
<!-- 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. -->

# vit-base_tobacco_wr_0.01_wd_0.2

This model is a fine-tuned version of [jordyvl/vit-base_tobacco](https://huggingface.co/jordyvl/vit-base_tobacco) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.9831
- Accuracy: 0.755
- Brier Loss: 0.3936
- Nll: 1.4572
- F1 Micro: 0.755
- F1 Macro: 0.7245
- Ece: 0.2101
- Aurc: 0.1059

## 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: 4
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 16
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.01
- num_epochs: 200

### Training results

| Training Loss | Epoch  | Step | Validation Loss | Accuracy | Brier Loss | Nll    | F1 Micro | F1 Macro | Ece    | Aurc   |
|:-------------:|:------:|:----:|:---------------:|:--------:|:----------:|:------:|:--------:|:--------:|:------:|:------:|
| No log        | 0.96   | 12   | 0.7384          | 0.815    | 0.3056     | 1.1863 | 0.815    | 0.8021   | 0.2211 | 0.0789 |
| No log        | 2.0    | 25   | 0.7504          | 0.795    | 0.3109     | 1.2594 | 0.795    | 0.7691   | 0.2235 | 0.0789 |
| No log        | 2.96   | 37   | 0.7415          | 0.765    | 0.3109     | 1.0445 | 0.765    | 0.7422   | 0.2323 | 0.0762 |
| No log        | 4.0    | 50   | 0.7222          | 0.805    | 0.2989     | 1.3200 | 0.805    | 0.7951   | 0.2028 | 0.0682 |
| No log        | 4.96   | 62   | 0.7160          | 0.815    | 0.2989     | 1.2307 | 0.815    | 0.8067   | 0.2381 | 0.0688 |
| No log        | 6.0    | 75   | 0.7149          | 0.825    | 0.2950     | 1.3097 | 0.825    | 0.8127   | 0.2110 | 0.0809 |
| No log        | 6.96   | 87   | 0.7157          | 0.815    | 0.2986     | 1.2310 | 0.815    | 0.8007   | 0.2195 | 0.0779 |
| No log        | 8.0    | 100  | 0.7245          | 0.81     | 0.3020     | 1.3030 | 0.81     | 0.7949   | 0.1997 | 0.0834 |
| No log        | 8.96   | 112  | 0.7111          | 0.815    | 0.2972     | 1.2310 | 0.815    | 0.8009   | 0.2090 | 0.0793 |
| No log        | 10.0   | 125  | 0.7344          | 0.81     | 0.3087     | 1.2974 | 0.81     | 0.7956   | 0.2240 | 0.0913 |
| No log        | 10.96  | 137  | 0.7264          | 0.81     | 0.3057     | 1.3216 | 0.81     | 0.7907   | 0.2074 | 0.0879 |
| No log        | 12.0   | 150  | 0.7301          | 0.805    | 0.3056     | 1.2448 | 0.805    | 0.7919   | 0.2112 | 0.0932 |
| No log        | 12.96  | 162  | 0.7224          | 0.805    | 0.3020     | 1.2950 | 0.805    | 0.7899   | 0.1930 | 0.0915 |
| No log        | 14.0   | 175  | 0.7235          | 0.81     | 0.3045     | 1.2965 | 0.81     | 0.7956   | 0.2025 | 0.0902 |
| No log        | 14.96  | 187  | 0.7239          | 0.81     | 0.3039     | 1.2970 | 0.81     | 0.7956   | 0.2156 | 0.0906 |
| No log        | 16.0   | 200  | 0.7293          | 0.81     | 0.3060     | 1.4336 | 0.81     | 0.7924   | 0.2029 | 0.0955 |
| No log        | 16.96  | 212  | 0.7253          | 0.805    | 0.3044     | 1.2984 | 0.805    | 0.7853   | 0.1946 | 0.0911 |
| No log        | 18.0   | 225  | 0.7293          | 0.805    | 0.3076     | 1.1852 | 0.805    | 0.7861   | 0.2015 | 0.0916 |
