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---
language:
- id
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerui-pt-pl10-2
  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. -->

# nerui-pt-pl10-2

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: 0.0599
- Location Precision: 0.9175
- Location Recall: 0.9570
- Location F1: 0.9368
- Location Number: 93
- Organization Precision: 0.9162
- Organization Recall: 0.9217
- Organization F1: 0.9189
- Organization Number: 166
- Person Precision: 0.9858
- Person Recall: 0.9789
- Person F1: 0.9823
- Person Number: 142
- Overall Precision: 0.9407
- Overall Recall: 0.9501
- Overall F1: 0.9454
- Overall Accuracy: 0.9882

## 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 | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 0.8428        | 1.0   | 96   | 0.3885          | 0.2353             | 0.0430          | 0.0727      | 93              | 0.2318                 | 0.3253              | 0.2707          | 166                 | 0.2865           | 0.3451        | 0.3131    | 142           | 0.2542            | 0.2668         | 0.2603     | 0.8697           |
| 0.3617        | 2.0   | 192  | 0.2171          | 0.3037             | 0.4409          | 0.3596      | 93              | 0.6190                 | 0.5482              | 0.5815          | 166                 | 0.4829           | 0.6972        | 0.5706    | 142           | 0.4743            | 0.5761         | 0.5203     | 0.9317           |
| 0.1955        | 3.0   | 288  | 0.1000          | 0.8193             | 0.7312          | 0.7727      | 93              | 0.7030                 | 0.8554              | 0.7717          | 166                 | 0.9650           | 0.9718        | 0.9684    | 142           | 0.8131            | 0.8678         | 0.8396     | 0.9682           |
| 0.1335        | 4.0   | 384  | 0.0860          | 0.7573             | 0.8387          | 0.7959      | 93              | 0.7437                 | 0.8916              | 0.8110          | 166                 | 0.9521           | 0.9789        | 0.9653    | 142           | 0.8147            | 0.9102         | 0.8598     | 0.9715           |
| 0.1071        | 5.0   | 480  | 0.0629          | 0.8190             | 0.9247          | 0.8687      | 93              | 0.8706                 | 0.8916              | 0.8810          | 166                 | 0.9720           | 0.9789        | 0.9754    | 142           | 0.8923            | 0.9302         | 0.9109     | 0.9813           |
| 0.0956        | 6.0   | 576  | 0.0531          | 0.7946             | 0.9570          | 0.8683      | 93              | 0.8721                 | 0.9036              | 0.8876          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.8894            | 0.9426         | 0.9153     | 0.9830           |
| 0.083         | 7.0   | 672  | 0.0504          | 0.8617             | 0.8710          | 0.8663      | 93              | 0.8235                 | 0.9277              | 0.8725          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.8863            | 0.9327         | 0.9089     | 0.9833           |
| 0.0784        | 8.0   | 768  | 0.0515          | 0.7719             | 0.9462          | 0.8502      | 93              | 0.8834                 | 0.8675              | 0.8754          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.8876            | 0.9252         | 0.9060     | 0.9819           |
| 0.072         | 9.0   | 864  | 0.0427          | 0.8687             | 0.9247          | 0.8958      | 93              | 0.8982                 | 0.9036              | 0.9009          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9214            | 0.9352         | 0.9282     | 0.9860           |
| 0.0688        | 10.0  | 960  | 0.0463          | 0.8318             | 0.9570          | 0.89        | 93              | 0.9                    | 0.9217              | 0.9107          | 166                 | 0.9650           | 0.9718        | 0.9684    | 142           | 0.9048            | 0.9476         | 0.9257     | 0.9849           |
| 0.0621        | 11.0  | 1056 | 0.0442          | 0.8585             | 0.9785          | 0.9146      | 93              | 0.9317                 | 0.9036              | 0.9174          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9314            | 0.9476         | 0.9394     | 0.9860           |
| 0.0595        | 12.0  | 1152 | 0.0453          | 0.9091             | 0.9677          | 0.9375      | 93              | 0.9379                 | 0.9096              | 0.9235          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9451            | 0.9451         | 0.9451     | 0.9874           |
| 0.0576        | 13.0  | 1248 | 0.0455          | 0.8505             | 0.9785          | 0.91        | 93              | 0.9383                 | 0.9157              | 0.9268          | 166                 | 0.9789           | 0.9789        | 0.9789    | 142           | 0.9294            | 0.9526         | 0.9409     | 0.9868           |
| 0.054         | 14.0  | 1344 | 0.0415          | 0.9263             | 0.9462          | 0.9362      | 93              | 0.9268                 | 0.9157              | 0.9212          | 166                 | 0.9718           | 0.9718        | 0.9718    | 142           | 0.9426            | 0.9426         | 0.9426     | 0.9879           |
