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---
language:
- id
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerui-base-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-base-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: 0.1114
- Location Precision: 0.9381
- Location Recall: 0.9785
- Location F1: 0.9579
- Location Number: 93
- Organization Precision: 0.9509
- Organization Recall: 0.9337
- Organization F1: 0.9422
- Organization Number: 166
- Person Precision: 0.9787
- Person Recall: 0.9718
- Person F1: 0.9753
- Person Number: 142
- Overall Precision: 0.9576
- Overall Recall: 0.9576
- Overall F1: 0.9576
- Overall Accuracy: 0.9893

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 0.2635        | 1.0   | 96   | 0.0630          | 0.8182             | 0.9677          | 0.8867      | 93              | 0.8639                 | 0.8795              | 0.8716          | 166                 | 0.9580           | 0.9648        | 0.9614    | 142           | 0.8839            | 0.9302         | 0.9064     | 0.9813           |
| 0.0557        | 2.0   | 192  | 0.0601          | 0.8182             | 0.9677          | 0.8867      | 93              | 0.8994                 | 0.8614              | 0.8800          | 166                 | 0.9716           | 0.9648        | 0.9682    | 142           | 0.9024            | 0.9227         | 0.9125     | 0.9813           |
| 0.0324        | 3.0   | 288  | 0.0582          | 0.9263             | 0.9462          | 0.9362      | 93              | 0.8814                 | 0.9398              | 0.9096          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9249            | 0.9526         | 0.9386     | 0.9866           |
| 0.0198        | 4.0   | 384  | 0.0648          | 0.9326             | 0.8925          | 0.9121      | 93              | 0.8960                 | 0.9337              | 0.9145          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9330            | 0.9377         | 0.9353     | 0.9871           |
| 0.0138        | 5.0   | 480  | 0.0616          | 0.9                | 0.9677          | 0.9326      | 93              | 0.9198                 | 0.8976              | 0.9085          | 166                 | 0.9716           | 0.9648        | 0.9682    | 142           | 0.9330            | 0.9377         | 0.9353     | 0.9879           |
| 0.0105        | 6.0   | 576  | 0.0742          | 0.8812             | 0.9570          | 0.9175      | 93              | 0.9226                 | 0.8614              | 0.8910          | 166                 | 0.9720           | 0.9789        | 0.9754    | 142           | 0.9298            | 0.9252         | 0.9275     | 0.9860           |
| 0.0057        | 7.0   | 672  | 0.0728          | 0.9263             | 0.9462          | 0.9362      | 93              | 0.9337                 | 0.9337              | 0.9337          | 166                 | 0.9857           | 0.9718        | 0.9787    | 142           | 0.9501            | 0.9501         | 0.9501     | 0.9888           |
| 0.0047        | 8.0   | 768  | 0.0829          | 0.8273             | 0.9785          | 0.8966      | 93              | 0.94                   | 0.8494              | 0.8924          | 166                 | 0.9789           | 0.9789        | 0.9789    | 142           | 0.9229            | 0.9252         | 0.9240     | 0.9841           |
| 0.0054        | 9.0   | 864  | 0.0838          | 0.8667             | 0.9785          | 0.9192      | 93              | 0.9470                 | 0.8614              | 0.9022          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9395            | 0.9302         | 0.9348     | 0.9863           |
| 0.0034        | 10.0  | 960  | 0.0743          | 0.9091             | 0.9677          | 0.9375      | 93              | 0.8994                 | 0.9157              | 0.9075          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9291            | 0.9476         | 0.9383     | 0.9871           |
| 0.0034        | 11.0  | 1056 | 0.0750          | 0.9192             | 0.9785          | 0.9479      | 93              | 0.9096                 | 0.9096              | 0.9096          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9384            | 0.9501         | 0.9442     | 0.9874           |
| 0.0032        | 12.0  | 1152 | 0.0745          | 0.9082             | 0.9570          | 0.9319      | 93              | 0.9070                 | 0.9398              | 0.9231          | 166                 | 0.9856           | 0.9648        | 0.9751    | 142           | 0.9340            | 0.9526         | 0.9432     | 0.9879           |