| No log        | 18.96  | 237  | 0.7328          | 0.8      | 0.3050     | 1.3844 | 0.8000   | 0.7836   | 0.1900 | 0.0986 |
| No log        | 20.0   | 250  | 0.7263          | 0.8      | 0.3058     | 1.2943 | 0.8000   | 0.7754   | 0.2003 | 0.0900 |
| No log        | 20.96  | 262  | 0.7370          | 0.805    | 0.3102     | 1.3612 | 0.805    | 0.7818   | 0.1998 | 0.0939 |
| No log        | 22.0   | 275  | 0.7412          | 0.795    | 0.3118     | 1.3673 | 0.795    | 0.7714   | 0.1952 | 0.0957 |
| No log        | 22.96  | 287  | 0.7326          | 0.795    | 0.3077     | 1.3572 | 0.795    | 0.7666   | 0.1935 | 0.0925 |
| No log        | 24.0   | 300  | 0.7308          | 0.805    | 0.3076     | 1.4265 | 0.805    | 0.7818   | 0.1968 | 0.0906 |
| No log        | 24.96  | 312  | 0.7424          | 0.8      | 0.3122     | 1.3666 | 0.8000   | 0.7774   | 0.1853 | 0.0960 |
| No log        | 26.0   | 325  | 0.7383          | 0.8      | 0.3097     | 1.3644 | 0.8000   | 0.7774   | 0.1911 | 0.0952 |
| No log        | 26.96  | 337  | 0.7468          | 0.805    | 0.3143     | 1.4295 | 0.805    | 0.7829   | 0.1952 | 0.0971 |
| No log        | 28.0   | 350  | 0.7484          | 0.795    | 0.3135     | 1.4327 | 0.795    | 0.7668   | 0.1906 | 0.0989 |
| No log        | 28.96  | 362  | 0.7459          | 0.8      | 0.3135     | 1.3624 | 0.8000   | 0.7704   | 0.1945 | 0.0944 |
| No log        | 30.0   | 375  | 0.7513          | 0.8      | 0.3160     | 1.4282 | 0.8000   | 0.7698   | 0.1991 | 0.0953 |
| No log        | 30.96  | 387  | 0.7535          | 0.795    | 0.3168     | 1.4336 | 0.795    | 0.7656   | 0.1799 | 0.0980 |
| No log        | 32.0   | 400  | 0.7540          | 0.8      | 0.3171     | 1.4469 | 0.8000   | 0.7774   | 0.1943 | 0.0959 |
| No log        | 32.96  | 412  | 0.7566          | 0.8      | 0.3180     | 1.3772 | 0.8000   | 0.7704   | 0.1809 | 0.0972 |
| No log        | 34.0   | 425  | 0.7641          | 0.795    | 0.3220     | 1.3878 | 0.795    | 0.7691   | 0.1937 | 0.1021 |
| No log        | 34.96  | 437  | 0.7602          | 0.795    | 0.3192     | 1.3748 | 0.795    | 0.7656   | 0.1908 | 0.0973 |
| No log        | 36.0   | 450  | 0.7577          | 0.8      | 0.3186     | 1.4397 | 0.8000   | 0.7704   | 0.1858 | 0.0951 |
| No log        | 36.96  | 462  | 0.7724          | 0.795    | 0.3233     | 1.3800 | 0.795    | 0.7656   | 0.1796 | 0.1002 |
| No log        | 38.0   | 475  | 0.7675          | 0.795    | 0.3223     | 1.3659 | 0.795    | 0.7654   | 0.1862 | 0.0976 |
| No log        | 38.96  | 487  | 0.7772          | 0.79     | 0.3261     | 1.4406 | 0.79     | 0.7633   | 0.1877 | 0.1062 |
| 0.0949        | 40.0   | 500  | 0.7631          | 0.795    | 0.3211     | 1.4302 | 0.795    | 0.7654   | 0.1896 | 0.0953 |
| 0.0949        | 40.96  | 512  | 0.7878          | 0.79     | 0.3304     | 1.5689 | 0.79     | 0.7631   | 0.1770 | 0.1014 |
| 0.0949        | 42.0   | 525  | 0.7639          | 0.815    | 0.3198     | 1.5524 | 0.815    | 0.7879   | 0.1890 | 0.0938 |
| 0.0949        | 42.96  | 537  | 0.7967          | 0.785    | 0.3350     | 1.4516 | 0.785    | 0.7606   | 0.1809 | 0.1040 |
