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# lmv2-g-w2-300-doc-09-08

This model is a fine-tuned version of [microsoft/layoutlmv2-base-uncased](https://huggingface.co/microsoft/layoutlmv2-base-uncased) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0262
- Control Number Precision: 1.0
- Control Number Recall: 1.0
- Control Number F1: 1.0
- Control Number Number: 17
- Ein Precision: 1.0
- Ein Recall: 0.9833
- Ein F1: 0.9916
- Ein Number: 60
- Employee’s Address Precision: 0.9667
- Employee’s Address Recall: 0.9831
- Employee’s Address F1: 0.9748
- Employee’s Address Number: 59
- Employee’s Name Precision: 0.9833
- Employee’s Name Recall: 1.0
- Employee’s Name F1: 0.9916
- Employee’s Name Number: 59
- Employee’s Ssn Precision: 0.9836
- Employee’s Ssn Recall: 1.0
- Employee’s Ssn F1: 0.9917
- Employee’s Ssn Number: 60
- Employer’s Address Precision: 0.9833
- Employer’s Address Recall: 0.9672
- Employer’s Address F1: 0.9752
- Employer’s Address Number: 61
- Employer’s Name Precision: 0.9833
- Employer’s Name Recall: 0.9833
- Employer’s Name F1: 0.9833
- Employer’s Name Number: 60
- Federal Income Tax Withheld Precision: 1.0
- Federal Income Tax Withheld Recall: 1.0
- Federal Income Tax Withheld F1: 1.0
- Federal Income Tax Withheld Number: 60
- Medicare Tax Withheld Precision: 1.0
- Medicare Tax Withheld Recall: 1.0
- Medicare Tax Withheld F1: 1.0
- Medicare Tax Withheld Number: 60
- Medicare Wages Tips Precision: 1.0
- Medicare Wages Tips Recall: 1.0
- Medicare Wages Tips F1: 1.0
- Medicare Wages Tips Number: 60
- Social Security Tax Withheld Precision: 1.0
- Social Security Tax Withheld Recall: 0.9836
- Social Security Tax Withheld F1: 0.9917
- Social Security Tax Withheld Number: 61
- Social Security Wages Precision: 0.9833
- Social Security Wages Recall: 1.0
- Social Security Wages F1: 0.9916
- Social Security Wages Number: 59
- Wages Tips Precision: 1.0
- Wages Tips Recall: 0.9836
- Wages Tips F1: 0.9917
- Wages Tips Number: 61
- Overall Precision: 0.9905
- Overall Recall: 0.9905
- Overall F1: 0.9905
- Overall Accuracy: 0.9973

## 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: 4e-05
- train_batch_size: 1
- eval_batch_size: 1
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: constant
- num_epochs: 30

