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---
license: apache-2.0
base_model: bert-base-multilingual-cased
tags:
- generated_from_trainer
model-index:
- name: run_20240702210535
  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. -->

# run_20240702210535

This model is a fine-tuned version of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3214
-   Precision: 0.6028
-   Recall: 0.6325
-   F1: 0.6173
-   Number: 237046
- Ageno Precision: 0.8230
- Ageno Recall: 0.8335
- Ageno F1: 0.8282
- Ageno Number: 8131
- Ank Account/bic Precision: 0.9559
- Ank Account/bic Recall: 0.9753
- Ank Account/bic F1: 0.9655
- Ank Account/bic Number: 50290
- Ank Account/iban Precision: 0.8894
- Ank Account/iban Recall: 0.9289
- Ank Account/iban F1: 0.9087
- Ank Account/iban Number: 84619
- Ank Account/bankinfo Precision: 0.7777
- Ank Account/bankinfo Recall: 0.8063
- Ank Account/bankinfo F1: 0.7917
- Ank Account/bankinfo Number: 36138
- Ank Account/currencycode Precision: 0.7507
- Ank Account/currencycode Recall: 0.3748
- Ank Account/currencycode F1: 0.5
- Ank Account/currencycode Number: 1374
- Ardnumber Precision: 0.3289
- Ardnumber Recall: 0.3175
- Ardnumber F1: 0.3231
- Ardnumber Number: 929
- Ardtype Precision: 0.5436
- Ardtype Recall: 0.5444
- Ardtype F1: 0.5440
- Ardtype Number: 3821
- Axamount Precision: 0.7977
- Axamount Recall: 0.7972
- Axamount F1: 0.7975
- Axamount Number: 5302
- Eservationnumber Precision: 0.4791
- Eservationnumber Recall: 0.5078
- Eservationnumber F1: 0.4930
- Eservationnumber Number: 2568
- Etamount Precision: 0.7795
- Etamount Recall: 0.7792
- Etamount F1: 0.7794
- Etamount Number: 6299
- Heckin Precision: 0.9099
- Heckin Recall: 0.9260
- Heckin F1: 0.9179
- Heckin Number: 17115
- Heckout Precision: 0.9203
- Heckout Recall: 0.9320
- Heckout F1: 0.9261
- Heckout Number: 17016
- Nvoicedate Precision: 0.9084
- Nvoicedate Recall: 0.9204
- Nvoicedate F1: 0.9144
- Nvoicedate Number: 14899
- Nvoicenumber Precision: 0.8595
- Nvoicenumber Recall: 0.8827
- Nvoicenumber F1: 0.8710
- Nvoicenumber Number: 14479
- Ocumenttype Precision: 0.7821
- Ocumenttype Recall: 0.8193
- Ocumenttype F1: 0.8003
- Ocumenttype Number: 13966
- Ompanyaddress Precision: 0.7657
- Ompanyaddress Recall: 0.7917
- Ompanyaddress F1: 0.7785
- Ompanyaddress Number: 15201
- Ompanycity Precision: 0.8504
- Ompanycity Recall: 0.8760
- Ompanycity F1: 0.8630
- Ompanycity Number: 14804
- Ompanycountry Precision: 0.8759
- Ompanycountry Recall: 0.8851
- Ompanycountry F1: 0.8805
- Ompanycountry Number: 9011
- Ompanyname Precision: 0.6986
- Ompanyname Recall: 0.7240
- Ompanyname F1: 0.7111
- Ompanyname Number: 15233
- Ompanyvatnumber Precision: 0.6079
- Ompanyvatnumber Recall: 0.6684
- Ompanyvatnumber F1: 0.6367
- Ompanyvatnumber Number: 3474
- Ompanyzipcode Precision: 0.9190
- Ompanyzipcode Recall: 0.9434
- Ompanyzipcode F1: 0.9310
- Ompanyzipcode Number: 14770
- Ookingnumber Precision: 0.4084
- Ookingnumber Recall: 0.3214
- Ookingnumber F1: 0.3597
- Ookingnumber Number: 2156
- Oomno Precision: 0.8351
- Oomno Recall: 0.8537
- Oomno F1: 0.8443
- Oomno Number: 17347
- Oteladdress Precision: 0.4710
- Oteladdress Recall: 0.5188
- Oteladdress F1: 0.4937
- Oteladdress Number: 14199
- Otelbankaccount Precision: 0.0
- Otelbankaccount Recall: 0.0
- Otelbankaccount F1: 0.0
- Otelbankaccount Number: 73
- Otelcity Precision: 0.6779
- Otelcity Recall: 0.7343
- Otelcity F1: 0.7050
- Otelcity Number: 13694
- Otelcountry Precision: 0.7598
- Otelcountry Recall: 0.7686
- Otelcountry F1: 0.7642
- Otelcountry Number: 3358
- Otelemail Precision: 0.8933
- Otelemail Recall: 0.9382
- Otelemail F1: 0.9152
- Otelemail Number: 10425
- Otelfaxnumber Precision: 0.8234
- Otelfaxnumber Recall: 0.8668
- Otelfaxnumber F1: 0.8446
- Otelfaxnumber Number: 7689
- Otelname Precision: 0.3599
- Otelname Recall: 0.3987
- Otelname F1: 0.3783
- Otelname Number: 14855
- Otelphonenumber Precision: 0.8023
- Otelphonenumber Recall: 0.8373
- Otelphonenumber F1: 0.8194
- Otelphonenumber Number: 11808
- Oteltaxcode Precision: 0.4169
- Oteltaxcode Recall: 0.4602
- Oteltaxcode F1: 0.4375
- Oteltaxcode Number: 2338
- Otelvatnumber Precision: 0.6870
- Otelvatnumber Recall: 0.7394
- Otelvatnumber F1: 0.7122
- Otelvatnumber Number: 9094
- Otelzipcode Precision: 0.7230
- Otelzipcode Recall: 0.7776
- Otelzipcode F1: 0.7493
- Otelzipcode Number: 13620
- Rafficdate Precision: 0.0
- Rafficdate Recall: 0.0
- Rafficdate F1: 0.0
- Rafficdate Number: 106
- Ravellername Precision: 0.5621
- Ravellername Recall: 0.5663
- Ravellername F1: 0.5642
- Ravellername Number: 17893
- Rewtype Precision: 0.0
- Rewtype Recall: 0.0
- Rewtype F1: 0.0
- Rewtype Number: 56
- Rossamount Precision: 0.7012
- Rossamount Recall: 0.7258
- Rossamount F1: 0.7133
- Rossamount Number: 12491
- Rrivaltrainno Precision: 0.1818
- Rrivaltrainno Recall: 0.0494