| 0.0949        | 44.0   | 550  | 0.7735          | 0.81     | 0.3237     | 1.4915 | 0.81     | 0.7784   | 0.2079 | 0.0963 |
| 0.0949        | 44.96  | 562  | 0.7859          | 0.79     | 0.3300     | 1.5076 | 0.79     | 0.7594   | 0.1851 | 0.0991 |
| 0.0949        | 46.0   | 575  | 0.7917          | 0.79     | 0.3323     | 1.5062 | 0.79     | 0.7631   | 0.1944 | 0.1015 |
| 0.0949        | 46.96  | 587  | 0.7879          | 0.795    | 0.3310     | 1.4304 | 0.795    | 0.7656   | 0.1761 | 0.0987 |
| 0.0949        | 48.0   | 600  | 0.7917          | 0.79     | 0.3320     | 1.4382 | 0.79     | 0.7629   | 0.1828 | 0.0994 |
| 0.0949        | 48.96  | 612  | 0.7950          | 0.79     | 0.3333     | 1.4929 | 0.79     | 0.7549   | 0.1811 | 0.0995 |
| 0.0949        | 50.0   | 625  | 0.8005          | 0.79     | 0.3363     | 1.4351 | 0.79     | 0.7631   | 0.1953 | 0.1009 |
| 0.0949        | 50.96  | 637  | 0.8019          | 0.79     | 0.3363     | 1.4891 | 0.79     | 0.7631   | 0.1837 | 0.0998 |
| 0.0949        | 52.0   | 650  | 0.8021          | 0.79     | 0.3354     | 1.4899 | 0.79     | 0.7586   | 0.1990 | 0.0994 |
| 0.0949        | 52.96  | 662  | 0.8012          | 0.795    | 0.3346     | 1.4913 | 0.795    | 0.7648   | 0.1878 | 0.0984 |
| 0.0949        | 54.0   | 675  | 0.8078          | 0.785    | 0.3388     | 1.4920 | 0.785    | 0.7559   | 0.1938 | 0.1000 |
| 0.0949        | 54.96  | 687  | 0.8092          | 0.785    | 0.3391     | 1.5003 | 0.785    | 0.7561   | 0.1878 | 0.1004 |
| 0.0949        | 56.0   | 700  | 0.8095          | 0.795    | 0.3378     | 1.4914 | 0.795    | 0.7634   | 0.1879 | 0.0994 |
| 0.0949        | 56.96  | 712  | 0.8124          | 0.785    | 0.3396     | 1.4926 | 0.785    | 0.7555   | 0.1996 | 0.1005 |
| 0.0949        | 58.0   | 725  | 0.8120          | 0.78     | 0.3391     | 1.4405 | 0.78     | 0.7469   | 0.1924 | 0.1005 |
| 0.0949        | 58.96  | 737  | 0.8185          | 0.785    | 0.3406     | 1.5007 | 0.785    | 0.7523   | 0.1910 | 0.1013 |
| 0.0949        | 60.0   | 750  | 0.8182          | 0.785    | 0.3421     | 1.4371 | 0.785    | 0.7555   | 0.1727 | 0.1010 |
| 0.0949        | 60.96  | 762  | 0.8224          | 0.78     | 0.3443     | 1.4404 | 0.78     | 0.7475   | 0.1941 | 0.1019 |
| 0.0949        | 62.0   | 775  | 0.8267          | 0.78     | 0.3463     | 1.4995 | 0.78     | 0.7535   | 0.1927 | 0.1016 |
| 0.0949        | 62.96  | 787  | 0.8252          | 0.775    | 0.3447     | 1.4965 | 0.775    | 0.7465   | 0.1798 | 0.1016 |
| 0.0949        | 64.0   | 800  | 0.8286          | 0.78     | 0.3446     | 1.4987 | 0.78     | 0.7475   | 0.1911 | 0.1014 |
| 0.0949        | 64.96  | 812  | 0.8308          | 0.78     | 0.3467     | 1.4438 | 0.78     | 0.7469   | 0.1866 | 0.1019 |
| 0.0949        | 66.0   | 825  | 0.8346          | 0.775    | 0.3476     | 1.4592 | 0.775    | 0.7444   | 0.1878 | 0.1034 |
| 0.0949        | 66.96  | 837  | 0.8348          | 0.78     | 0.3484     | 1.4423 | 0.78     | 0.7515   | 0.1821 | 0.1021 |
| 0.0949        | 68.0   | 850  | 0.8376          | 0.78     | 0.3481     | 1.4970 | 0.78     | 0.7469   | 0.1922 | 0.1015 |
