 0.8924              | 0.8044               | 0.9968           | 0.9469    | 0.0179         | 0.8670       | 0.7339                    | 0.7858         | 0.6921          | 0.9948      |
| 0.0437        | 14.63 | 1200 | 0.2192          | 0.7188   | 0.7819        | 0.9415           | 0.9769         | 0.0248              | 0.9490            | 0.8470                         | 0.8566              | 0.8219               | 0.9970           | 0.9466    | 0.0246         | 0.8645       | 0.7379                    | 0.7761         | 0.6873          | 0.9948      |
| 0.0732        | 14.88 | 1220 | 0.2396          | 0.7289   | 0.7897        | 0.9421           | 0.9760         | 0.0861              | 0.9477            | 0.8180                         | 0.8934              | 0.8121               | 0.9948           | 0.9465    | 0.0849         | 0.8654       | 0.7368                    | 0.7824         | 0.6923          | 0.9936      |
| 0.1376        | 15.12 | 1240 | 0.2280          | 0.7314   | 0.7915        | 0.9430           | 0.9753         | 0.0944              | 0.9480            | 0.8444                         | 0.8766              | 0.8039               | 0.9976           | 0.9469    | 0.0925         | 0.8660       | 0.7413                    | 0.7854         | 0.6934          | 0.9946      |
| 0.0518        | 15.37 | 1260 | 0.2378          | 0.7289   | 0.7880        | 0.9422           | 0.9746         | 0.0885              | 0.9501            | 0.8424                         | 0.8832              | 0.7807               | 0.9963           | 0.9460    | 0.0864         | 0.8661       | 0.7345                    | 0.7828         | 0.6920          | 0.9946      |
| 0.0599        | 15.61 | 1280 | 0.2288          | 0.7242   | 0.7848        | 0.9418           | 0.9784         | 0.0559              | 0.9443            | 0.8397                         | 0.8761              | 0.8037               | 0.9952           | 0.9468    | 0.0555         | 0.8645       | 0.7356                    | 0.7789         | 0.6943          | 0.9939      |
| 0.0967        | 15.85 | 1300 | 0.2416          | 0.7301   | 0.7939        | 0.9413           | 0.9749         | 0.1088              | 0.9523            | 0.8402                         | 0.8542              | 0.8291               | 0.9979           | 0.9493    | 0.1074         | 0.8613       | 0.7326                    | 0.7718         | 0.6933          | 0.9952      |
| 0.0593        | 16.1  | 1320 | 0.2691          | 0.7212   | 0.7812        | 0.9396           | 0.9777         | 0.0661              | 0.9444            | 0.7484                         | 0.9244              | 0.8117               | 0.9958           | 0.9483    | 0.0651         | 0.8732       | 0.6970                    | 0.7657         | 0.7051          | 0.9944      |
| 0.2264        | 16.34 | 1340 | 0.2362          | 0.7237   | 0.7854        | 0.9420           | 0.9756         | 0.0505              | 0.9512            | 0.8124                         | 0.8846              | 0.8266               | 0.9969           | 0.9469    | 0.0499         | 0.8610       | 0.7362                    | 0.7802         | 0.6966          | 0.9948      |
| 0.0592        | 16.59 | 1360 | 0.2423          | 0.7367   | 0.8007        | 0.9391           | 0.9729         | 0.1878              | 0.9486            | 0.8662                         | 0.8410              | 0.7923               | 0.9964           | 0.9477    | 0.1838         | 0.8581       | 0.7238                    | 0.7609         | 0.6875          | 0.9951      |
| 0.1125        | 16.83 | 1380 | 0.2339          | 0.7527   | 0.8150        | 0.9431           | 0.9762         | 0.2572              | 0.9448            | 0.8334                         | 0.8824              | 0.8143               | 0.9969           | 0.9485    | 0.2431         | 0.8608       | 0.7434                    | 0.7846         | 0.6934          | 0.9951      |