| 0.003         | 13.0  | 1248 | 0.0792          | 0.9175             | 0.9570          | 0.9368      | 93              | 0.9509                 | 0.9337              | 0.9422          | 166                 | 0.9716           | 0.9648        | 0.9682    | 142           | 0.9501            | 0.9501         | 0.9501     | 0.9890           |
| 0.0027        | 14.0  | 1344 | 0.0748          | 0.9271             | 0.9570          | 0.9418      | 93              | 0.9444                 | 0.9217              | 0.9329          | 166                 | 0.9786           | 0.9648        | 0.9716    | 142           | 0.9523            | 0.9451         | 0.9487     | 0.9882           |
| 0.0025        | 15.0  | 1440 | 0.0770          | 0.9082             | 0.9570          | 0.9319      | 93              | 0.9281                 | 0.9337              | 0.9309          | 166                 | 0.9786           | 0.9648        | 0.9716    | 142           | 0.9407            | 0.9501         | 0.9454     | 0.9882           |
| 0.0034        | 16.0  | 1536 | 0.0877          | 0.8824             | 0.9677          | 0.9231      | 93              | 0.9484                 | 0.8855              | 0.9159          | 166                 | 0.9379           | 0.9577        | 0.9477    | 142           | 0.9279            | 0.9302         | 0.9290     | 0.9860           |
| 0.0026        | 17.0  | 1632 | 0.0913          | 0.9167             | 0.9462          | 0.9312      | 93              | 0.9264                 | 0.9096              | 0.9179          | 166                 | 0.9856           | 0.9648        | 0.9751    | 142           | 0.9447            | 0.9377         | 0.9412     | 0.9866           |
| 0.0036        | 18.0  | 1728 | 0.0982          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9325                 | 0.9157              | 0.9240          | 166                 | 0.9514           | 0.9648        | 0.9580    | 142           | 0.9381            | 0.9451         | 0.9416     | 0.9866           |
| 0.0048        | 19.0  | 1824 | 0.0963          | 0.9192             | 0.9785          | 0.9479      | 93              | 0.9673                 | 0.8916              | 0.9279          | 166                 | 0.9718           | 0.9718        | 0.9718    | 142           | 0.9569            | 0.9401         | 0.9484     | 0.9868           |
| 0.003         | 20.0  | 1920 | 0.0739          | 0.8585             | 0.9785          | 0.9146      | 93              | 0.9542                 | 0.8795              | 0.9154          | 166                 | 0.9720           | 0.9789        | 0.9754    | 142           | 0.9353            | 0.9377         | 0.9365     | 0.9885           |
| 0.0014        | 21.0  | 2016 | 0.0913          | 0.8571             | 0.9677          | 0.9091      | 93              | 0.9497                 | 0.9096              | 0.9292          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9358            | 0.9451         | 0.9404     | 0.9866           |
| 0.0013        | 22.0  | 2112 | 0.0791          | 0.9375             | 0.9677          | 0.9524      | 93              | 0.9695                 | 0.9578              | 0.9636          | 166                 | 0.9857           | 0.9718        | 0.9787    | 142           | 0.9675            | 0.9651         | 0.9663     | 0.9912           |
| 0.0028        | 23.0  | 2208 | 0.0864          | 0.9                | 0.9677          | 0.9326      | 93              | 0.9620                 | 0.9157              | 0.9383          | 166                 | 0.9856           | 0.9648        | 0.9751    | 142           | 0.9547            | 0.9451         | 0.9499     | 0.9882           |
| 0.0019        | 24.0  | 2304 | 0.0859          | 0.9271             | 0.9570          | 0.9418      | 93              | 0.9506                 | 0.9277              | 0.9390          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9574            | 0.9526         | 0.955      | 0.9898           |
| 0.0021        | 25.0  | 2400 | 0.0820          | 0.9551             | 0.9140          | 0.9341      | 93              | 0.9455                 | 0.9398              | 0.9426          | 166                 | 0.9718           | 0.9718        | 0.9718    | 142           | 0.9571            | 0.9451         | 0.9511     | 0.9888           |
| 0.0031        | 26.0  | 2496 | 0.1160          | 0.9184             | 0.9677          | 0.9424      | 93              | 0.9610                 | 0.8916              | 0.9250          | 166                 | 0.9784           | 0.9577        | 0.9680    | 142           | 0.9565            | 0.9327         | 0.9444     | 0.9852           |