| 0.0949        | 68.96  | 862  | 0.8379          | 0.78     | 0.3497     | 1.4388 | 0.78     | 0.7515   | 0.1850 | 0.1018 |
| 0.0949        | 70.0   | 875  | 0.8452          | 0.78     | 0.3512     | 1.4974 | 0.78     | 0.7525   | 0.1828 | 0.1036 |
| 0.0949        | 70.96  | 887  | 0.8437          | 0.78     | 0.3511     | 1.4519 | 0.78     | 0.7469   | 0.2076 | 0.1032 |
| 0.0949        | 72.0   | 900  | 0.8485          | 0.775    | 0.3535     | 1.5163 | 0.775    | 0.7444   | 0.1863 | 0.1033 |
| 0.0949        | 72.96  | 912  | 0.8516          | 0.77     | 0.3555     | 1.5015 | 0.7700   | 0.7404   | 0.1868 | 0.1030 |
| 0.0949        | 74.0   | 925  | 0.8507          | 0.77     | 0.3541     | 1.4407 | 0.7700   | 0.7404   | 0.1996 | 0.1026 |
| 0.0949        | 74.96  | 937  | 0.8508          | 0.77     | 0.3540     | 1.4424 | 0.7700   | 0.7400   | 0.1996 | 0.1025 |
| 0.0949        | 76.0   | 950  | 0.8559          | 0.77     | 0.3558     | 1.4487 | 0.7700   | 0.7400   | 0.2001 | 0.1031 |
| 0.0949        | 76.96  | 962  | 0.8564          | 0.77     | 0.3568     | 1.4389 | 0.7700   | 0.7400   | 0.1804 | 0.1024 |
| 0.0949        | 78.0   | 975  | 0.8611          | 0.775    | 0.3569     | 1.4966 | 0.775    | 0.7440   | 0.1831 | 0.1031 |
| 0.0949        | 78.96  | 987  | 0.8573          | 0.77     | 0.3557     | 1.4946 | 0.7700   | 0.7400   | 0.1933 | 0.1013 |
| 0.0366        | 80.0   | 1000 | 0.8640          | 0.775    | 0.3587     | 1.4998 | 0.775    | 0.7440   | 0.1871 | 0.1032 |
| 0.0366        | 80.96  | 1012 | 0.8640          | 0.77     | 0.3585     | 1.4983 | 0.7700   | 0.7400   | 0.1921 | 0.1032 |
| 0.0366        | 82.0   | 1025 | 0.8696          | 0.77     | 0.3608     | 1.5032 | 0.7700   | 0.7400   | 0.2033 | 0.1036 |
| 0.0366        | 82.96  | 1037 | 0.8702          | 0.77     | 0.3613     | 1.4987 | 0.7700   | 0.7400   | 0.2022 | 0.1029 |
| 0.0366        | 84.0   | 1050 | 0.8686          | 0.77     | 0.3597     | 1.4446 | 0.7700   | 0.7400   | 0.1887 | 0.1028 |
| 0.0366        | 84.96  | 1062 | 0.8700          | 0.77     | 0.3607     | 1.4365 | 0.7700   | 0.7400   | 0.1900 | 0.1025 |
| 0.0366        | 86.0   | 1075 | 0.8756          | 0.765    | 0.3621     | 1.5009 | 0.765    | 0.7308   | 0.1983 | 0.1040 |
| 0.0366        | 86.96  | 1087 | 0.8768          | 0.76     | 0.3623     | 1.5035 | 0.76     | 0.7282   | 0.1956 | 0.1040 |
| 0.0366        | 88.0   | 1100 | 0.8762          | 0.765    | 0.3618     | 1.4409 | 0.765    | 0.7308   | 0.1957 | 0.1033 |
| 0.0366        | 88.96  | 1112 | 0.8777          | 0.765    | 0.3629     | 1.4427 | 0.765    | 0.7308   | 0.1974 | 0.1036 |
| 0.0366        | 90.0   | 1125 | 0.8854          | 0.76     | 0.3661     | 1.4681 | 0.76     | 0.7282   | 0.2023 | 0.1049 |
| 0.0366        | 90.96  | 1137 | 0.8867          | 0.76     | 0.3660     | 1.5057 | 0.76     | 0.7282   | 0.1995 | 0.1049 |
| 0.0366        | 92.0   | 1150 | 0.8849          | 0.765    | 0.3648     | 1.5011 | 0.765    | 0.7308   | 0.1953 | 0.1039 |
| 0.0366        | 92.96  | 1162 | 0.8898          | 0.76     | 0.3670     | 1.5077 | 0.76     | 0.7282   | 0.2083 | 0.1045 |