### Training results

| Training Loss | Epoch | Step | Validation Loss | Control Number Precision | Control Number Recall | Control Number F1 | Control Number Number | Ein Precision | Ein Recall | Ein F1 | Ein Number | Employee’s Address Precision | Employee’s Address Recall | Employee’s Address F1 | Employee’s Address Number | Employee’s Name Precision | Employee’s Name Recall | Employee’s Name F1 | Employee’s Name Number | Employee’s Ssn Precision | Employee’s Ssn Recall | Employee’s Ssn F1 | Employee’s Ssn Number | Employer’s Address Precision | Employer’s Address Recall | Employer’s Address F1 | Employer’s Address Number | Employer’s Name Precision | Employer’s Name Recall | Employer’s Name F1 | Employer’s Name Number | Federal Income Tax Withheld Precision | Federal Income Tax Withheld Recall | Federal Income Tax Withheld F1 | Federal Income Tax Withheld Number | Medicare Tax Withheld Precision | Medicare Tax Withheld Recall | Medicare Tax Withheld F1 | Medicare Tax Withheld Number | Medicare Wages Tips Precision | Medicare Wages Tips Recall | Medicare Wages Tips F1 | Medicare Wages Tips Number | Social Security Tax Withheld Precision | Social Security Tax Withheld Recall | Social Security Tax Withheld F1 | Social Security Tax Withheld Number | Social Security Wages Precision | Social Security Wages Recall | Social Security Wages F1 | Social Security Wages Number | Wages Tips Precision | Wages Tips Recall | Wages Tips F1 | Wages Tips Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:------------------------:|:---------------------:|:-----------------:|:---------------------:|:-------------:|:----------:|:------:|:----------:|:----------------------------:|:-------------------------:|:---------------------:|:-------------------------:|:-------------------------:|:----------------------:|:------------------:|:----------------------:|:------------------------:|:---------------------:|:-----------------:|:---------------------:|:----------------------------:|:-------------------------:|:---------------------:|:-------------------------:|:-------------------------:|:----------------------:|:------------------:|:----------------------:|:-------------------------------------:|:----------------------------------:|:------------------------------:|:----------------------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:----------------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:--------------------------:|:--------------------------------------:|:-----------------------------------:|:-------------------------------:|:-----------------------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:----------------------------:|:--------------------:|:-----------------:|:-------------:|:-----------------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 1.7717        | 1.0   | 240  | 0.9856          | 0.0                      | 0.0                   | 0.0               | 17                    | 0.9206        | 0.9667     | 0.9431 | 60         | 0.6824                       | 0.9831                    | 0.8056                | 59                        | 0.2333                    | 0.5932                 | 0.3349             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.7609                       | 0.5738                    | 0.6542                | 61                        | 0.3654                    | 0.3167                 | 0.3393             | 60                     | 0.0                                   | 0.0                                | 0.0                            | 60                                 | 0.8194                          | 0.9833                       | 0.8939                   | 60                           | 0.6064                        | 0.95                       | 0.7403                 | 60                         | 0.5050                                 | 0.8361                              | 0.6296                          | 61                                  | 0.0                             | 0.0                          | 0.0                      | 59                           | 0.5859               | 0.9508            | 0.725         | 61                | 0.5954            | 0.6649         | 0.6282     | 0.9558           |
| 0.5578        | 2.0   | 480  | 0.2957          | 0.8462                   | 0.6471                | 0.7333            | 17                    | 0.9831        | 0.9667     | 0.9748 | 60         | 0.9048                       | 0.9661                    | 0.9344                | 59                        | 0.8358                    | 0.9492                 | 0.8889             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.8125                       | 0.8525                    | 0.8320                | 61                        | 0.8462                    | 0.9167                 | 0.8800             | 60                     | 0.9672                                | 0.9833                             | 0.9752                         | 60                                 | 0.9524                          | 1.0                          | 0.9756                   | 60                           | 0.9194                        | 0.95                       | 0.9344                 | 60                         | 0.9833                                 | 0.9672                              | 0.9752                          | 61                                  | 0.9508                          | 0.9831                       | 0.9667                   | 59                           | 0.9516               | 0.9672            | 0.9593        | 61                | 0.9212            | 0.9512         | 0.9359     | 0.9891           |
| 0.223         | 3.0   | 720  | 0.1626          | 0.5                      | 0.6471                | 0.5641            | 17                    | 0.9667        | 0.9667     | 0.9667 | 60         | 0.9355                       | 0.9831                    | 0.9587                | 59                        | 0.9672                    | 1.0                    | 0.9833             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.8769                       | 0.9344                    | 0.9048                | 61                        | 0.9508                    | 0.9667                 | 0.9587             | 60                     | 0.9833                                | 0.9833                             | 0.9833                         | 60                                 | 0.9836                          | 1.0                          | 0.9917                   | 60                           | 0.8769                        | 0.95                       | 0.912                  | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9355                          | 0.9831                       | 0.9587                   | 59                           | 0.9516               | 0.9672            | 0.9593        | 61                | 0.9370            | 0.9688         | 0.9526     | 0.9923           |