- Rrivaltrainno F1: 0.0777
- Rrivaltrainno Number: 81
- Urrencycode Precision: 0.5212
- Urrencycode Recall: 0.5927
- Urrencycode F1: 0.5547
- Urrencycode Number: 8510
- Xternalreservationnumber Precision: 0.3103
- Xternalreservationnumber Recall: 0.3205
- Xternalreservationnumber F1: 0.3153
- Xternalreservationnumber Number: 546
- Overall Precision: 0.7298
- Overall Recall: 0.7596
- Overall F1: 0.7444
- Overall Accuracy: 0.9298

## 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: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 8

### Training results

| Training Loss | Epoch | Step  | Validation Loss |   Precision |   Recall |   F1   |   Number | Ageno Precision | Ageno Recall | Ageno F1 | Ageno Number | Ank Account/bic Precision | Ank Account/bic Recall | Ank Account/bic F1 | Ank Account/bic Number | Ank Account/iban Precision | Ank Account/iban Recall | Ank Account/iban F1 | Ank Account/iban Number | Ank Account/bankinfo Precision | Ank Account/bankinfo Recall | Ank Account/bankinfo F1 | Ank Account/bankinfo Number | Ank Account/currencycode Precision | Ank Account/currencycode Recall | Ank Account/currencycode F1 | Ank Account/currencycode Number | Ardnumber Precision | Ardnumber Recall | Ardnumber F1 | Ardnumber Number | Ardtype Precision | Ardtype Recall | Ardtype F1 | Ardtype Number | Axamount Precision | Axamount Recall | Axamount F1 | Axamount Number | Eservationnumber Precision | Eservationnumber Recall | Eservationnumber F1 | Eservationnumber Number | Etamount Precision | Etamount Recall | Etamount F1 | Etamount Number | Heckin Precision | Heckin Recall | Heckin F1 | Heckin Number | Heckout Precision | Heckout Recall | Heckout F1 | Heckout Number | Nvoicedate Precision | Nvoicedate Recall | Nvoicedate F1 | Nvoicedate Number | Nvoicenumber Precision | Nvoicenumber Recall | Nvoicenumber F1 | Nvoicenumber Number | Ocumenttype Precision | Ocumenttype Recall | Ocumenttype F1 | Ocumenttype Number | Ompanyaddress Precision | Ompanyaddress Recall | Ompanyaddress F1 | Ompanyaddress Number | Ompanycity Precision | Ompanycity Recall | Ompanycity F1 | Ompanycity Number | Ompanycountry Precision | Ompanycountry Recall | Ompanycountry F1 | Ompanycountry Number | Ompanyname Precision | Ompanyname Recall | Ompanyname F1 | Ompanyname Number | Ompanyvatnumber Precision | Ompanyvatnumber Recall | Ompanyvatnumber F1 | Ompanyvatnumber Number | Ompanyzipcode Precision | Ompanyzipcode Recall | Ompanyzipcode F1 | Ompanyzipcode Number | Ookingnumber Precision | Ookingnumber Recall | Ookingnumber F1 | Ookingnumber Number | Oomno Precision | Oomno Recall | Oomno F1 | Oomno Number | Oteladdress Precision | Oteladdress Recall | Oteladdress F1 | Oteladdress Number | Otelbankaccount Precision | Otelbankaccount Recall | Otelbankaccount F1 | Otelbankaccount Number | Otelcity Precision | Otelcity Recall | Otelcity F1 | Otelcity Number | Otelcountry Precision | Otelcountry Recall | Otelcountry F1 | Otelcountry Number | Otelemail Precision | Otelemail Recall | Otelemail F1 | Otelemail Number | Otelfaxnumber Precision | Otelfaxnumber Recall | Otelfaxnumber F1 | Otelfaxnumber Number | Otelname Precision | Otelname Recall | Otelname F1 | Otelname Number | Otelphonenumber Precision | Otelphonenumber Recall | Otelphonenumber F1 | Otelphonenumber Number | Oteltaxcode Precision | Oteltaxcode Recall | Oteltaxcode F1 | Oteltaxcode Number | Otelvatnumber Precision | Otelvatnumber Recall | Otelvatnumber F1 | Otelvatnumber Number | Otelzipcode Precision | Otelzipcode Recall | Otelzipcode F1 | Otelzipcode Number | Rafficdate Precision | Rafficdate Recall | Rafficdate F1 | Rafficdate Number | Ravellername Precision | Ravellername Recall | Ravellername F1 | Ravellername Number | Rewtype Precision | Rewtype Recall | Rewtype F1 | Rewtype Number | Rossamount Precision | Rossamount Recall | Rossamount F1 | Rossamount Number | Rrivaltrainno Precision | Rrivaltrainno Recall | Rrivaltrainno F1 | Rrivaltrainno Number | Urrencycode Precision | Urrencycode Recall | Urrencycode F1 | Urrencycode Number | Xternalreservationnumber Precision | Xternalreservationnumber Recall | Xternalreservationnumber F1 | Xternalreservationnumber Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