| 0.0366        | 94.0   | 1175 | 0.8891          | 0.765    | 0.3662     | 1.4520 | 0.765    | 0.7308   | 0.2091 | 0.1040 |
| 0.0366        | 94.96  | 1187 | 0.8910          | 0.755    | 0.3679     | 1.4460 | 0.755    | 0.7247   | 0.2039 | 0.1043 |
| 0.0366        | 96.0   | 1200 | 0.8935          | 0.76     | 0.3684     | 1.4435 | 0.76     | 0.7273   | 0.1929 | 0.1041 |
| 0.0366        | 96.96  | 1212 | 0.8964          | 0.755    | 0.3689     | 1.4526 | 0.755    | 0.7247   | 0.1980 | 0.1048 |
| 0.0366        | 98.0   | 1225 | 0.8979          | 0.755    | 0.3701     | 1.4507 | 0.755    | 0.7247   | 0.2017 | 0.1045 |
| 0.0366        | 98.96  | 1237 | 0.8965          | 0.755    | 0.3692     | 1.4474 | 0.755    | 0.7247   | 0.2057 | 0.1044 |
| 0.0366        | 100.0  | 1250 | 0.9019          | 0.755    | 0.3716     | 1.4526 | 0.755    | 0.7247   | 0.2051 | 0.1047 |
| 0.0366        | 100.96 | 1262 | 0.8994          | 0.755    | 0.3694     | 1.4485 | 0.755    | 0.7247   | 0.1979 | 0.1041 |
| 0.0366        | 102.0  | 1275 | 0.9023          | 0.755    | 0.3715     | 1.4465 | 0.755    | 0.7247   | 0.2140 | 0.1044 |
| 0.0366        | 102.96 | 1287 | 0.9048          | 0.755    | 0.3720     | 1.4472 | 0.755    | 0.7247   | 0.2066 | 0.1045 |
| 0.0366        | 104.0  | 1300 | 0.9060          | 0.755    | 0.3719     | 1.4565 | 0.755    | 0.7247   | 0.2003 | 0.1044 |
| 0.0366        | 104.96 | 1312 | 0.9105          | 0.755    | 0.3735     | 1.4625 | 0.755    | 0.7247   | 0.2094 | 0.1053 |
| 0.0366        | 106.0  | 1325 | 0.9099          | 0.76     | 0.3738     | 1.4463 | 0.76     | 0.7273   | 0.2050 | 0.1044 |
| 0.0366        | 106.96 | 1337 | 0.9111          | 0.755    | 0.3751     | 1.4486 | 0.755    | 0.7247   | 0.2173 | 0.1041 |
| 0.0366        | 108.0  | 1350 | 0.9149          | 0.755    | 0.3745     | 1.5081 | 0.755    | 0.7247   | 0.2062 | 0.1052 |
| 0.0366        | 108.96 | 1362 | 0.9146          | 0.755    | 0.3744     | 1.4513 | 0.755    | 0.7247   | 0.2073 | 0.1047 |
| 0.0366        | 110.0  | 1375 | 0.9157          | 0.755    | 0.3764     | 1.4486 | 0.755    | 0.7247   | 0.2094 | 0.1046 |
| 0.0366        | 110.96 | 1387 | 0.9201          | 0.755    | 0.3767     | 1.4529 | 0.755    | 0.7247   | 0.2093 | 0.1051 |
| 0.0366        | 112.0  | 1400 | 0.9190          | 0.755    | 0.3759     | 1.4533 | 0.755    | 0.7247   | 0.2020 | 0.1049 |
| 0.0366        | 112.96 | 1412 | 0.9230          | 0.755    | 0.3782     | 1.4529 | 0.755    | 0.7247   | 0.2054 | 0.1050 |
| 0.0366        | 114.0  | 1425 | 0.9234          | 0.755    | 0.3778     | 1.4505 | 0.755    | 0.7247   | 0.2009 | 0.1049 |
| 0.0366        | 114.96 | 1437 | 0.9238          | 0.755    | 0.3780     | 1.4469 | 0.755    | 0.7247   | 0.1974 | 0.1051 |
| 0.0366        | 116.0  | 1450 | 0.9264          | 0.755    | 0.3786     | 1.4538 | 0.755    | 0.7247   | 0.2016 | 0.1051 |
| 0.0366        | 116.96 | 1462 | 0.9275          | 0.755    | 0.3787     | 1.4553 | 0.755    | 0.7247   | 0.2012 | 0.1054 |
| 0.0366        | 118.0  | 1475 | 0.9306          | 0.755    | 0.3798     | 1.4595 | 0.755    | 0.7247   | 0.2139 | 0.1057 |