| 0.0024        | 27.0  | 2592 | 0.0789          | 0.9167             | 0.9462          | 0.9312      | 93              | 0.9563                 | 0.9217              | 0.9387          | 166                 | 0.9583           | 0.9718        | 0.9650    | 142           | 0.9475            | 0.9451         | 0.9463     | 0.9885           |
| 0.003         | 28.0  | 2688 | 0.0781          | 0.9263             | 0.9462          | 0.9362      | 93              | 0.9571                 | 0.9398              | 0.9483          | 166                 | 0.9857           | 0.9718        | 0.9787    | 142           | 0.9598            | 0.9526         | 0.9562     | 0.9896           |
| 0.0024        | 29.0  | 2784 | 0.0830          | 0.9043             | 0.9140          | 0.9091      | 93              | 0.9518                 | 0.9518              | 0.9518          | 166                 | 0.9786           | 0.9648        | 0.9716    | 142           | 0.95              | 0.9476         | 0.9488     | 0.9893           |
| 0.0017        | 30.0  | 2880 | 0.1060          | 0.8713             | 0.9462          | 0.9072      | 93              | 0.9503                 | 0.9217              | 0.9358          | 166                 | 0.9857           | 0.9718        | 0.9787    | 142           | 0.9428            | 0.9451         | 0.9440     | 0.9868           |
| 0.0013        | 31.0  | 2976 | 0.0892          | 0.9271             | 0.9570          | 0.9418      | 93              | 0.9565                 | 0.9277              | 0.9419          | 166                 | 0.9648           | 0.9648        | 0.9648    | 142           | 0.9524            | 0.9476         | 0.95       | 0.9893           |
| 0.0013        | 32.0  | 3072 | 0.1206          | 0.8922             | 0.9785          | 0.9333      | 93              | 0.9610                 | 0.8916              | 0.9250          | 166                 | 0.9517           | 0.9718        | 0.9617    | 142           | 0.9401            | 0.9401         | 0.9401     | 0.9849           |
| 0.0029        | 33.0  | 3168 | 0.0824          | 0.9158             | 0.9355          | 0.9255      | 93              | 0.9515                 | 0.9458              | 0.9486          | 166                 | 0.9784           | 0.9577        | 0.9680    | 142           | 0.9524            | 0.9476         | 0.95       | 0.9901           |
| 0.0024        | 34.0  | 3264 | 0.0859          | 0.89               | 0.9570          | 0.9223      | 93              | 0.9571                 | 0.9398              | 0.9483          | 166                 | 0.9784           | 0.9577        | 0.9680    | 142           | 0.9478            | 0.9501         | 0.9489     | 0.9893           |
| 0.0008        | 35.0  | 3360 | 0.0747          | 0.9091             | 0.9677          | 0.9375      | 93              | 0.9634                 | 0.9518              | 0.9576          | 166                 | 0.9714           | 0.9577        | 0.9645    | 142           | 0.9529            | 0.9576         | 0.9552     | 0.9918           |
| 0.0007        | 36.0  | 3456 | 0.0777          | 0.9468             | 0.9570          | 0.9519      | 93              | 0.9755                 | 0.9578              | 0.9666          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9698            | 0.9626         | 0.9662     | 0.9920           |
| 0.0012        | 37.0  | 3552 | 0.0848          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9691                 | 0.9458              | 0.9573          | 166                 | 0.9856           | 0.9648        | 0.9751    | 142           | 0.9648            | 0.9576         | 0.9612     | 0.9909           |
| 0.0017        | 38.0  | 3648 | 0.0790          | 0.9375             | 0.9677          | 0.9524      | 93              | 0.9812                 | 0.9458              | 0.9632          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9723            | 0.9626         | 0.9674     | 0.9918           |
| 0.0014        | 39.0  | 3744 | 0.0866          | 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     | 0.9890           |
| 0.0011        | 40.0  | 3840 | 0.0883          | 0.9375             | 0.9677          | 0.9524      | 93              | 0.9560                 | 0.9157              | 0.9354          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9621            | 0.9501         | 0.9561     | 0.9901           |
| 0.0012        | 41.0  | 3936 | 0.0860          | 0.8835             | 0.9785          | 0.9286      | 93              | 0.9375                 | 0.9036              | 0.9202          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9381            | 0.9451         | 0.9416     | 0.9901           |