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| 0.1284        | 1.0   | 9028  | 0.2249          | 0.6051      | 0.6381   | 0.6212 | 237046   | 0.8298          | 0.8486       | 0.8391   | 8131         | 0.9500                    | 0.9829                 | 0.9661             | 50290                  | 0.8675                     | 0.9672                  | 0.9147              | 84619                   | 0.7426                         | 0.8671                      | 0.8000                  | 36138                       | 0.7634                             | 0.2278                          | 0.3509                      | 1374                            | 0.4002              | 0.4273           | 0.4133       | 929              | 0.4746            | 0.6053         | 0.5320     | 3821           | 0.7542             | 0.7993          | 0.7761      | 5302            | 0.5823                     | 0.5234                  | 0.5513              | 2568                    | 0.7222             | 0.7484          | 0.7351      | 6299            | 0.8997           | 0.9417        | 0.9202    | 17115         | 0.8939            | 0.9516         | 0.9219     | 17016          | 0.9084               | 0.9411            | 0.9245        | 14899             | 0.8265                 | 0.9056              | 0.8643          | 14479               | 0.7735                | 0.8466             | 0.8084         | 13966              | 0.7846                  | 0.8053               | 0.7949           | 15201                | 0.8367               | 0.8781            | 0.8569        | 14804             | 0.8513                  | 0.8905               | 0.8704           | 9011                 | 0.7246               | 0.7488            | 0.7365        | 15233             | 0.5700                    | 0.7029                 | 0.6295             | 3474                   | 0.9078                  | 0.9416               | 0.9244           | 14770                | 0.4890                 | 0.2880              | 0.3625          | 2156                | 0.8005          | 0.8676       | 0.8327   | 17347        | 0.5074                | 0.5322             | 0.5195         | 14199              | 0.0                       | 0.0                    | 0.0                | 73                     | 0.6766             | 0.7324          | 0.7034      | 13694           | 0.7753                | 0.7335             | 0.7538         | 3358               | 0.8659              | 0.9431           | 0.9028       | 10425            | 0.8095                  | 0.8758               | 0.8413           | 7689                 | 0.3709             | 0.3988          | 0.3843      | 14855           | 0.8148                    | 0.8661                 | 0.8397             | 11808                  | 0.4123                | 0.4808             | 0.4439         | 2338               | 0.6639                  | 0.7497               | 0.7042           | 9094                 | 0.7285                | 0.7670             | 0.7473         | 13620              | 0.0                  | 0.0               | 0.0           | 106               | 0.5650                 | 0.5714              | 0.5682          | 17893               | 0.0               | 0.0            | 0.0        | 56             | 0.6678               | 0.7477            | 0.7055        | 12491             | 0.0                     | 0.0                  | 0.0              | 81                   | 0.5382                | 0.5533             | 0.5457         | 8510               | 0.2434                             | 0.3370                          | 0.2826                      | 546                             | 0.7255            | 0.7735         | 0.7487     | 0.9302           |
| 0.0949        | 2.0   | 18056 | 0.2538          | 0.6162      | 0.6452   | 0.6303 | 237046   | 0.8405          | 0.8458       | 0.8431   | 8131         | 0.9490                    | 0.9812                 | 0.9649             | 50290                  | 0.8735                     | 0.9649                  | 0.9170              | 84619                   | 0.7396                         | 0.8769                      | 0.8024                  | 36138                       | 0.6905                             | 0.3719                          | 0.4834                      | 1374                            | 0.4151              | 0.3897           | 0.4020       | 929              | 0.5313            | 0.5258         | 0.5285     | 3821           | 0.8081             | 0.7988          | 0.8034      | 5302            | 0.5410                     | 0.5191                  | 0.5298              | 2568                    | 0.7758             | 0.7496          | 0.7625      | 6299            | 0.8919           | 0.9457        | 0.9180    | 17115         | 0.9044            | 0.9463         | 0.9249     | 17016          | 0.9129               | 0.9350            | 0.9238        | 14899             | 0.8430                 | 0.8905              | 0.8661          | 14479               | 0.7821                | 0.8443             | 0.8120         | 13966              | 0.7772                  | 0.8112               | 0.7938           | 15201                | 0.8387               | 0.8730            | 0.8555        | 14804             | 0.8723                  | 0.8940               | 0.8830           | 9011                 | 0.7337               | 0.7492            | 0.7414        | 