| 0.1305        | 4.0   | 960  | 0.1025          | 0.9444                   | 1.0                   | 0.9714            | 17                    | 0.9831        | 0.9667     | 0.9748 | 60         | 0.9194                       | 0.9661                    | 0.9421                | 59                        | 0.9508                    | 0.9831                 | 0.9667             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.9219                       | 0.9672                    | 0.944                 | 61                        | 0.9667                    | 0.9667                 | 0.9667             | 60                     | 0.9833                                | 0.9833                             | 0.9833                         | 60                                 | 0.9524                          | 1.0                          | 0.9756                   | 60                           | 0.8906                        | 0.95                       | 0.9194                 | 60                         | 0.9833                                 | 0.9672                              | 0.9752                          | 61                                  | 0.9355                          | 0.9831                       | 0.9587                   | 59                           | 0.9516               | 0.9672            | 0.9593        | 61                | 0.9511            | 0.9756         | 0.9632     | 0.9947           |
| 0.0852        | 5.0   | 1200 | 0.0744          | 0.7391                   | 1.0                   | 0.85              | 17                    | 0.9831        | 0.9667     | 0.9748 | 60         | 0.9667                       | 0.9831                    | 0.9748                | 59                        | 0.9833                    | 1.0                    | 0.9916             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.9344                       | 0.9344                    | 0.9344                | 61                        | 1.0                       | 0.9833                 | 0.9916             | 60                     | 0.9365                                | 0.9833                             | 0.9593                         | 60                                 | 0.9677                          | 1.0                          | 0.9836                   | 60                           | 0.95                          | 0.95                       | 0.9500                 | 60                         | 0.9836                                 | 0.9836                              | 0.9836                          | 61                                  | 0.9667                          | 0.9831                       | 0.9748                   | 59                           | 0.9833               | 0.9672            | 0.9752        | 61                | 0.9626            | 0.9783         | 0.9704     | 0.9953           |
| 0.0583        | 6.0   | 1440 | 0.0554          | 0.7727                   | 1.0                   | 0.8718            | 17                    | 0.9831        | 0.9667     | 0.9748 | 60         | 0.9667                       | 0.9831                    | 0.9748                | 59                        | 0.9833                    | 1.0                    | 0.9916             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.9048                       | 0.9344                    | 0.9194                | 61                        | 1.0                       | 0.9833                 | 0.9916             | 60                     | 1.0                                   | 0.9833                             | 0.9916                         | 60                                 | 0.9833                          | 0.9833                       | 0.9833                   | 60                           | 0.9344                        | 0.95                       | 0.9421                 | 60                         | 1.0                                    | 0.9672                              | 0.9833                          | 61                                  | 0.9667                          | 0.9831                       | 0.9748                   | 59                           | 0.9833               | 0.9672            | 0.9752        | 61                | 0.9677            | 0.9756         | 0.9716     | 0.9957           |
| 0.0431        | 7.0   | 1680 | 0.0471          | 0.9444                   | 1.0                   | 0.9714            | 17                    | 0.9831        | 0.9667     | 0.9748 | 60         | 0.9016                       | 0.9322                    | 0.9167                | 59                        | 0.95                      | 0.9661                 | 0.9580             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.8676                       | 0.9672                    | 0.9147                | 61                        | 0.9831                    | 0.9667                 | 0.9748             | 60                     | 1.0                                   | 0.9833                             | 0.9916                         | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 0.9516                        | 0.9833                     | 0.9672                 | 60                         | 0.9836                                 | 0.9836                              | 0.9836                          | 61                                  | 0.9831                          | 0.9831                       | 0.9831                   | 59                           | 0.9833               | 0.9672            | 0.9752        | 61                | 0.9625            | 0.9756         | 0.9690     | 0.9947           |