| 0.0491        | 15.0  | 1440 | 0.0367          | 0.9158             | 0.9355          | 0.9255      | 93              | 0.9167                 | 0.9277              | 0.9222          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9406            | 0.9476         | 0.9441     | 0.9885           |
| 0.0468        | 16.0  | 1536 | 0.0437          | 0.8725             | 0.9570          | 0.9128      | 93              | 0.9217                 | 0.9217              | 0.9217          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9315            | 0.9501         | 0.9407     | 0.9866           |
| 0.0466        | 17.0  | 1632 | 0.0427          | 0.8969             | 0.9355          | 0.9158      | 93              | 0.9006                 | 0.9277              | 0.9139          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9267            | 0.9451         | 0.9358     | 0.9877           |
| 0.0442        | 18.0  | 1728 | 0.0398          | 0.9072             | 0.9462          | 0.9263      | 93              | 0.9207                 | 0.9096              | 0.9152          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9378            | 0.9401         | 0.9390     | 0.9877           |
| 0.0407        | 19.0  | 1824 | 0.0447          | 0.91               | 0.9785          | 0.9430      | 93              | 0.9437                 | 0.9096              | 0.9264          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9476            | 0.9476         | 0.9476     | 0.9888           |
| 0.0391        | 20.0  | 1920 | 0.0472          | 0.8491             | 0.9677          | 0.9045      | 93              | 0.9141                 | 0.8976              | 0.9058          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9195            | 0.9401         | 0.9297     | 0.9857           |
| 0.0387        | 21.0  | 2016 | 0.0460          | 0.8667             | 0.9785          | 0.9192      | 93              | 0.9114                 | 0.8675              | 0.8889          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9257            | 0.9327         | 0.9292     | 0.9874           |
| 0.0343        | 22.0  | 2112 | 0.0412          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9273                 | 0.9217              | 0.9245          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9479            | 0.9526         | 0.9502     | 0.9890           |
| 0.0331        | 23.0  | 2208 | 0.0442          | 0.8969             | 0.9355          | 0.9158      | 93              | 0.9317                 | 0.9036              | 0.9174          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9398            | 0.9352         | 0.9375     | 0.9879           |
| 0.0329        | 24.0  | 2304 | 0.0421          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9281                 | 0.9337              | 0.9309          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9457            | 0.9551         | 0.9504     | 0.9882           |
| 0.0336        | 25.0  | 2400 | 0.0476          | 0.9091             | 0.9677          | 0.9375      | 93              | 0.95                   | 0.9157              | 0.9325          | 166                 | 0.9789           | 0.9789        | 0.9789    | 142           | 0.9501            | 0.9501         | 0.9501     | 0.9890           |
| 0.0313        | 26.0  | 2496 | 0.0408          | 0.9368             | 0.9570          | 0.9468      | 93              | 0.9023                 | 0.9458              | 0.9235          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9390            | 0.9601         | 0.9494     | 0.9893           |
| 0.0287        | 27.0  | 2592 | 0.0449          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9329                 | 0.9217              | 0.9273          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9478            | 0.9501         | 0.9489     | 0.9898           |
| 0.03          | 28.0  | 2688 | 0.0429          | 0.9072             | 0.9462          | 0.9263      | 93              | 0.9075                 | 0.9458              | 0.9263          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9319            | 0.9551         | 0.9433     | 0.9888           |
| 0.031         | 29.0  | 2784 | 0.0416          | 0.9462             | 0.9462          | 0.9462      | 93              | 0.9133                 | 0.9518              | 0.9322          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9435            | 0.9576         | 0.9505     | 0.9898           |
| 0.027         | 30.0  | 2880 | 0.0406          | 0.9565             | 0.9462          | 0.9514      | 93              | 0.9133                 | 0.9518              | 0.9322          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9483            | 0.9601         | 0.9542     | 0.9909           |
| 0.0257        | 31.0  | 2976 | 0.0435          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9202                 | 0.9036              | 0.9119          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9451            | 0.9451         | 0.9451     | 0.9901           |