| 0.0366        | 118.96 | 1487 | 0.9291          | 0.76     | 0.3789     | 1.4529 | 0.76     | 0.7273   | 0.2014 | 0.1054 |
| 0.0214        | 120.0  | 1500 | 0.9318          | 0.755    | 0.3804     | 1.4520 | 0.755    | 0.7247   | 0.2017 | 0.1050 |
| 0.0214        | 120.96 | 1512 | 0.9325          | 0.755    | 0.3796     | 1.4535 | 0.755    | 0.7247   | 0.2087 | 0.1053 |
| 0.0214        | 122.0  | 1525 | 0.9339          | 0.755    | 0.3804     | 1.4534 | 0.755    | 0.7247   | 0.2068 | 0.1056 |
| 0.0214        | 122.96 | 1537 | 0.9342          | 0.755    | 0.3807     | 1.4519 | 0.755    | 0.7247   | 0.1986 | 0.1052 |
| 0.0214        | 124.0  | 1550 | 0.9357          | 0.755    | 0.3808     | 1.4524 | 0.755    | 0.7247   | 0.2058 | 0.1054 |
| 0.0214        | 124.96 | 1562 | 0.9360          | 0.755    | 0.3808     | 1.4514 | 0.755    | 0.7247   | 0.2061 | 0.1052 |
| 0.0214        | 126.0  | 1575 | 0.9409          | 0.755    | 0.3828     | 1.4557 | 0.755    | 0.7247   | 0.2044 | 0.1058 |
| 0.0214        | 126.96 | 1587 | 0.9390          | 0.755    | 0.3819     | 1.4523 | 0.755    | 0.7247   | 0.2062 | 0.1052 |
| 0.0214        | 128.0  | 1600 | 0.9425          | 0.755    | 0.3833     | 1.4559 | 0.755    | 0.7247   | 0.2049 | 0.1058 |
| 0.0214        | 128.96 | 1612 | 0.9421          | 0.755    | 0.3824     | 1.4534 | 0.755    | 0.7247   | 0.1978 | 0.1055 |
| 0.0214        | 130.0  | 1625 | 0.9433          | 0.755    | 0.3831     | 1.4530 | 0.755    | 0.7247   | 0.2069 | 0.1056 |
| 0.0214        | 130.96 | 1637 | 0.9463          | 0.755    | 0.3842     | 1.4535 | 0.755    | 0.7247   | 0.2127 | 0.1058 |
| 0.0214        | 132.0  | 1650 | 0.9462          | 0.755    | 0.3835     | 1.4546 | 0.755    | 0.7247   | 0.1975 | 0.1057 |
| 0.0214        | 132.96 | 1662 | 0.9479          | 0.755    | 0.3842     | 1.4562 | 0.755    | 0.7247   | 0.2012 | 0.1059 |
| 0.0214        | 134.0  | 1675 | 0.9493          | 0.755    | 0.3852     | 1.4547 | 0.755    | 0.7247   | 0.2161 | 0.1057 |
| 0.0214        | 134.96 | 1687 | 0.9484          | 0.755    | 0.3842     | 1.4563 | 0.755    | 0.7247   | 0.2046 | 0.1055 |
| 0.0214        | 136.0  | 1700 | 0.9500          | 0.755    | 0.3849     | 1.4528 | 0.755    | 0.7247   | 0.2081 | 0.1058 |
| 0.0214        | 136.96 | 1712 | 0.9510          | 0.755    | 0.3854     | 1.4510 | 0.755    | 0.7247   | 0.1976 | 0.1053 |
| 0.0214        | 138.0  | 1725 | 0.9519          | 0.755    | 0.3855     | 1.4516 | 0.755    | 0.7247   | 0.2090 | 0.1056 |
| 0.0214        | 138.96 | 1737 | 0.9535          | 0.755    | 0.3857     | 1.4537 | 0.755    | 0.7247   | 0.2091 | 0.1057 |
| 0.0214        | 140.0  | 1750 | 0.9546          | 0.755    | 0.3862     | 1.4557 | 0.755    | 0.7247   | 0.2020 | 0.1057 |
| 0.0214        | 140.96 | 1762 | 0.9558          | 0.755    | 0.3867     | 1.4530 | 0.755    | 0.7247   | 0.2018 | 0.1059 |
| 0.0214        | 142.0  | 1775 | 0.9567          | 0.755    | 0.3870     | 1.4522 | 0.755    | 0.7247   | 0.2059 | 0.1055 |
| 0.0214        | 142.96 | 1787 | 0.9589          | 0.755    | 0.3876     | 1.4555 | 0.755    | 0.7247   | 0.2063 | 0.1060 |