| 0.0009        | 42.0  | 4032 | 0.0790          | 0.9362             | 0.9462          | 0.9412      | 93              | 0.9630                 | 0.9398              | 0.9512          | 166                 | 0.9789           | 0.9789        | 0.9789    | 142           | 0.9623            | 0.9551         | 0.9587     | 0.9909           |
| 0.0008        | 43.0  | 4128 | 0.0831          | 0.9570             | 0.9570          | 0.9570      | 93              | 0.9176                 | 0.9398              | 0.9286          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9505            | 0.9576         | 0.9540     | 0.9904           |
| 0.0015        | 44.0  | 4224 | 0.0857          | 0.9271             | 0.9570          | 0.9418      | 93              | 0.9451                 | 0.9337              | 0.9394          | 166                 | 0.9786           | 0.9648        | 0.9716    | 142           | 0.9525            | 0.9501         | 0.9513     | 0.9904           |
| 0.0009        | 45.0  | 4320 | 0.0915          | 0.9167             | 0.9462          | 0.9312      | 93              | 0.9571                 | 0.9398              | 0.9483          | 166                 | 0.9857           | 0.9718        | 0.9787    | 142           | 0.9574            | 0.9526         | 0.955      | 0.9901           |
| 0.0009        | 46.0  | 4416 | 0.0775          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9571                 | 0.9398              | 0.9483          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9601            | 0.9601         | 0.9601     | 0.9915           |
| 0.0016        | 47.0  | 4512 | 0.0854          | 0.9368             | 0.9570          | 0.9468      | 93              | 0.9693                 | 0.9518              | 0.9605          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9674            | 0.9626         | 0.965      | 0.9912           |
| 0.001         | 48.0  | 4608 | 0.0885          | 0.9175             | 0.9570          | 0.9368      | 93              | 0.9691                 | 0.9458              | 0.9573          | 166                 | 0.9856           | 0.9648        | 0.9751    | 142           | 0.9623            | 0.9551         | 0.9587     | 0.9907           |
| 0.0021        | 49.0  | 4704 | 0.0764          | 0.9192             | 0.9785          | 0.9479      | 93              | 0.9506                 | 0.9277              | 0.9390          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9552            | 0.9576         | 0.9564     | 0.9907           |
| 0.0015        | 50.0  | 4800 | 0.0824          | 0.9474             | 0.9677          | 0.9574      | 93              | 0.9627                 | 0.9337              | 0.9480          | 166                 | 0.9789           | 0.9789        | 0.9789    | 142           | 0.9648            | 0.9576         | 0.9612     | 0.9907           |
| 0.0013        | 51.0  | 4896 | 0.0942          | 0.9091             | 0.9677          | 0.9375      | 93              | 0.9448                 | 0.9277              | 0.9362          | 166                 | 0.9857           | 0.9718        | 0.9787    | 142           | 0.9502            | 0.9526         | 0.9514     | 0.9885           |
| 0.0006        | 52.0  | 4992 | 0.0899          | 0.9184             | 0.9677          | 0.9424      | 93              | 0.9568                 | 0.9337              | 0.9451          | 166                 | 0.9857           | 0.9718        | 0.9787    | 142           | 0.9575            | 0.9551         | 0.9563     | 0.9901           |
| 0.0022        | 53.0  | 5088 | 0.0872          | 0.9167             | 0.9462          | 0.9312      | 93              | 0.9455                 | 0.9398              | 0.9426          | 166                 | 0.9857           | 0.9718        | 0.9787    | 142           | 0.9526            | 0.9526         | 0.9526     | 0.9890           |
| 0.0012        | 54.0  | 5184 | 0.0873          | 0.9271             | 0.9570          | 0.9418      | 93              | 0.9506                 | 0.9277              | 0.9390          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9574            | 0.9526         | 0.955      | 0.9896           |
| 0.0006        | 55.0  | 5280 | 0.0995          | 0.9175             | 0.9570          | 0.9368      | 93              | 0.9444                 | 0.9217              | 0.9329          | 166                 | 0.9784           | 0.9577        | 0.9680    | 142           | 0.9497            | 0.9426         | 0.9462     | 0.9885           |