| 0.0277        | 32.0  | 3072 | 0.0484          | 0.9184             | 0.9677          | 0.9424      | 93              | 0.9080                 | 0.8916              | 0.8997          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9353            | 0.9377         | 0.9365     | 0.9888           |
| 0.024         | 33.0  | 3168 | 0.0450          | 0.8990             | 0.9570          | 0.9271      | 93              | 0.9024                 | 0.8916              | 0.8970          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9307            | 0.9377         | 0.9342     | 0.9888           |
| 0.0227        | 34.0  | 3264 | 0.0509          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9157                 | 0.9157              | 0.9157          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9431            | 0.9501         | 0.9466     | 0.9885           |
| 0.0226        | 35.0  | 3360 | 0.0520          | 0.9091             | 0.9677          | 0.9375      | 93              | 0.8902                 | 0.9277              | 0.9086          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9274            | 0.9551         | 0.9410     | 0.9871           |
| 0.0239        | 36.0  | 3456 | 0.0613          | 0.8440             | 0.9892          | 0.9109      | 93              | 0.9226                 | 0.8614              | 0.8910          | 166                 | 0.9718           | 0.9718        | 0.9718    | 142           | 0.9187            | 0.9302         | 0.9244     | 0.9863           |
| 0.0222        | 37.0  | 3552 | 0.0489          | 0.88               | 0.9462          | 0.9119      | 93              | 0.8929                 | 0.9036              | 0.8982          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9218            | 0.9401         | 0.9309     | 0.9877           |
| 0.0221        | 38.0  | 3648 | 0.0525          | 0.8762             | 0.9892          | 0.9293      | 93              | 0.9141                 | 0.8976              | 0.9058          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9291            | 0.9476         | 0.9383     | 0.9868           |
| 0.0225        | 39.0  | 3744 | 0.0504          | 0.8824             | 0.9677          | 0.9231      | 93              | 0.8976                 | 0.8976              | 0.8976          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9242            | 0.9426         | 0.9333     | 0.9860           |
| 0.0194        | 40.0  | 3840 | 0.0470          | 0.8990             | 0.9570          | 0.9271      | 93              | 0.9212                 | 0.9157              | 0.9184          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9358            | 0.9451         | 0.9404     | 0.9890           |
| 0.0206        | 41.0  | 3936 | 0.0489          | 0.8969             | 0.9355          | 0.9158      | 93              | 0.8793                 | 0.9217              | 0.9             | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9199            | 0.9451         | 0.9323     | 0.9866           |
| 0.0208        | 42.0  | 4032 | 0.0510          | 0.9                | 0.9677          | 0.9326      | 93              | 0.9048                 | 0.9157              | 0.9102          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9291            | 0.9476         | 0.9383     | 0.9879           |
| 0.0178        | 43.0  | 4128 | 0.0496          | 0.8911             | 0.9677          | 0.9278      | 93              | 0.9620                 | 0.9157              | 0.9383          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.95              | 0.9476         | 0.9488     | 0.9896           |
| 0.0184        | 44.0  | 4224 | 0.0533          | 0.9010             | 0.9785          | 0.9381      | 93              | 0.9048                 | 0.9157              | 0.9102          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9293            | 0.9501         | 0.9396     | 0.9882           |
| 0.0172        | 45.0  | 4320 | 0.0525          | 0.9192             | 0.9785          | 0.9479      | 93              | 0.9444                 | 0.9217              | 0.9329          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9502            | 0.9526         | 0.9514     | 0.9882           |
| 0.0159        | 46.0  | 4416 | 0.0524          | 0.92               | 0.9892          | 0.9534      | 93              | 0.9207                 | 0.9096              | 0.9152          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9432            | 0.9526         | 0.9479     | 0.9885           |
| 0.0174        | 47.0  | 4512 | 0.0516          | 0.9271             | 0.9570          | 0.9418      | 93              | 0.8935                 | 0.9096              | 0.9015          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9310            | 0.9426         | 0.9368     | 0.9879           |
| 0.0176        | 48.0  | 4608 | 0.0463          | 0.9271             | 0.9570          | 0.9418      | 93              | 0.9222                 | 0.9277              | 0.9249          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9431            | 0.9501         | 0.9466     | 0.9904           |
| 0.0156        | 49.0  | 4704 | 0.0531          | 0.9082             | 0.9570          | 0.9319      | 93              | 0.9321                 | 0.9096              | 0.9207          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9426            | 0.9426         | 0.9426     | 0.9893           |