| 0.0314        | 8.0   | 1920 | 0.0359          | 1.0                      | 1.0                   | 1.0               | 17                    | 0.9831        | 0.9667     | 0.9748 | 60         | 0.9355                       | 0.9831                    | 0.9587                | 59                        | 0.9833                    | 1.0                    | 0.9916             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.9516                       | 0.9672                    | 0.9593                | 61                        | 1.0                       | 0.9667                 | 0.9831             | 60                     | 0.9833                                | 0.9833                             | 0.9833                         | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 0.9516                        | 0.9833                     | 0.9672                 | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9831                          | 0.9831                       | 0.9831                   | 59                           | 0.9672               | 0.9672            | 0.9672        | 61                | 0.9771            | 0.9824         | 0.9797     | 0.9969           |
| 0.0278        | 9.0   | 2160 | 0.0338          | 0.8947                   | 1.0                   | 0.9444            | 17                    | 0.9833        | 0.9833     | 0.9833 | 60         | 0.9355                       | 0.9831                    | 0.9587                | 59                        | 0.9667                    | 0.9831                 | 0.9748             | 59                     | 1.0                      | 1.0                   | 1.0               | 60                    | 0.9365                       | 0.9672                    | 0.9516                | 61                        | 0.9672                    | 0.9833                 | 0.9752             | 60                     | 1.0                                   | 0.9833                             | 0.9916                         | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 0.9516                        | 0.9833                     | 0.9672                 | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9667                          | 0.9831                       | 0.9748                   | 59                           | 0.9672               | 0.9672            | 0.9672        | 61                | 0.9705            | 0.9837         | 0.9771     | 0.9965           |
| 0.0231        | 10.0  | 2400 | 0.0332          | 0.9444                   | 1.0                   | 0.9714            | 17                    | 0.9831        | 0.9667     | 0.9748 | 60         | 0.9508                       | 0.9831                    | 0.9667                | 59                        | 0.9048                    | 0.9661                 | 0.9344             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.9667                       | 0.9508                    | 0.9587                | 61                        | 0.9667                    | 0.9667                 | 0.9667             | 60                     | 1.0                                   | 0.9833                             | 0.9916                         | 60                                 | 0.9836                          | 1.0                          | 0.9917                   | 60                           | 0.9365                        | 0.9833                     | 0.9593                 | 60                         | 1.0                                    | 0.9672                              | 0.9833                          | 61                                  | 0.9831                          | 0.9831                       | 0.9831                   | 59                           | 0.9833               | 0.9672            | 0.9752        | 61                | 0.9690            | 0.9769         | 0.9730     | 0.9964           |
| 0.0189        | 11.0  | 2640 | 0.0342          | 1.0                      | 1.0                   | 1.0               | 17                    | 0.9667        | 0.9667     | 0.9667 | 60         | 0.8657                       | 0.9831                    | 0.9206                | 59                        | 0.9833                    | 1.0                    | 0.9916             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.8594                       | 0.9016                    | 0.88                  | 61                        | 1.0                       | 0.9833                 | 0.9916             | 60                     | 0.9833                                | 0.9833                             | 0.9833                         | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9833                          | 1.0                          | 0.9916                   | 59                           | 0.9516               | 0.9672            | 0.9593        | 61                | 0.964             | 0.9810         | 0.9724     | 0.9958           |
| 0.0187        | 12.0  | 2880 | 0.0255          | 1.0                      | 1.0                   | 1.0               | 17                    | 0.9667        | 0.9667     | 0.9667 | 60         | 0.9508                       | 0.9831                    | 0.9667                | 59                        | 0.9833                    | 1.0                    | 0.9916             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.9667                       | 0.9508                    | 0.9587                | 61                        | 1.0                       | 0.9833                 | 0.9916             | 60                     | 0.9672                                | 0.9833                             | 0.9752                         | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9833                          | 1.0                          | 0.9916                   | 59                           | 0.9833               | 0.9672            | 0.9752        | 61                | 0.9824            | 0.9851         | 0.9837     | 0.9976           |
| 0.0126        | 13.0  | 3120 | 0.0257          | 1.0                      | 1.0                   | 1.0               | 17                    | 0.9667        | 0.9667     | 0.9667 | 60         | 0.9344                       | 0.9661                    | 0.95                  | 59                        | 0.8889                    | 0.9492                 | 0.9180             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.8788                       | 0.9508                    | 0.9134                | 61                        | 1.0                       | 0.9833                 | 0.9916             | 60                     | 1.0                                   | 1.0                                | 1.0                            | 60                                 | 0.9836                          | 1.0                          | 0.9917                   | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9672                              | 0.9833                          | 61                                  | 0.9508                          | 0.9831                       | 0.9667                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9652            | 0.9796         | 0.9724     | 0.9971           |