| 0.0603        | 17.07 | 1400 | 0.2270          | 0.7406   | 0.8004        | 0.9417           | 0.9753         | 0.1855              | 0.9417            | 0.8159                         | 0.8973              | 0.7897               | 0.9975           | 0.9475    | 0.1795         | 0.8640       | 0.7270                    | 0.7791         | 0.6921          | 0.9951      |
| 0.0519        | 17.32 | 1420 | 0.2306          | 0.7467   | 0.8067        | 0.9430           | 0.9751         | 0.2083              | 0.9472            | 0.8316                         | 0.8892              | 0.7984               | 0.9969           | 0.9491    | 0.2023         | 0.8660       | 0.7348                    | 0.7845         | 0.6952          | 0.9950      |
| 0.0604        | 17.56 | 1440 | 0.2442          | 0.7355   | 0.7969        | 0.9424           | 0.9799         | 0.1369              | 0.9507            | 0.8123                         | 0.8850              | 0.8175               | 0.9956           | 0.9483    | 0.1337         | 0.8670       | 0.7313                    | 0.7826         | 0.6911          | 0.9945      |
| 0.0938        | 17.8  | 1460 | 0.2359          | 0.7392   | 0.7993        | 0.9422           | 0.9726         | 0.1637              | 0.9542            | 0.8012                         | 0.8966              | 0.8084               | 0.9987           | 0.9483    | 0.1598         | 0.8663       | 0.7251                    | 0.7808         | 0.6992          | 0.9947      |
| 0.1024        | 18.05 | 1480 | 0.2377          | 0.7305   | 0.7902        | 0.9418           | 0.9811         | 0.1062              | 0.9475            | 0.8259                         | 0.8784              | 0.7962               | 0.9960           | 0.9482    | 0.1042         | 0.8690       | 0.7262                    | 0.7776         | 0.6936          | 0.9946      |
| 0.0536        | 18.29 | 1500 | 0.2309          | 0.7358   | 0.7961        | 0.9424           | 0.9756         | 0.1348              | 0.9526            | 0.8292                         | 0.8784              | 0.8046               | 0.9975           | 0.9502    | 0.1325         | 0.8695       | 0.7282                    | 0.7786         | 0.6971          | 0.9948      |
| 0.07          | 18.54 | 1520 | 0.2380          | 0.7507   | 0.8127        | 0.9428           | 0.9747         | 0.2410              | 0.9478            | 0.8254                         | 0.8836              | 0.8191               | 0.9971           | 0.9503    | 0.2312         | 0.8708       | 0.7276                    | 0.7799         | 0.7001          | 0.9951      |
| 0.0692        | 18.78 | 1540 | 0.2429          | 0.7478   | 0.8104        | 0.9420           | 0.9745         | 0.2285              | 0.9462            | 0.8139                         | 0.8853              | 0.8269               | 0.9973           | 0.9502    | 0.2198         | 0.8739       | 0.7180                    | 0.7755         | 0.7018          | 0.9952      |
| 0.0673        | 19.02 | 1560 | 0.2288          | 0.7352   | 0.7966        | 0.9409           | 0.9769         | 0.1525              | 0.9459            | 0.8163                         | 0.8795              | 0.8081               | 0.9974           | 0.9470    | 0.1472         | 0.8681       | 0.7192                    | 0.7749         | 0.6955          | 0.9945      |
| 0.0406        | 19.27 | 1580 | 0.2302          | 0.7484   | 0.8096        | 0.9426           | 0.9757         | 0.2222              | 0.9442            | 0.8234                         | 0.8849              | 0.8196               | 0.9974           | 0.9493    | 0.2126         | 0.8746       | 0.7252                    | 0.7781         | 0.7042          | 0.9945      |
| 0.0686        | 19.51 | 1600 | 0.2228          | 0.7421   | 0.8031        | 0.9432           | 0.9755         | 0.1643              | 0.9524            | 0.8481                         | 0.8669              | 0.8176               | 0.9970           | 0.9496    | 0.1599         | 0.8718       | 0.7337                    | 0.7808         | 0.7039          | 0.9950      |