| 0.0214        | 144.0  | 1800 | 0.9584          | 0.755    | 0.3872     | 1.4568 | 0.755    | 0.7245   | 0.2162 | 0.1056 |
| 0.0214        | 144.96 | 1812 | 0.9613          | 0.755    | 0.3881     | 1.4594 | 0.755    | 0.7247   | 0.2085 | 0.1063 |
| 0.0214        | 146.0  | 1825 | 0.9604          | 0.755    | 0.3873     | 1.5132 | 0.755    | 0.7247   | 0.2047 | 0.1056 |
| 0.0214        | 146.96 | 1837 | 0.9627          | 0.755    | 0.3887     | 1.4573 | 0.755    | 0.7247   | 0.2107 | 0.1059 |
| 0.0214        | 148.0  | 1850 | 0.9643          | 0.755    | 0.3890     | 1.4570 | 0.755    | 0.7247   | 0.2041 | 0.1065 |
| 0.0214        | 148.96 | 1862 | 0.9633          | 0.755    | 0.3886     | 1.4526 | 0.755    | 0.7247   | 0.2085 | 0.1055 |
| 0.0214        | 150.0  | 1875 | 0.9637          | 0.755    | 0.3887     | 1.4551 | 0.755    | 0.7245   | 0.2096 | 0.1054 |
| 0.0214        | 150.96 | 1887 | 0.9645          | 0.755    | 0.3886     | 1.4534 | 0.755    | 0.7247   | 0.2100 | 0.1058 |
| 0.0214        | 152.0  | 1900 | 0.9661          | 0.755    | 0.3891     | 1.4550 | 0.755    | 0.7247   | 0.2072 | 0.1060 |
| 0.0214        | 152.96 | 1912 | 0.9665          | 0.755    | 0.3894     | 1.4543 | 0.755    | 0.7247   | 0.2092 | 0.1057 |
| 0.0214        | 154.0  | 1925 | 0.9667          | 0.755    | 0.3894     | 1.4570 | 0.755    | 0.7245   | 0.2019 | 0.1056 |
| 0.0214        | 154.96 | 1937 | 0.9681          | 0.755    | 0.3900     | 1.4537 | 0.755    | 0.7245   | 0.2098 | 0.1059 |
| 0.0214        | 156.0  | 1950 | 0.9689          | 0.755    | 0.3903     | 1.4533 | 0.755    | 0.7245   | 0.2022 | 0.1056 |
| 0.0214        | 156.96 | 1962 | 0.9689          | 0.755    | 0.3898     | 1.4553 | 0.755    | 0.7247   | 0.2074 | 0.1058 |
| 0.0214        | 158.0  | 1975 | 0.9705          | 0.755    | 0.3901     | 1.4566 | 0.755    | 0.7247   | 0.2072 | 0.1062 |
| 0.0214        | 158.96 | 1987 | 0.9721          | 0.755    | 0.3911     | 1.4570 | 0.755    | 0.7245   | 0.2055 | 0.1062 |
| 0.0155        | 160.0  | 2000 | 0.9712          | 0.755    | 0.3904     | 1.4551 | 0.755    | 0.7245   | 0.2070 | 0.1060 |
| 0.0155        | 160.96 | 2012 | 0.9721          | 0.755    | 0.3906     | 1.4563 | 0.755    | 0.7245   | 0.2108 | 0.1059 |
| 0.0155        | 162.0  | 2025 | 0.9734          | 0.755    | 0.3914     | 1.4550 | 0.755    | 0.7245   | 0.2071 | 0.1057 |
| 0.0155        | 162.96 | 2037 | 0.9740          | 0.755    | 0.3913     | 1.4565 | 0.755    | 0.7245   | 0.2073 | 0.1062 |
| 0.0155        | 164.0  | 2050 | 0.9744          | 0.755    | 0.3915     | 1.4563 | 0.755    | 0.7245   | 0.2101 | 0.1059 |
| 0.0155        | 164.96 | 2062 | 0.9752          | 0.755    | 0.3917     | 1.4558 | 0.755    | 0.7245   | 0.2102 | 0.1059 |
| 0.0155        | 166.0  | 2075 | 0.9755          | 0.755    | 0.3916     | 1.4566 | 0.755    | 0.7245   | 0.2102 | 0.1062 |
| 0.0155        | 166.96 | 2087 | 0.9755          | 0.755    | 0.3917     | 1.4542 | 0.755    | 0.7245   | 0.2100 | 0.1057 |
| 0.0155        | 168.0  | 2100 | 0.9768          | 0.755    | 0.3921     | 1.4578 | 0.755    | 0.7245   | 0.2103 | 0.1059 |