| 0.012         | 14.0  | 3360 | 0.0227          | 1.0                      | 1.0                   | 1.0               | 17                    | 0.9667        | 0.9667     | 0.9667 | 60         | 0.9516                       | 1.0                       | 0.9752                | 59                        | 0.9833                    | 1.0                    | 0.9916             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.9194                       | 0.9344                    | 0.9268                | 61                        | 1.0                       | 0.9833                 | 0.9916             | 60                     | 0.9672                                | 0.9833                             | 0.9752                         | 60                                 | 1.0                             | 0.9833                       | 0.9916                   | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 0.9836                                 | 0.9836                              | 0.9836                          | 61                                  | 0.9833                          | 1.0                          | 0.9916                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9784            | 0.9851         | 0.9817     | 0.9977           |
| 0.0119        | 15.0  | 3600 | 0.0284          | 1.0                      | 1.0                   | 1.0               | 17                    | 1.0           | 1.0        | 1.0    | 60         | 0.9355                       | 0.9831                    | 0.9587                | 59                        | 0.9833                    | 1.0                    | 0.9916             | 59                     | 1.0                      | 1.0                   | 1.0               | 60                    | 0.9167                       | 0.9016                    | 0.9091                | 61                        | 0.9661                    | 0.95                   | 0.9580             | 60                     | 0.9833                                | 0.9833                             | 0.9833                         | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9833                          | 1.0                          | 0.9916                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9810            | 0.9824         | 0.9817     | 0.9965           |
| 0.0103        | 16.0  | 3840 | 0.0289          | 0.9444                   | 1.0                   | 0.9714            | 17                    | 0.9672        | 0.9833     | 0.9752 | 60         | 0.9344                       | 0.9661                    | 0.95                  | 59                        | 0.9833                    | 1.0                    | 0.9916             | 59                     | 1.0                      | 1.0                   | 1.0               | 60                    | 0.8088                       | 0.9016                    | 0.8527                | 61                        | 0.9667                    | 0.9667                 | 0.9667             | 60                     | 0.9833                                | 0.9833                             | 0.9833                         | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9833                          | 1.0                          | 0.9916                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9666            | 0.9810         | 0.9737     | 0.9963           |
| 0.01          | 17.0  | 4080 | 0.0305          | 0.8947                   | 1.0                   | 0.9444            | 17                    | 1.0           | 0.9833     | 0.9916 | 60         | 0.9355                       | 0.9831                    | 0.9587                | 59                        | 0.9516                    | 1.0                    | 0.9752             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.9355                       | 0.9508                    | 0.9431                | 61                        | 0.9833                    | 0.9833                 | 0.9833             | 60                     | 1.0                                   | 1.0                                | 1.0                            | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 0.8955                        | 1.0                        | 0.9449                 | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9833                          | 1.0                          | 0.9916                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9694            | 0.9891         | 0.9792     | 0.9961           |
| 0.0082        | 18.0  | 4320 | 0.0256          | 1.0                      | 1.0                   | 1.0               | 17                    | 1.0           | 0.9833     | 0.9916 | 60         | 0.9508                       | 0.9831                    | 0.9667                | 59                        | 0.9833                    | 1.0                    | 0.9916             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.8636                       | 0.9344                    | 0.8976                | 61                        | 0.9831                    | 0.9667                 | 0.9748             | 60                     | 1.0                                   | 1.0                                | 1.0                            | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9833                          | 1.0                          | 0.9916                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9785            | 0.9864         | 0.9824     | 0.9970           |
| 0.0059        | 19.0  | 4560 | 0.0255          | 1.0                      | 1.0                   | 1.0               | 17                    | 1.0           | 0.9833     | 0.9916 | 60         | 0.9667                       | 0.9831                    | 0.9748                | 59                        | 0.9833                    | 1.0                    | 0.9916             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.9355                       | 0.9508                    | 0.9431                | 61                        | 0.9833                    | 0.9833                 | 0.9833             | 60                     | 1.0                                   | 1.0                                | 1.0                            | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9833                          | 1.0                          | 0.9916                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9865            | 0.9891         | 0.9878     | 0.9974           |