| 0.0002        | 56.0  | 5376 | 0.0965          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9383                 | 0.9157              | 0.9268          | 166                 | 0.9720           | 0.9789        | 0.9754    | 142           | 0.9478            | 0.9501         | 0.9489     | 0.9893           |
| 0.0005        | 57.0  | 5472 | 0.1086          | 0.9082             | 0.9570          | 0.9319      | 93              | 0.9677                 | 0.9036              | 0.9346          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9569            | 0.9401         | 0.9484     | 0.9879           |
| 0.0003        | 58.0  | 5568 | 0.1007          | 0.9474             | 0.9677          | 0.9574      | 93              | 0.9444                 | 0.9217              | 0.9329          | 166                 | 0.9789           | 0.9789        | 0.9789    | 142           | 0.9574            | 0.9526         | 0.955      | 0.9893           |
| 0.0002        | 59.0  | 5664 | 0.0988          | 0.9474             | 0.9677          | 0.9574      | 93              | 0.9390                 | 0.9277              | 0.9333          | 166                 | 0.9720           | 0.9789        | 0.9754    | 142           | 0.9527            | 0.9551         | 0.9539     | 0.9893           |
| 0.0005        | 60.0  | 5760 | 0.0942          | 0.9362             | 0.9462          | 0.9412      | 93              | 0.9565                 | 0.9277              | 0.9419          | 166                 | 0.9720           | 0.9789        | 0.9754    | 142           | 0.9573            | 0.9501         | 0.9537     | 0.9904           |
| 0.0014        | 61.0  | 5856 | 0.1181          | 0.9175             | 0.9570          | 0.9368      | 93              | 0.9437                 | 0.9096              | 0.9264          | 166                 | 0.9718           | 0.9718        | 0.9718    | 142           | 0.9474            | 0.9426         | 0.9450     | 0.9877           |
| 0.0009        | 62.0  | 5952 | 0.0939          | 0.9375             | 0.9677          | 0.9524      | 93              | 0.9448                 | 0.9277              | 0.9362          | 166                 | 0.9789           | 0.9789        | 0.9789    | 142           | 0.9551            | 0.9551         | 0.9551     | 0.9904           |
| 0.0003        | 63.0  | 6048 | 0.0859          | 0.9375             | 0.9677          | 0.9524      | 93              | 0.9455                 | 0.9398              | 0.9426          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9577            | 0.9601         | 0.9589     | 0.9909           |
| 0.0008        | 64.0  | 6144 | 0.0942          | 0.9479             | 0.9785          | 0.9630      | 93              | 0.9448                 | 0.9277              | 0.9362          | 166                 | 0.9653           | 0.9789        | 0.9720    | 142           | 0.9529            | 0.9576         | 0.9552     | 0.9904           |
| 0.0005        | 65.0  | 6240 | 0.0939          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9387                 | 0.9217              | 0.9301          | 166                 | 0.9720           | 0.9789        | 0.9754    | 142           | 0.9479            | 0.9526         | 0.9502     | 0.9896           |
| 0.0002        | 66.0  | 6336 | 0.0949          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9387                 | 0.9217              | 0.9301          | 166                 | 0.9720           | 0.9789        | 0.9754    | 142           | 0.9479            | 0.9526         | 0.9502     | 0.9896           |
| 0.0003        | 67.0  | 6432 | 0.0882          | 0.9474             | 0.9677          | 0.9574      | 93              | 0.9333                 | 0.9277              | 0.9305          | 166                 | 0.9720           | 0.9789        | 0.9754    | 142           | 0.9504            | 0.9551         | 0.9527     | 0.9904           |
| 0.0013        | 68.0  | 6528 | 0.0922          | 0.9286             | 0.9785          | 0.9529      | 93              | 0.9444                 | 0.9217              | 0.9329          | 166                 | 0.9789           | 0.9789        | 0.9789    | 142           | 0.9527            | 0.9551         | 0.9539     | 0.9901           |
| 0.0004        | 69.0  | 6624 | 0.0925          | 0.9375             | 0.9677          | 0.9524      | 93              | 0.9455                 | 0.9398              | 0.9426          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9577            | 0.9601         | 0.9589     | 0.9904           |