| 0.0155        | 168.96 | 2112 | 0.9767          | 0.755    | 0.3919     | 1.4575 | 0.755    | 0.7245   | 0.2106 | 0.1057 |
| 0.0155        | 170.0  | 2125 | 0.9776          | 0.755    | 0.3922     | 1.4567 | 0.755    | 0.7245   | 0.2101 | 0.1058 |
| 0.0155        | 170.96 | 2137 | 0.9783          | 0.755    | 0.3925     | 1.4560 | 0.755    | 0.7245   | 0.2080 | 0.1062 |
| 0.0155        | 172.0  | 2150 | 0.9793          | 0.755    | 0.3927     | 1.4578 | 0.755    | 0.7245   | 0.2102 | 0.1064 |
| 0.0155        | 172.96 | 2162 | 0.9783          | 0.755    | 0.3923     | 1.4557 | 0.755    | 0.7245   | 0.2098 | 0.1058 |
| 0.0155        | 174.0  | 2175 | 0.9790          | 0.755    | 0.3927     | 1.4550 | 0.755    | 0.7245   | 0.2087 | 0.1057 |
| 0.0155        | 174.96 | 2187 | 0.9801          | 0.755    | 0.3929     | 1.4577 | 0.755    | 0.7245   | 0.2100 | 0.1059 |
| 0.0155        | 176.0  | 2200 | 0.9800          | 0.755    | 0.3928     | 1.4566 | 0.755    | 0.7245   | 0.2081 | 0.1058 |
| 0.0155        | 176.96 | 2212 | 0.9809          | 0.755    | 0.3932     | 1.4568 | 0.755    | 0.7245   | 0.2101 | 0.1058 |
| 0.0155        | 178.0  | 2225 | 0.9808          | 0.755    | 0.3930     | 1.4571 | 0.755    | 0.7245   | 0.2101 | 0.1058 |
| 0.0155        | 178.96 | 2237 | 0.9808          | 0.755    | 0.3930     | 1.4566 | 0.755    | 0.7245   | 0.2082 | 0.1057 |
| 0.0155        | 180.0  | 2250 | 0.9813          | 0.755    | 0.3931     | 1.4567 | 0.755    | 0.7245   | 0.2082 | 0.1058 |
| 0.0155        | 180.96 | 2262 | 0.9817          | 0.755    | 0.3933     | 1.4571 | 0.755    | 0.7245   | 0.2032 | 0.1059 |
| 0.0155        | 182.0  | 2275 | 0.9819          | 0.755    | 0.3933     | 1.4570 | 0.755    | 0.7245   | 0.2103 | 0.1058 |
| 0.0155        | 182.96 | 2287 | 0.9822          | 0.755    | 0.3934     | 1.4567 | 0.755    | 0.7245   | 0.2101 | 0.1058 |
| 0.0155        | 184.0  | 2300 | 0.9824          | 0.755    | 0.3934     | 1.4572 | 0.755    | 0.7245   | 0.2101 | 0.1059 |
| 0.0155        | 184.96 | 2312 | 0.9825          | 0.755    | 0.3935     | 1.4569 | 0.755    | 0.7245   | 0.2081 | 0.1060 |
| 0.0155        | 186.0  | 2325 | 0.9825          | 0.755    | 0.3934     | 1.4574 | 0.755    | 0.7245   | 0.2101 | 0.1059 |
| 0.0155        | 186.96 | 2337 | 0.9829          | 0.755    | 0.3935     | 1.4571 | 0.755    | 0.7245   | 0.2101 | 0.1059 |
| 0.0155        | 188.0  | 2350 | 0.9830          | 0.755    | 0.3936     | 1.4569 | 0.755    | 0.7245   | 0.2081 | 0.1060 |
| 0.0155        | 188.96 | 2362 | 0.9831          | 0.755    | 0.3936     | 1.4572 | 0.755    | 0.7245   | 0.2082 | 0.1059 |
| 0.0155        | 190.0  | 2375 | 0.9830          | 0.755    | 0.3935     | 1.4575 | 0.755    | 0.7245   | 0.2101 | 0.1059 |
| 0.0155        | 190.96 | 2387 | 0.9831          | 0.755    | 0.3936     | 1.4572 | 0.755    | 0.7245   | 0.2101 | 0.1059 |
| 0.0155        | 192.0  | 2400 | 0.9831          | 0.755    | 0.3936     | 1.4572 | 0.755    | 0.7245   | 0.2101 | 0.1059 |


### Framework versions

- Transformers 4.30.2
- Pytorch 1.13.1
- Datasets 2.13.1
- Tokenizers 0.13.3

adve email form letter memo news note report resume scientific