15233             | 0.5927                    | 0.7637                 | 0.6674             | 3474                   | 0.9079                  | 0.9436               | 0.9254           | 14770                | 0.4455                 | 0.3827              | 0.4117          | 2156                | 0.8238          | 0.8998       | 0.8601   | 17347        | 0.5073                | 0.5811             | 0.5417         | 14199              | 0.0                       | 0.0                    | 0.0                | 73                     | 0.6748             | 0.7625          | 0.7159      | 13694           | 0.7798                | 0.7719             | 0.7758         | 3358               | 0.8900              | 0.9372           | 0.9130       | 10425            | 0.8245                  | 0.8796               | 0.8511           | 7689                 | 0.3752             | 0.4187          | 0.3958      | 14855           | 0.8101                    | 0.8608                 | 0.8347             | 11808                  | 0.3970                | 0.3867             | 0.3918         | 2338               | 0.6857                  | 0.7671               | 0.7241           | 9094                 | 0.7172                | 0.8081             | 0.7600         | 13620              | 0.0                  | 0.0               | 0.0           | 106               | 0.5803                 | 0.6002              | 0.5901          | 17893               | 0.0               | 0.0            | 0.0        | 56             | 0.6878               | 0.7319            | 0.7091        | 12491             | 0.0                     | 0.0                  | 0.0              | 81                   | 0.5058                | 0.6246             | 0.5589         | 8510               | 0.2834                             | 0.2601                          | 0.2713                      | 546                             | 0.7320            | 0.7803         | 0.7554     | 0.9309           |
| 0.0782        | 3.0   | 27084 | 0.2606          | 0.6117      | 0.6390   | 0.6250 | 237046   | 0.8184          | 0.8262       | 0.8223   | 8131         | 0.9502                    | 0.9816                 | 0.9657             | 50290                  | 0.8877                     | 0.9201                  | 0.9036              | 84619                   | 0.7477                         | 0.8500                      | 0.7955                  | 36138                       | 0.5903                             | 0.3282                          | 0.4219                      | 1374                            | 0.3621              | 0.4241           | 0.3907       | 929              | 0.5362            | 0.5972         | 0.5651     | 3821           | 0.8191             | 0.8059          | 0.8124      | 5302            | 0.4764                     | 0.5350                  | 0.5040              | 2568                    | 0.7917             | 0.7520          | 0.7714      | 6299            | 0.9026           | 0.9322        | 0.9172    | 17115         | 0.9173            | 0.9306         | 0.9239     | 17016          | 0.9072               | 0.9280            | 0.9175        | 14899             | 0.8581                 | 0.8802              | 0.8690          | 14479               | 0.7958                | 0.8043             | 0.8000         | 13966              | 0.7862                  | 0.8067               | 0.7963           | 15201                | 0.8454               | 0.8715            | 0.8583        | 14804             | 0.8700                  | 0.8935               | 0.8816           | 9011                 | 0.7315               | 0.7457            | 0.7385        | 15233             | 0.6142                    | 0.7260                 | 0.6654             | 3474                   | 0.9243                  | 0.9458               | 0.9349           | 14770                | 0.4591                 | 0.3200              | 0.3772          | 2156                | 0.8301          | 0.8991       | 0.8632   | 17347        | 0.5019                | 0.5571             | 0.5281         | 14199              | 0.0                       | 0.0                    | 0.0                | 73                     | 0.6794             | 0.7505          | 0.7132      | 13694           | 0.7549                | 0.7731             | 0.7639         | 3358               | 0.8898              | 0.9406           | 0.9145       | 10425            | 0.8262                  | 0.8744               | 0.8496           | 7689                 | 0.3755             | 0.4342          | 0.4027      | 14855           | 0.8130                    | 0.8565                 | 0.8342             | 11808                  | 0.4039                | 0.4880             | 0.4420         | 2338               | 0.6806                  | 0.7690               | 0.7221           | 9094                 | 0.7218                | 0.7937             | 0.7560         | 13620              | 0.0                  | 0.0               | 0.0           | 106               | 0.5664                 | 0.5833              | 0.5747          | 17893               | 0.0               | 0.0            | 0.0        | 56             | 0.7069               | 0.7203            | 0.7135        | 12491             | 0.0                     | 0.0                  | 0.0              | 81                   | 0.5185                | 0.6040             | 0.5580         | 8510               | 0.2916                             | 0.2985                          | 0.2950                      | 546                             | 0.7324            | 0.7688         | 0.7501     | 0.9298           |
| 0.0694        | 4.0   | 36112 | 0.2742          | 0.6140      | 0.6404   | 0.6269 | 237046   | 0.8279          | 0.8427       | 0.8353   | 8131         | 0.9584                    | 0.9779                 | 0.9681             | 50290                  | 0.8788                     | 0.9550                  | 0.9153              | 84619                   | 0.7570                         | 0.8489                      | 0.8003                  | 36138                       | 0.6154                             | 0.3726                          | 0.4642                      | 1374                            | 0.3753              | 0.3079           | 0.3383       | 929              | 0.5500            | 0.5472         | 0.5486     | 3821           | 0.8143             | 0.8046          | 0.8094      | 5302            | 0.4958                     | 0.5502                  | 0.5216              | 2568                    | 0.7635             | 0.7820          | 0.7726      | 6299            | 0.8950           | 0.9375        | 0.9158    | 17115         | 0.9195            | 0.9421         | 0.9307     | 17016          | 0.9184               | 0.9130            | 0.9157        | 14899             | 0.8473                 | 0.8920              | 0.8691          | 14479               | 0.7910                | 0.8237             | 0.8070         | 13966              | 0.7911                  | 0.8068               | 0.7989           | 15201                | 0.8482               | 0.8748            | 0.8613        | 14804             | 0.8821                  | 0.8880               | 0.8850           | 9011                 | 0.7338               | 0.7524            | 0.7430        | 15233             | 0.6135                    | 0.7268                 | 0.6653             | 3474                   | 0.9229                  | 0.9471               | 0.9348           | 14770                | 0.4395                 | 0.3353              | 0.3804          | 2156                | 0.8377          | 0.8575       | 0.8475   | 17347        | 0.5023                | 0.5608             | 0.5299         | 14199              | 0.0                       | 0.0                    | 0.0                | 73                     | 0.6818             | 0.7411          | 0.7102      | 13694           | 0.7758                | 0.7624             | 0.7690         | 3358               | 0.8859              | 0.9463           | 0.9151       | 10425            | 0.8254                  | 0.8763               | 0.8501           | 7689                 | 0.3629             | 0.4012          | 0.3811      | 14855           | 0.8099                    | 0.8589                 | 0.8337             | 11808                  | 0.4079                | 0.4179             | 0.4128         | 2338               | 0.6814                  | 0.7562               | 0.7168           | 9094                 | 0.7155                | 0.7878             | 0.7499         | 13620              | 0.0                  | 0.0               | 0.0           | 106               | 0.5795                 | 0.5858              | 0.5826          | 17893               | 0.0               | 0.0            | 0.0        | 56             | 0.7074               | 0.7414            | 0.7240        | 12491             | 0.1667                  | 0.0123               | 0.0230           | 81                   | 0.5150                | 0.6221             | 0.5635         | 8510               | 0.3077                             | 0.1832                          | 0.2296                      | 546                             | 0.7348            | 0.7723         | 0.7531     | 0.9304           |