| 0.0078        | 20.0  | 4800 | 0.0293          | 1.0                      | 1.0                   | 1.0               | 17                    | 1.0           | 0.9833     | 0.9916 | 60         | 0.9508                       | 0.9831                    | 0.9667                | 59                        | 0.9833                    | 1.0                    | 0.9916             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.9                          | 0.8852                    | 0.8926                | 61                        | 0.9661                    | 0.95                   | 0.9580             | 60                     | 1.0                                   | 1.0                                | 1.0                            | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9833                          | 1.0                          | 0.9916                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9810            | 0.9810         | 0.9810     | 0.9966           |
| 0.009         | 21.0  | 5040 | 0.0264          | 1.0                      | 1.0                   | 1.0               | 17                    | 1.0           | 0.9833     | 0.9916 | 60         | 0.9206                       | 0.9831                    | 0.9508                | 59                        | 0.9667                    | 0.9831                 | 0.9748             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.8889                       | 0.9180                    | 0.9032                | 61                        | 0.9672                    | 0.9833                 | 0.9752             | 60                     | 1.0                                   | 1.0                                | 1.0                            | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 0.9836                                 | 0.9836                              | 0.9836                          | 61                                  | 0.9831                          | 0.9831                       | 0.9831                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9745            | 0.9837         | 0.9791     | 0.9969           |
| 0.0046        | 22.0  | 5280 | 0.0271          | 1.0                      | 1.0                   | 1.0               | 17                    | 1.0           | 0.9833     | 0.9916 | 60         | 0.9355                       | 0.9831                    | 0.9587                | 59                        | 0.9667                    | 0.9831                 | 0.9748             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.9032                       | 0.9180                    | 0.9106                | 61                        | 0.9672                    | 0.9833                 | 0.9752             | 60                     | 1.0                                   | 1.0                                | 1.0                            | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9833                          | 1.0                          | 0.9916                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9784            | 0.9851         | 0.9817     | 0.9970           |
| 0.0087        | 23.0  | 5520 | 0.0278          | 0.9444                   | 1.0                   | 0.9714            | 17                    | 1.0           | 0.9833     | 0.9916 | 60         | 0.9194                       | 0.9661                    | 0.9421                | 59                        | 0.9667                    | 0.9831                 | 0.9748             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.8657                       | 0.9508                    | 0.9062                | 61                        | 0.9836                    | 1.0                    | 0.9917             | 60                     | 1.0                                   | 1.0                                | 1.0                            | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9833                          | 1.0                          | 0.9916                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9733            | 0.9878         | 0.9805     | 0.9958           |
| 0.0054        | 24.0  | 5760 | 0.0276          | 0.9444                   | 1.0                   | 0.9714            | 17                    | 1.0           | 0.9833     | 0.9916 | 60         | 0.95                         | 0.9661                    | 0.9580                | 59                        | 0.9833                    | 1.0                    | 0.9916             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.9355                       | 0.9508                    | 0.9431                | 61                        | 0.9831                    | 0.9667                 | 0.9748             | 60                     | 1.0                                   | 1.0                                | 1.0                            | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 0.9355                        | 0.9667                     | 0.9508                 | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9833                          | 1.0                          | 0.9916                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9784            | 0.9837         | 0.9811     | 0.9971           |
| 0.0057        | 25.0  | 6000 | 0.0260          | 1.0                      | 1.0                   | 1.0               | 17                    | 1.0           | 0.9667     | 0.9831 | 60         | 0.9077                       | 1.0                       | 0.9516                | 59                        | 0.95                      | 0.9661                 | 0.9580             | 59                     | 0.9677                   | 1.0                   | 0.9836            | 60                    | 0.9508                       | 0.9508                    | 0.9508                | 61                        | 1.0                       | 0.9833                 | 0.9916             | 60                     | 0.9833                                | 0.9833                             | 0.9833                         | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9672                              | 0.9833                          | 61                                  | 0.9672                          | 1.0                          | 0.9833                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9771            | 0.9837         | 0.9804     | 0.9971           |