| 0.017         | 50.0  | 4800 | 0.0526          | 0.9                | 0.9677          | 0.9326      | 93              | 0.9212                 | 0.9157              | 0.9184          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9384            | 0.9501         | 0.9442     | 0.9879           |
| 0.0156        | 51.0  | 4896 | 0.0570          | 0.8824             | 0.9677          | 0.9231      | 93              | 0.9375                 | 0.9036              | 0.9202          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9404            | 0.9451         | 0.9428     | 0.9871           |
| 0.0152        | 52.0  | 4992 | 0.0518          | 0.9072             | 0.9462          | 0.9263      | 93              | 0.9329                 | 0.9217              | 0.9273          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9428            | 0.9451         | 0.9440     | 0.9898           |
| 0.017         | 53.0  | 5088 | 0.0487          | 0.9072             | 0.9462          | 0.9263      | 93              | 0.9281                 | 0.9337              | 0.9309          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9432            | 0.9526         | 0.9479     | 0.9896           |
| 0.0143        | 54.0  | 5184 | 0.0542          | 0.88               | 0.9462          | 0.9119      | 93              | 0.9268                 | 0.9157              | 0.9212          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9333            | 0.9426         | 0.9380     | 0.9877           |
| 0.0152        | 55.0  | 5280 | 0.0521          | 0.8990             | 0.9570          | 0.9271      | 93              | 0.9222                 | 0.9277              | 0.9249          | 166                 | 0.9786           | 0.9648        | 0.9716    | 142           | 0.9360            | 0.9476         | 0.9418     | 0.9888           |
| 0.0123        | 56.0  | 5376 | 0.0536          | 0.9072             | 0.9462          | 0.9263      | 93              | 0.9329                 | 0.9217              | 0.9273          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9428            | 0.9451         | 0.9440     | 0.9888           |
| 0.0145        | 57.0  | 5472 | 0.0507          | 0.9167             | 0.9462          | 0.9312      | 93              | 0.9212                 | 0.9157              | 0.9184          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9403            | 0.9426         | 0.9415     | 0.9898           |
| 0.0138        | 58.0  | 5568 | 0.0550          | 0.8980             | 0.9462          | 0.9215      | 93              | 0.9264                 | 0.9096              | 0.9179          | 166                 | 0.9716           | 0.9648        | 0.9682    | 142           | 0.9353            | 0.9377         | 0.9365     | 0.9893           |
| 0.0122        | 59.0  | 5664 | 0.0532          | 0.9010             | 0.9785          | 0.9381      | 93              | 0.9379                 | 0.9096              | 0.9235          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9429            | 0.9476         | 0.9453     | 0.9882           |
| 0.0144        | 60.0  | 5760 | 0.0572          | 0.8835             | 0.9785          | 0.9286      | 93              | 0.9367                 | 0.8916              | 0.9136          | 166                 | 0.9718           | 0.9718        | 0.9718    | 142           | 0.9355            | 0.9401         | 0.9378     | 0.9882           |
| 0.0126        | 61.0  | 5856 | 0.0488          | 0.9474             | 0.9677          | 0.9574      | 93              | 0.9390                 | 0.9277              | 0.9333          | 166                 | 0.9718           | 0.9718        | 0.9718    | 142           | 0.9526            | 0.9526         | 0.9526     | 0.9907           |
| 0.0113        | 62.0  | 5952 | 0.0563          | 0.8911             | 0.9677          | 0.9278      | 93              | 0.925                  | 0.8916              | 0.9080          | 166                 | 0.9718           | 0.9718        | 0.9718    | 142           | 0.9330            | 0.9377         | 0.9353     | 0.9888           |
| 0.0109        | 63.0  | 6048 | 0.0592          | 0.8725             | 0.9570          | 0.9128      | 93              | 0.9062                 | 0.8735              | 0.8896          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9256            | 0.9302         | 0.9279     | 0.9866           |
| 0.0124        | 64.0  | 6144 | 0.0568          | 0.9255             | 0.9355          | 0.9305      | 93              | 0.9085                 | 0.8976              | 0.9030          | 166                 | 0.9718           | 0.9718        | 0.9718    | 142           | 0.935             | 0.9327         | 0.9338     | 0.9877           |
| 0.0126        | 65.0  | 6240 | 0.0559          | 0.8990             | 0.9570          | 0.9271      | 93              | 0.9068                 | 0.8795              | 0.8930          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9327            | 0.9327         | 0.9327     | 0.9877           |