| 0.0611        | 5.0   | 45140 | 0.2882          | 0.6023      | 0.6380   | 0.6197 | 237046   | 0.8333          | 0.8466       | 0.8399   | 8131         | 0.9550                    | 0.9796                 | 0.9671             | 50290                  | 0.8793                     | 0.9514                  | 0.9139              | 84619                   | 0.7702                         | 0.8053                      | 0.7873                  | 36138                       | 0.6968                             | 0.3362                          | 0.4536                      | 1374                            | 0.3502              | 0.3423           | 0.3462       | 929              | 0.5616            | 0.5357         | 0.5484     | 3821           | 0.7968             | 0.8084          | 0.8025      | 5302            | 0.4867                     | 0.5257                  | 0.5054              | 2568                    | 0.7753             | 0.7809          | 0.7781      | 6299            | 0.8936           | 0.9431        | 0.9177    | 17115         | 0.9145            | 0.9476         | 0.9307     | 17016          | 0.9093               | 0.9276            | 0.9184        | 14899             | 0.8563                 | 0.8794              | 0.8677          | 14479               | 0.7865                | 0.8224             | 0.8041         | 13966              | 0.7796                  | 0.8055               | 0.7924           | 15201                | 0.8437               | 0.8769            | 0.8600        | 14804             | 0.8774                  | 0.8936               | 0.8854           | 9011                 | 0.7129               | 0.7315            | 0.7221        | 15233             | 0.6146                    | 0.6894                 | 0.6498             | 3474                   | 0.9177                  | 0.9469               | 0.9320           | 14770                | 0.4048                 | 0.3905              | 0.3975          | 2156                | 0.8147          | 0.8874       | 0.8495   | 17347        | 0.4697                | 0.5330             | 0.4993         | 14199              | 0.0167                    | 0.0137                 | 0.0150             | 73                     | 0.6612             | 0.7259          | 0.6921      | 13694           | 0.7438                | 0.7832             | 0.7630         | 3358               | 0.8861              | 0.9432           | 0.9138       | 10425            | 0.8241                  | 0.8813               | 0.8517           | 7689                 | 0.3579             | 0.3929          | 0.3746      | 14855           | 0.8134                    | 0.8595                 | 0.8358             | 11808                  | 0.4019                | 0.3888             | 0.3952         | 2338               | 0.6700                  | 0.7726               | 0.7176           | 9094                 | 0.7078                | 0.7703             | 0.7377         | 13620              | 0.0                  | 0.0               | 0.0           | 106               | 0.5627                 | 0.5884              | 0.5752          | 17893               | 0.0               | 0.0            | 0.0        | 56             | 0.6969               | 0.7388            | 0.7172        | 12491             | 0.0833                  | 0.0123               | 0.0215           | 81                   | 0.5232                | 0.5875             | 0.5535         | 8510               | 0.3384                             | 0.2033                          | 0.2540                      | 546                             | 0.7275            | 0.7683         | 0.7473     | 0.9289           |
| 0.0553        | 6.0   | 54168 | 0.3093          | 0.6089      | 0.6331   | 0.6207 | 237046   | 0.8358          | 0.8460       | 0.8409   | 8131         | 0.9535                    | 0.9790                 | 0.9660             | 50290                  | 0.8810                     | 0.9473                  | 0.9130              | 84619                   | 0.7619                         | 0.8295                      | 0.7942                  | 36138                       | 0.7952                             | 0.3588                          | 0.4945                      | 1374                            | 0.3539              | 0.3574           | 0.3557       | 929              | 0.5173            | 0.5708         | 0.5427     | 3821           | 0.7957             | 0.8005          | 0.7980      | 5302            | 0.4793                     | 0.5549                  | 0.5143              | 2568                    | 0.7789             | 0.7742          | 0.7766      | 6299            | 0.9099           | 0.9173        | 0.9136    | 17115         | 0.9204            | 0.9266         | 0.9235     | 17016          | 0.9095               | 0.9170            | 0.9132        | 14899             | 0.8601                 | 0.8832              | 0.8715          | 14479               | 0.7790                | 0.8266             | 0.8021         | 13966              | 0.7831                  | 0.8054               | 0.7941           | 15201                | 0.8500               | 0.8801            | 0.8648        | 14804             | 0.8702                  | 0.8956               | 0.8827           | 9011                 | 0.7089               | 0.7308            | 0.7197        | 15233             | 0.6191                    | 0.6635                 | 0.6405             | 3474                   | 0.9154                  | 0.9443               | 0.9296           | 14770                | 0.3951                 | 0.3660              | 0.3800          | 2156                | 0.8354          | 0.8543       | 0.8447   | 17347        | 0.4847                | 0.5319             | 0.5072         | 14199              | 0.0                       | 0.0                    | 0.0                | 73                     | 0.6816             | 0.7360          | 0.7078      | 13694           | 0.7452                | 0.7707             | 0.7577         | 3358               | 0.8872              | 0.9373           | 0.9116       | 10425            | 0.8264                  | 0.8736               | 0.8493           | 7689                 | 0.3592             | 0.3978          | 0.3775      | 14855           | 0.8103                    | 0.8536                 | 0.8314             | 11808                  | 0.4039                | 0.4196             | 0.4116         | 2338               | 0.6838                  | 0.7559               | 0.7181           | 9094                 | 0.7153                | 0.7747             | 0.7438         | 13620              | 0.0                  | 0.0               | 0.0           | 106               | 0.5742                 | 0.5826              | 0.5784          | 17893               | 0.0               | 0.0            | 0.0        | 56             | 0.7049               | 0.7295            | 0.7170        | 12491             | 0.125                   | 0.0247               | 0.0412           | 81                   | 0.5273                | 0.5794             | 0.5522         | 8510               | 0.3026                             | 0.3187                          | 0.3104                      | 546                             | 0.7317            | 0.7651         | 0.7480     | 0.9291           |
| 0.0479        | 7.0   | 63196 | 0.3174          | 0.6063      | 0.6329   | 0.6193 | 237046   | 0.8272          | 0.8409       | 0.8340   | 8131         | 0.9548                    | 0.9760                 | 0.9652             | 50290                  | 0.8877                     | 0.9305                  | 0.9086              | 84619                   | 0.7774                         | 0.8091                      | 0.7929                  | 36138                       | 0.7544                             | 0.3755                          | 0.5015                      | 1374                            | 0.3398              | 0.3402           | 0.3400       | 929              | 0.5445            | 0.5391         | 0.5418     | 3821           | 0.7955             | 0.7954          | 0.7954      | 5302            | 0.4725                     | 0.5315                  | 0.5003              | 2568                    | 0.7750             | 0.7741          | 0.7745      | 6299            | 0.9077           | 0.9259        | 0.9167    | 17115         | 0.9165            | 0.9339         | 0.9252     | 17016          | 0.9098               | 0.9213            | 0.9155        | 14899             | 0.8606                 | 0.8861              | 0.8732          | 14479               | 0.7805                | 0.8167             | 0.7982         | 13966              | 0.7704                  | 0.7950               | 0.7825           | 15201                | 0.8509               | 0.8750            | 0.8628        | 14804             | 0.8754                  | 0.8853               | 0.8803           | 9011                 | 0.7043               | 0.7325            | 0.7181        | 15233             | 0.6016                    | 0.6364                 | 0.6185             | 3474                   | 0.9171                  | 0.9425               | 0.9296           | 14770                | 0.4277                 | 0.2964              | 0.3501          | 2156                | 0.8348          | 0.8539       | 0.8442   | 17347        | 0.4832                | 0.5269             | 0.5041         | 14199              | 0.0                       | 0.0                    | 0.0                | 73                     | 0.6770             | 0.7370          | 0.7057      | 13694           | 0.7586                | 0.7647             | 0.7617         | 3358               | 0.8926              | 0.9375           | 0.9145       | 10425            | 0.8242                  | 0.8684               | 0.8457           | 7689                 | 0.3697             | 0.3917          | 0.3803      | 14855           | 