| 0.0074        | 26.0  | 6240 | 0.0340          | 1.0                      | 1.0                   | 1.0               | 17                    | 1.0           | 0.9833     | 0.9916 | 60         | 0.9180                       | 0.9492                    | 0.9333                | 59                        | 0.9667                    | 0.9831                 | 0.9748             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.8906                       | 0.9344                    | 0.9120                | 61                        | 0.9831                    | 0.9667                 | 0.9748             | 60                     | 1.0                                   | 1.0                                | 1.0                            | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9833                          | 1.0                          | 0.9916                   | 59                           | 0.9836               | 0.9836            | 0.9836        | 61                | 0.9757            | 0.9824         | 0.9790     | 0.9959           |
| 0.0047        | 27.0  | 6480 | 0.0306          | 1.0                      | 1.0                   | 1.0               | 17                    | 1.0           | 1.0        | 1.0    | 60         | 0.8923                       | 0.9831                    | 0.9355                | 59                        | 0.9672                    | 1.0                    | 0.9833             | 59                     | 1.0                      | 1.0                   | 1.0               | 60                    | 0.9016                       | 0.9016                    | 0.9016                | 61                        | 0.9667                    | 0.9667                 | 0.9667             | 60                     | 0.9833                                | 0.9833                             | 0.9833                         | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9672                              | 0.9833                          | 61                                  | 0.8551                          | 1.0                          | 0.9219                   | 59                           | 1.0                  | 0.8525            | 0.9204        | 61                | 0.9624            | 0.9715         | 0.9669     | 0.9961           |
| 0.0052        | 28.0  | 6720 | 0.0262          | 1.0                      | 1.0                   | 1.0               | 17                    | 1.0           | 0.9833     | 0.9916 | 60         | 0.9667                       | 0.9831                    | 0.9748                | 59                        | 0.9833                    | 1.0                    | 0.9916             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.9833                       | 0.9672                    | 0.9752                | 61                        | 0.9833                    | 0.9833                 | 0.9833             | 60                     | 1.0                                   | 1.0                                | 1.0                            | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9833                          | 1.0                          | 0.9916                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9905            | 0.9905         | 0.9905     | 0.9973           |
| 0.0033        | 29.0  | 6960 | 0.0320          | 0.9444                   | 1.0                   | 0.9714            | 17                    | 1.0           | 0.9833     | 0.9916 | 60         | 0.8406                       | 0.9831                    | 0.9062                | 59                        | 0.9672                    | 1.0                    | 0.9833             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.8852                       | 0.8852                    | 0.8852                | 61                        | 0.9833                    | 0.9833                 | 0.9833             | 60                     | 1.0                                   | 0.9667                             | 0.9831                         | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 0.9833                        | 0.9833                     | 0.9833                 | 60                         | 1.0                                    | 0.9836                              | 0.9917                          | 61                                  | 0.9365                          | 1.0                          | 0.9672                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9627            | 0.9796         | 0.9711     | 0.9960           |
| 0.0048        | 30.0  | 7200 | 0.0215          | 1.0                      | 1.0                   | 1.0               | 17                    | 1.0           | 0.9833     | 0.9916 | 60         | 0.9672                       | 1.0                       | 0.9833                | 59                        | 0.9833                    | 1.0                    | 0.9916             | 59                     | 0.9836                   | 1.0                   | 0.9917            | 60                    | 0.9833                       | 0.9672                    | 0.9752                | 61                        | 1.0                       | 0.9833                 | 0.9916             | 60                     | 0.9833                                | 0.9833                             | 0.9833                         | 60                                 | 1.0                             | 1.0                          | 1.0                      | 60                           | 1.0                           | 1.0                        | 1.0                    | 60                         | 1.0                                    | 0.9672                              | 0.9833                          | 61                                  | 0.9672                          | 1.0                          | 0.9833                   | 59                           | 1.0                  | 0.9836            | 0.9917        | 61                | 0.9891            | 0.9891         | 0.9891     | 0.9980           |