| 0.0112        | 66.0  | 6336 | 0.0573          | 0.9263             | 0.9462          | 0.9362      | 93              | 0.9152                 | 0.9096              | 0.9124          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9401            | 0.9401         | 0.9401     | 0.9885           |
| 0.0112        | 67.0  | 6432 | 0.0617          | 0.8558             | 0.9570          | 0.9036      | 93              | 0.8902                 | 0.8795              | 0.8848          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9144            | 0.9327         | 0.9235     | 0.9863           |
| 0.0117        | 68.0  | 6528 | 0.0534          | 0.9082             | 0.9570          | 0.9319      | 93              | 0.9259                 | 0.9036              | 0.9146          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9426            | 0.9426         | 0.9426     | 0.9885           |
| 0.0101        | 69.0  | 6624 | 0.0571          | 0.9271             | 0.9570          | 0.9418      | 93              | 0.9157                 | 0.9157              | 0.9157          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9429            | 0.9476         | 0.9453     | 0.9890           |
| 0.0092        | 70.0  | 6720 | 0.0559          | 0.9091             | 0.9677          | 0.9375      | 93              | 0.9325                 | 0.9157              | 0.9240          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9454            | 0.9501         | 0.9478     | 0.9893           |
| 0.011         | 71.0  | 6816 | 0.0611          | 0.9368             | 0.9570          | 0.9468      | 93              | 0.9329                 | 0.9217              | 0.9273          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9525            | 0.9501         | 0.9513     | 0.9879           |
| 0.0097        | 72.0  | 6912 | 0.0558          | 0.9167             | 0.9462          | 0.9312      | 93              | 0.9383                 | 0.9157              | 0.9268          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9499            | 0.9451         | 0.9475     | 0.9893           |
| 0.0102        | 73.0  | 7008 | 0.0560          | 0.8980             | 0.9462          | 0.9215      | 93              | 0.9321                 | 0.9096              | 0.9207          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9426            | 0.9426         | 0.9426     | 0.9879           |
| 0.0098        | 74.0  | 7104 | 0.0587          | 0.9184             | 0.9677          | 0.9424      | 93              | 0.9212                 | 0.9157              | 0.9184          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9431            | 0.9501         | 0.9466     | 0.9882           |
| 0.0105        | 75.0  | 7200 | 0.0585          | 0.8812             | 0.9570          | 0.9175      | 93              | 0.9141                 | 0.8976              | 0.9058          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9309            | 0.9401         | 0.9355     | 0.9874           |
| 0.01          | 76.0  | 7296 | 0.0599          | 0.9368             | 0.9570          | 0.9468      | 93              | 0.9273                 | 0.9217              | 0.9245          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9501            | 0.9501         | 0.9501     | 0.9893           |
| 0.0084        | 77.0  | 7392 | 0.0602          | 0.9091             | 0.9677          | 0.9375      | 93              | 0.9212                 | 0.9157              | 0.9184          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9407            | 0.9501         | 0.9454     | 0.9893           |
| 0.0089        | 78.0  | 7488 | 0.0632          | 0.89               | 0.9570          | 0.9223      | 93              | 0.9207                 | 0.9096              | 0.9152          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9358            | 0.9451         | 0.9404     | 0.9879           |
| 0.0086        | 79.0  | 7584 | 0.0588          | 0.9072             | 0.9462          | 0.9263      | 93              | 0.9379                 | 0.9096              | 0.9235          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9474            | 0.9426         | 0.9450     | 0.9885           |
| 0.009         | 80.0  | 7680 | 0.0618          | 0.9175             | 0.9570          | 0.9368      | 93              | 0.9273                 | 0.9217              | 0.9245          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9454            | 0.9501         | 0.9478     | 0.9885           |
| 0.0084        | 81.0  | 7776 | 0.0612          | 0.9175             | 0.9570          | 0.9368      | 93              | 0.9152                 | 0.9096              | 0.9124          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9404            | 0.9451         | 0.9428     | 0.9882           |
| 0.0089        | 82.0  | 7872 | 0.0595          | 0.9082             | 0.9570          | 0.9319      | 93              | 0.9207                 | 0.9096              | 0.9152          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9404            | 0.9451         | 0.9428     | 0.9890           |
| 0.0089        | 83.0  | 7968 | 0.0586          | 0.9368             | 0.9570          | 0.9468      | 93              | 0.9222                 | 0.9277              | 0.9249          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9479            | 0.9526         | 0.9502     | 0.9890           |