| 0.0559        | 19.76 | 1620 | 0.2335          | 0.7497   | 0.8141        | 0.9422           | 0.9753         | 0.2443              | 0.9511            | 0.8181                         | 0.8749              | 0.8382               | 0.9967           | 0.9497    | 0.2320         | 0.8723       | 0.7237                    | 0.7767         | 0.6985          | 0.9949      |
| 0.0726        | 20.0  | 1640 | 0.2381          | 0.7439   | 0.8067        | 0.9417           | 0.9796         | 0.2054              | 0.9492            | 0.8341                         | 0.8658              | 0.8182               | 0.9949           | 0.9484    | 0.1952         | 0.8690       | 0.7270                    | 0.7748         | 0.6985          | 0.9941      |
| 0.0381        | 20.24 | 1660 | 0.2289          | 0.7603   | 0.8246        | 0.9425           | 0.9763         | 0.3250              | 0.9474            | 0.8232                         | 0.8778              | 0.8261               | 0.9967           | 0.9506    | 0.3039         | 0.8722       | 0.7244                    | 0.7768         | 0.6991          | 0.9951      |
| 0.1459        | 20.49 | 1680 | 0.2320          | 0.7435   | 0.8034        | 0.9422           | 0.9795         | 0.2004              | 0.9497            | 0.8294                         | 0.8781              | 0.7897               | 0.9967           | 0.9500    | 0.1939         | 0.8711       | 0.7228                    | 0.7781         | 0.6936          | 0.9950      |
| 0.0515        | 20.73 | 1700 | 0.2366          | 0.7584   | 0.8212        | 0.9425           | 0.9772         | 0.3128              | 0.9445            | 0.8043                         | 0.8924              | 0.8189               | 0.9980           | 0.9504    | 0.2910         | 0.8743       | 0.7188                    | 0.7777         | 0.7017          | 0.9951      |
| 0.1066        | 20.98 | 1720 | 0.2450          | 0.7615   | 0.8249        | 0.9420           | 0.9723         | 0.3449              | 0.9531            | 0.8283                         | 0.8804              | 0.7978               | 0.9973           | 0.9506    | 0.3225         | 0.8704       | 0.7218                    | 0.7762         | 0.6941          | 0.9950      |
| 0.0677        | 21.22 | 1740 | 0.2302          | 0.7512   | 0.8141        | 0.9424           | 0.9777         | 0.2553              | 0.9465            | 0.8569                         | 0.8526              | 0.8115               | 0.9982           | 0.9502    | 0.2412         | 0.8731       | 0.7264                    | 0.7766         | 0.6954          | 0.9953      |
| 0.0745        | 21.46 | 1760 | 0.2343          | 0.7389   | 0.7999        | 0.9420           | 0.9807         | 0.1705              | 0.9453            | 0.8517                         | 0.8613              | 0.7930               | 0.9966           | 0.9486    | 0.1644         | 0.8710       | 0.7263                    | 0.7792         | 0.6877          | 0.9950      |
| 0.1053        | 21.71 | 1780 | 0.2453          | 0.7591   | 0.8219        | 0.9426           | 0.9747         | 0.3127              | 0.9517            | 0.8279                         | 0.8834              | 0.8070               | 0.9958           | 0.9511    | 0.2943         | 0.8705       | 0.7253                    | 0.7796         | 0.6977          | 0.9948      |
| 0.0898        | 21.95 | 1800 | 0.2224          | 0.7525   | 0.8145        | 0.9435           | 0.9767         | 0.2480              | 0.9498            | 0.8216                         | 0.8848              | 0.8237               | 0.9972           | 0.9501    | 0.2357         | 0.8693       | 0.7325                    | 0.7856         | 0.6988          | 0.9953      |
| 0.1724        | 22.2  | 1820 | 0.2210          | 0.7390   | 0.7982        | 0.9430           | 0.9795         | 0.1569              | 0.9503            | 0.8319                         | 0.8831              | 0.7889               | 0.9966           | 0.9499    | 0.1527         | 0.8697       | 0.7298                    | 0.7853         | 0.6903          | 0.9950      |