### Framework versions

- Transformers 4.22.0.dev0
- Pytorch 1.12.1+cu113
- Datasets 2.2.2
- Tokenizers 0.12.1

{"license": "cc-by-nc-sa-4.0", "tags": ["generated_from_trainer"], "model-index": [{"name": "lmv2-g-w2-300-doc-09-08", "results": []}]}
transformers pytorch tensorboard layoutlmv2 token-classification generated_from_trainer license:cc-by-nc-sa-4.0 autotrain_compatible endpoints_compatible region:us
TAGS
#transformers #pytorch #tensorboard #layoutlmv2 #token-classification #generated_from_trainer #license-cc-by-nc-sa-4.0 #autotrain_compatible #endpoints_compatible #region-us 

lmv2-g-w2-300-doc-09-08
=======================


This model is a fine-tuned version of microsoft/layoutlmv2-base-uncased on the None dataset.
It achieves the following results on the evaluation set:


* Loss: 0.0262
* Control Number Precision: 1.0
* Control Number Recall: 1.0
* Control Number F1: 1.0
* Control Number Number: 17
* Ein Precision: 1.0
* Ein Recall: 0.9833
* Ein F1: 0.9916
* Ein Number: 60
* Employee’s Address Precision: 0.9667
* Employee’s Address Recall: 0.9831
* Employee’s Address F1: 0.9748
* Employee’s Address Number: 59
* Employee’s Name Precision: 0.9833
* Employee’s Name Recall: 1.0
* Employee’s Name F1: 0.9916
* Employee’s Name Number: 59
* Employee’s Ssn Precision: 0.9836
* Employee’s Ssn Recall: 1.0
* Employee’s Ssn F1: 0.9917
* Employee’s Ssn Number: 60
* Employer’s Address Precision: 0.9833
* Employer’s Address Recall: 0.9672
* Employer’s Address F1: 0.9752
* Employer’s Address Number: 61
* Employer’s Name Precision: 0.9833
* Employer’s Name Recall: 0.9833
* Employer’s Name F1: 0.9833
* Employer’s Name Number: 60
* Federal Income Tax Withheld Precision: 1.0
* Federal Income Tax Withheld Recall: 1.0
* Federal Income Tax Withheld F1: 1.0
* Federal Income Tax Withheld Number: 60
* Medicare Tax Withheld Precision: 1.0
* Medicare Tax Withheld Recall: 1.0
* Medicare Tax Withheld F1: 1.0
* Medicare Tax Withheld Number: 60
* Medicare Wages Tips Precision: 1.0
* Medicare Wages Tips Recall: 1.0
* Medicare Wages Tips F1: 1.0
* Medicare Wages Tips Number: 60
* Social Security Tax Withheld Precision: 1.0
* Social Security Tax Withheld Recall: 0.9836
* Social Security Tax Withheld F1: 0.9917
* Social Security Tax Withheld Number: 61
* Social Security Wages Precision: 0.9833
* Social Security Wages Recall: 1.0
* Social Security Wages F1: 0.9916
* Social Security Wages Number: 59
* Wages Tips Precision: 1.0
* Wages Tips Recall: 0.9836
* Wages Tips F1: 0.9917
* Wages Tips Number: 61
* Overall Precision: 0.9905
* Overall Recall: 0.9905
* Overall F1: 0.9905
* Overall Accuracy: 0.9973


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: 4e-05
* train\_batch\_size: 1
* eval\_batch\_size: 1
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: constant
* num\_epochs: 30


### Training results



### Framework versions


* Transformers 4.22.0.dev0
* Pytorch 1.12.1+cu113
* Datasets 2.2.2
* Tokenizers 0.12.1



### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 4e-05
* train\_batch\_size: 1
* eval\_batch\_size: 1
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: constant
* num\_epochs: 30 ### Training results ### Framework versions


* Transformers 4.22.0.dev0
* Pytorch 1.12.1+cu113
* Datasets 2.2.2
* Tokenizers 0.12.1
TAGS
#transformers #pytorch #tensorboard #layoutlmv2 #token-classification #generated_from_trainer #license-cc-by-nc-sa-4.0 #autotrain_compatible #endpoints_compatible #region-us 
 ### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 4e-05
* train\_batch\_size: 1
* eval\_batch\_size: 1
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: constant
* num\_epochs: 30 ### Training results ### Framework versions


* Transformers 4.22.0.dev0
* Pytorch 1.12.1+cu113
* Datasets 2.2.2
* Tokenizers 0.12.1
passage: TAGS
#transformers #pytorch #tensorboard #layoutlmv2 #token-classification #generated_from_trainer #license-cc-by-nc-sa-4.0 #autotrain_compatible #endpoints_compatible #region-us 
### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 4e-05
* train\_batch\_size: 1
* eval\_batch\_size: 1
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: constant
* num\_epochs: 30### Training results### Framework versions


* Transformers 4.22.0.dev0
* Pytorch 1.12.1+cu113
* Datasets 2.2.2
* Tokenizers 0.12.1