| 0.0084        | 84.0  | 8064 | 0.0567          | 0.9468             | 0.9570          | 0.9519      | 93              | 0.9273                 | 0.9217              | 0.9245          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9525            | 0.9501         | 0.9513     | 0.9909           |
| 0.0088        | 85.0  | 8160 | 0.0617          | 0.9082             | 0.9570          | 0.9319      | 93              | 0.9212                 | 0.9157              | 0.9184          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9406            | 0.9476         | 0.9441     | 0.9890           |
| 0.0089        | 86.0  | 8256 | 0.0582          | 0.9263             | 0.9462          | 0.9362      | 93              | 0.9268                 | 0.9157              | 0.9212          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9475            | 0.9451         | 0.9463     | 0.9896           |
| 0.0066        | 87.0  | 8352 | 0.0611          | 0.9368             | 0.9570          | 0.9468      | 93              | 0.9277                 | 0.9277              | 0.9277          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9502            | 0.9526         | 0.9514     | 0.9893           |
| 0.0088        | 88.0  | 8448 | 0.0586          | 0.9175             | 0.9570          | 0.9368      | 93              | 0.9441                 | 0.9157              | 0.9297          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9524            | 0.9476         | 0.95       | 0.9893           |
| 0.007         | 89.0  | 8544 | 0.0602          | 0.9271             | 0.9570          | 0.9418      | 93              | 0.9207                 | 0.9096              | 0.9152          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9451            | 0.9451         | 0.9451     | 0.9893           |
| 0.0083        | 90.0  | 8640 | 0.0580          | 0.9468             | 0.9570          | 0.9519      | 93              | 0.9333                 | 0.9277              | 0.9305          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.955             | 0.9526         | 0.9538     | 0.9901           |
| 0.0077        | 91.0  | 8736 | 0.0591          | 0.9368             | 0.9570          | 0.9468      | 93              | 0.9107                 | 0.9217              | 0.9162          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9431            | 0.9501         | 0.9466     | 0.9890           |
| 0.0078        | 92.0  | 8832 | 0.0608          | 0.9271             | 0.9570          | 0.9418      | 93              | 0.9162                 | 0.9217              | 0.9189          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9431            | 0.9501         | 0.9466     | 0.9879           |
| 0.0068        | 93.0  | 8928 | 0.0581          | 0.9468             | 0.9570          | 0.9519      | 93              | 0.9048                 | 0.9157              | 0.9102          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9429            | 0.9476         | 0.9453     | 0.9890           |
| 0.0079        | 94.0  | 9024 | 0.0606          | 0.9368             | 0.9570          | 0.9468      | 93              | 0.9107                 | 0.9217              | 0.9162          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9431            | 0.9501         | 0.9466     | 0.9885           |
| 0.0072        | 95.0  | 9120 | 0.0600          | 0.9271             | 0.9570          | 0.9418      | 93              | 0.9162                 | 0.9217              | 0.9189          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9431            | 0.9501         | 0.9466     | 0.9896           |
| 0.007         | 96.0  | 9216 | 0.0599          | 0.9175             | 0.9570          | 0.9368      | 93              | 0.9107                 | 0.9217              | 0.9162          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9384            | 0.9501         | 0.9442     | 0.9885           |
| 0.0082        | 97.0  | 9312 | 0.0601          | 0.9175             | 0.9570          | 0.9368      | 93              | 0.9217                 | 0.9217              | 0.9217          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9431            | 0.9501         | 0.9466     | 0.9885           |
| 0.0065        | 98.0  | 9408 | 0.0606          | 0.9175             | 0.9570          | 0.9368      | 93              | 0.9217                 | 0.9217              | 0.9217          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9431            | 0.9501         | 0.9466     | 0.9885           |
| 0.0075        | 99.0  | 9504 | 0.0600          | 0.9175             | 0.9570          | 0.9368      | 93              | 0.9162                 | 0.9217              | 0.9189          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9407            | 0.9501         | 0.9454     | 0.9882           |
| 0.0057        | 100.0 | 9600 | 0.0599          | 0.9175             | 0.9570          | 0.9368      | 93              | 0.9162                 | 0.9217              | 0.9189          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9407            | 0.9501         | 0.9454     | 0.9882           |


### Framework versions

- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2