| 0.0014        | 70.0  | 6720 | 0.0978          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9398                 | 0.9398              | 0.9398          | 166                 | 0.9858           | 0.9789        | 0.9823    | 142           | 0.9554            | 0.9626         | 0.9590     | 0.9898           |
| 0.0003        | 71.0  | 6816 | 0.0987          | 0.9375             | 0.9677          | 0.9524      | 93              | 0.9277                 | 0.9277              | 0.9277          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9479            | 0.9526         | 0.9502     | 0.9888           |
| 0.0002        | 72.0  | 6912 | 0.1066          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9448                 | 0.9277              | 0.9362          | 166                 | 0.9718           | 0.9718        | 0.9718    | 142           | 0.9527            | 0.9551         | 0.9539     | 0.9885           |
| 0.0002        | 73.0  | 7008 | 0.1091          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9390                 | 0.9277              | 0.9333          | 166                 | 0.9718           | 0.9718        | 0.9718    | 142           | 0.9504            | 0.9551         | 0.9527     | 0.9888           |
| 0.0002        | 74.0  | 7104 | 0.1119          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9325                 | 0.9157              | 0.9240          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9476            | 0.9476         | 0.9476     | 0.9879           |
| 0.0003        | 75.0  | 7200 | 0.1084          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9273                 | 0.9217              | 0.9245          | 166                 | 0.9789           | 0.9789        | 0.9789    | 142           | 0.9480            | 0.9551         | 0.9516     | 0.9893           |
| 0.0011        | 76.0  | 7296 | 0.1087          | 0.9375             | 0.9677          | 0.9524      | 93              | 0.9390                 | 0.9277              | 0.9333          | 166                 | 0.9789           | 0.9789        | 0.9789    | 142           | 0.9527            | 0.9551         | 0.9539     | 0.9890           |
| 0.0002        | 77.0  | 7392 | 0.1093          | 0.9375             | 0.9677          | 0.9524      | 93              | 0.9509                 | 0.9337              | 0.9422          | 166                 | 0.9789           | 0.9789        | 0.9789    | 142           | 0.9576            | 0.9576         | 0.9576     | 0.9893           |
| 0.0002        | 78.0  | 7488 | 0.1095          | 0.9375             | 0.9677          | 0.9524      | 93              | 0.9509                 | 0.9337              | 0.9422          | 166                 | 0.9789           | 0.9789        | 0.9789    | 142           | 0.9576            | 0.9576         | 0.9576     | 0.9893           |
| 0.0004        | 79.0  | 7584 | 0.1074          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9390                 | 0.9277              | 0.9333          | 166                 | 0.9789           | 0.9789        | 0.9789    | 142           | 0.9529            | 0.9576         | 0.9552     | 0.9893           |
| 0.0003        | 80.0  | 7680 | 0.1161          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9444                 | 0.9217              | 0.9329          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9525            | 0.9501         | 0.9513     | 0.9885           |
| 0.0002        | 81.0  | 7776 | 0.1176          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9448                 | 0.9277              | 0.9362          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9526            | 0.9526         | 0.9526     | 0.9888           |
| 0.0003        | 82.0  | 7872 | 0.1145          | 0.9375             | 0.9677          | 0.9524      | 93              | 0.9509                 | 0.9337              | 0.9422          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9575            | 0.9551         | 0.9563     | 0.9890           |
| 0.0002        | 83.0  | 7968 | 0.1036          | 0.9271             | 0.9570          | 0.9418      | 93              | 0.9408                 | 0.9578              | 0.9493          | 166                 | 0.9716           | 0.9648        | 0.9682    | 142           | 0.9483            | 0.9601         | 0.9542     | 0.9893           |
| 0.0004        | 84.0  | 8064 | 0.1039          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9461                 | 0.9518              | 0.9489          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9531            | 0.9626         | 0.9578     | 0.9896           |