| 0.1683        | 22.44 | 1840 | 0.2362          | 0.7629   | 0.8257        | 0.9439           | 0.9774         | 0.3265              | 0.9405            | 0.8187                         | 0.8975              | 0.8231               | 0.9966           | 0.9514    | 0.3020         | 0.8741       | 0.7299                    | 0.7861         | 0.7016          | 0.9951      |
| 0.0613        | 22.68 | 1860 | 0.2266          | 0.7634   | 0.8267        | 0.9441           | 0.9769         | 0.3291              | 0.9418            | 0.8187                         | 0.8939              | 0.8291               | 0.9974           | 0.9511    | 0.3024         | 0.8750       | 0.7301                    | 0.7864         | 0.7032          | 0.9953      |
| 0.0638        | 22.93 | 1880 | 0.2321          | 0.7650   | 0.8286        | 0.9438           | 0.9755         | 0.3469              | 0.9500            | 0.8305                         | 0.8831              | 0.8173               | 0.9972           | 0.9519    | 0.3208         | 0.8735       | 0.7297                    | 0.7852         | 0.6986          | 0.9953      |
| 0.0865        | 23.17 | 1900 | 0.2402          | 0.7476   | 0.8078        | 0.9434           | 0.9773         | 0.2115              | 0.9529            | 0.8024                         | 0.9005              | 0.8132               | 0.9965           | 0.9502    | 0.2039         | 0.8688       | 0.7291                    | 0.7860         | 0.7006          | 0.9950      |
| 0.183         | 23.41 | 1920 | 0.2340          | 0.7545   | 0.8155        | 0.9437           | 0.9757         | 0.2616              | 0.9551            | 0.8198                         | 0.8879              | 0.8106               | 0.9975           | 0.9512    | 0.2492         | 0.8685       | 0.7321                    | 0.7853         | 0.7000          | 0.9953      |
| 0.0665        | 23.66 | 1940 | 0.2250          | 0.7580   | 0.8206        | 0.9439           | 0.9756         | 0.2861              | 0.9518            | 0.8188                         | 0.8857              | 0.8279               | 0.9979           | 0.9513    | 0.2691         | 0.8718       | 0.7316                    | 0.7853         | 0.7015          | 0.9953      |
| 0.0783        | 23.9  | 1960 | 0.2271          | 0.7541   | 0.8161        | 0.9435           | 0.9773         | 0.2581              | 0.9518            | 0.8318                         | 0.8773              | 0.8199               | 0.9966           | 0.9511    | 0.2452         | 0.8718       | 0.7308                    | 0.7832         | 0.7017          | 0.9952      |
| 0.0767        | 24.15 | 1980 | 0.2246          | 0.7616   | 0.8247        | 0.9438           | 0.9765         | 0.3151              | 0.9509            | 0.8143                         | 0.8912              | 0.8285               | 0.9964           | 0.9515    | 0.2948         | 0.8724       | 0.7301                    | 0.7856         | 0.7014          | 0.9951      |
| 0.112         | 24.39 | 2000 | 0.2314          | 0.7669   | 0.8310        | 0.9438           | 0.9743         | 0.3599              | 0.9503            | 0.8198                         | 0.8892              | 0.8259               | 0.9972           | 0.9520    | 0.3326         | 0.8731       | 0.7290                    | 0.7844         | 0.7016          | 0.9953      |
| 0.074         | 24.63 | 2020 | 0.2291          | 0.7603   | 0.8235        | 0.9437           | 0.9770         | 0.3074              | 0.9499            | 0.8136                         | 0.8901              | 0.8296               | 0.9966           | 0.9513    | 0.2874         | 0.8723       | 0.7293                    | 0.7851         | 0.7014          | 0.9951      |
| 0.0684        | 24.88 | 2040 | 0.2343          | 0.7550   | 0.8157        | 0.9435           | 0.9775         | 0.2651              | 0.9504            | 0.8170                         | 0.8956              | 0.8082               | 0.9956           | 0.9507    | 0.2519         | 0.8719       | 0.7298                    | 0.7848         | 0.7015          | 0.9946      |


### Framework versions

- Transformers 4.35.0
- Pytorch 2.0.0
- Datasets 2.1.0
- Tokenizers 0.14.1