0.8084                    | 0.8468                 | 0.8271             | 11808                  | 0.4032                | 0.4927             | 0.4435         | 2338               | 0.6847                  | 0.7479               | 0.7149           | 9094                 | 0.7230                | 0.7801             | 0.7505         | 13620              | 0.0                  | 0.0               | 0.0           | 106               | 0.5682                 | 0.5708              | 0.5695          | 17893               | 0.0               | 0.0            | 0.0        | 56             | 0.6910               | 0.7284            | 0.7092        | 12491             | 0.1667                  | 0.0370               | 0.0606           | 81                   | 0.5161                | 0.5920             | 0.5514         | 8510               | 0.2874                             | 0.2747                          | 0.2809                      | 546                             | 0.7316            | 0.7609         | 0.7460     | 0.9297           |
| 0.0436        | 8.0   | 72224 | 0.3214          | 0.6028      | 0.6325   | 0.6173 | 237046   | 0.8230          | 0.8335       | 0.8282   | 8131         | 0.9559                    | 0.9753                 | 0.9655             | 50290                  | 0.8894                     | 0.9289                  | 0.9087              | 84619                   | 0.7777                         | 0.8063                      | 0.7917                  | 36138                       | 0.7507                             | 0.3748                          | 0.5                         | 1374                            | 0.3289              | 0.3175           | 0.3231       | 929              | 0.5436            | 0.5444         | 0.5440     | 3821           | 0.7977             | 0.7972          | 0.7975      | 5302            | 0.4791                     | 0.5078                  | 0.4930              | 2568                    | 0.7795             | 0.7792          | 0.7794      | 6299            | 0.9099           | 0.9260        | 0.9179    | 17115         | 0.9203            | 0.9320         | 0.9261     | 17016          | 0.9084               | 0.9204            | 0.9144        | 14899             | 0.8595                 | 0.8827              | 0.8710          | 14479               | 0.7821                | 0.8193             | 0.8003         | 13966              | 0.7657                  | 0.7917               | 0.7785           | 15201                | 0.8504               | 0.8760            | 0.8630        | 14804             | 0.8759                  | 0.8851               | 0.8805           | 9011                 | 0.6986               | 0.7240            | 0.7111        | 15233             | 0.6079                    | 0.6684                 | 0.6367             | 3474                   | 0.9190                  | 0.9434               | 0.9310           | 14770                | 0.4084                 | 0.3214              | 0.3597          | 2156                | 0.8351          | 0.8537       | 0.8443   | 17347        | 0.4710                | 0.5188             | 0.4937         | 14199              | 0.0                       | 0.0                    | 0.0                | 73                     | 0.6779             | 0.7343          | 0.7050      | 13694           | 0.7598                | 0.7686             | 0.7642         | 3358               | 0.8933              | 0.9382           | 0.9152       | 10425            | 0.8234                  | 0.8668               | 0.8446           | 7689                 | 0.3599             | 0.3987          | 0.3783      | 14855           | 0.8023                    | 0.8373                 | 0.8194             | 11808                  | 0.4169                | 0.4602             | 0.4375         | 2338               | 0.6870                  | 0.7394               | 0.7122           | 9094                 | 0.7230                | 0.7776             | 0.7493         | 13620              | 0.0                  | 0.0               | 0.0           | 106               | 0.5621                 | 0.5663              | 0.5642          | 17893               | 0.0               | 0.0            | 0.0        | 56             | 0.7012               | 0.7258            | 0.7133        | 12491             | 0.1818                  | 0.0494               | 0.0777           | 81                   | 0.5212                | 0.5927             | 0.5547         | 8510               | 0.3103                             | 0.3205                          | 0.3153                      | 546                             | 0.7298            | 0.7596         | 0.7444     | 0.9298           |


### Framework versions

- Transformers 4.40.2
- Pytorch 2.3.1+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1