| 0.0008        | 85.0  | 8160 | 0.1043          | 0.9278             | 0.9677          | 0.9474      | 93              | 0.9401                 | 0.9458              | 0.9429          | 166                 | 0.9716           | 0.9648        | 0.9682    | 142           | 0.9481            | 0.9576         | 0.9529     | 0.9890           |
| 0.0003        | 86.0  | 8256 | 0.1141          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9444                 | 0.9217              | 0.9329          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.955             | 0.9526         | 0.9538     | 0.9885           |
| 0.0002        | 87.0  | 8352 | 0.1169          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9568                 | 0.9337              | 0.9451          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.96              | 0.9576         | 0.9588     | 0.9890           |
| 0.0002        | 88.0  | 8448 | 0.1167          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9568                 | 0.9337              | 0.9451          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.96              | 0.9576         | 0.9588     | 0.9890           |
| 0.0002        | 89.0  | 8544 | 0.1165          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9568                 | 0.9337              | 0.9451          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.96              | 0.9576         | 0.9588     | 0.9890           |
| 0.0002        | 90.0  | 8640 | 0.1125          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9568                 | 0.9337              | 0.9451          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.96              | 0.9576         | 0.9588     | 0.9890           |
| 0.0001        | 91.0  | 8736 | 0.1115          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9568                 | 0.9337              | 0.9451          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.96              | 0.9576         | 0.9588     | 0.9890           |
| 0.0001        | 92.0  | 8832 | 0.1116          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9568                 | 0.9337              | 0.9451          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.96              | 0.9576         | 0.9588     | 0.9890           |
| 0.0001        | 93.0  | 8928 | 0.1115          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9568                 | 0.9337              | 0.9451          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.96              | 0.9576         | 0.9588     | 0.9890           |
| 0.0002        | 94.0  | 9024 | 0.1121          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9568                 | 0.9337              | 0.9451          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.96              | 0.9576         | 0.9588     | 0.9890           |
| 0.0002        | 95.0  | 9120 | 0.1112          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9509                 | 0.9337              | 0.9422          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9576            | 0.9576         | 0.9576     | 0.9893           |
| 0.0002        | 96.0  | 9216 | 0.1113          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9509                 | 0.9337              | 0.9422          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9576            | 0.9576         | 0.9576     | 0.9893           |
| 0.0001        | 97.0  | 9312 | 0.1112          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9509                 | 0.9337              | 0.9422          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9576            | 0.9576         | 0.9576     | 0.9893           |
| 0.0002        | 98.0  | 9408 | 0.1113          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9509                 | 0.9337              | 0.9422          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9576            | 0.9576         | 0.9576     | 0.9893           |
| 0.0002        | 99.0  | 9504 | 0.1114          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9509                 | 0.9337              | 0.9422          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9576            | 0.9576         | 0.9576     | 0.9893           |
| 0.0001        | 100.0 | 9600 | 0.1114          | 0.9381             | 0.9785          | 0.9579      | 93              | 0.9509                 | 0.9337              | 0.9422          | 166                 | 0.9787           | 0.9718        | 0.9753    | 142           | 0.9576            | 0.9576         | 0.9576     | 0.9893           |


### Framework versions

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