pytorch generated_from_trainer dataset:bionlp2004 license:apache-2.0 region:us
---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- bionlp2004
metrics:
- precision
- recall
- f1
- accuracy
model-index:
- name: bert-base-uncased_1_1039_token
  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. -->

# bert-base-uncased_1_1039_token

This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on the bionlp2004 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.6205
- Precision: 0.7
- Recall: 0.7475
- F1: 0.7230
- Accuracy: 0.9303

## 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: 0.001
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 500

### Training results

| Training Loss | Epoch | Step  | Validation Loss | Precision | Recall | F1     | Accuracy |
|:-------------:|:-----:|:-----:|:---------------:|:---------:|:------:|:------:|:--------:|
| No log        | 1.0   | 65    | 0.3927          | 0.3401    | 0.4506 | 0.3876 | 0.8601   |
| No log        | 2.0   | 130   | 0.2833          | 0.4891    | 0.6490 | 0.5579 | 0.9018   |
| No log        | 3.0   | 195   | 0.2549          | 0.5977    | 0.6272 | 0.6121 | 0.9126   |
| No log        | 4.0   | 260   | 0.2300          | 0.6220    | 0.7102 | 0.6632 | 0.9233   |
| No log        | 5.0   | 325   | 0.2401          | 0.6395    | 0.6969 | 0.6670 | 0.9235   |
| No log        | 6.0   | 390   | 0.2388          | 0.6406    | 0.7238 | 0.6796 | 0.9227   |
| No log        | 7.0   | 455   | 0.2339          | 0.6540    | 0.7279 | 0.6890 | 0.9258   |
| 0.2734        | 8.0   | 520   | 0.2379          | 0.6473    | 0.7111 | 0.6777 | 0.9258   |
| 0.2734        | 9.0   | 585   | 0.2369          | 0.6561    | 0.7432 | 0.6970 | 0.9269   |
| 0.2734        | 10.0  | 650   | 0.2784          | 0.6316    | 0.6418 | 0.6367 | 0.9154   |
| 0.2734        | 11.0  | 715   | 0.2570          | 0.6466    | 0.7218 | 0.6821 | 0.9266   |
| 0.2734        | 12.0  | 780   | 0.2548          | 0.6493    | 0.7310 | 0.6877 | 0.9246   |
| 0.2734        | 13.0  | 845   | 0.2647          | 0.6516    | 0.7198 | 0.6840 | 0.9259   |
| 0.2734        | 14.0  | 910   | 0.2706          | 0.6663    | 0.7054 | 0.6853 | 0.9266   |
| 0.2734        | 15.0  | 975   | 0.2903          | 0.6342    | 0.6843 | 0.6583 | 0.9190   |
| 0.128         | 16.0  | 1040  | 0.2878          | 0.6459    | 0.7138 | 0.6782 | 0.9229   |
| 0.128         | 17.0  | 1105  | 0.2718          | 0.6473    | 0.7220 | 0.6826 | 0.9257   |
| 0.128         | 18.0  | 1170  | 0.2902          | 0.6271    | 0.7048 | 0.6637 | 0.9208   |
| 0.128         | 19.0  | 1235  | 0.2775          | 0.6779    | 0.7216 | 0.6991 | 0.9279   |
| 0.128         | 20.0  | 1300  | 0.2801          | 0.6633    | 0.7333 | 0.6965 | 0.9265   |
| 0.128         | 21.0  | 1365  | 0.2835          | 0.6702    | 0.7347 | 0.7010 | 0.9278   |
| 0.128         | 22.0  | 1430  | 0.2910          | 0.6563    | 0.6773 | 0.6666 | 0.9213   |
| 0.128         | 23.0  | 1495  | 0.2841          | 0.6538    | 0.7180 | 0.6844 | 0.9273   |
| 0.0965        | 24.0  | 1560  | 0.3006          | 0.6630    | 0.6976 | 0.6799 | 0.9256   |
| 0.0965        | 25.0  | 1625  | 0.2973          | 0.6465    | 0.7329 | 0.6870 | 0.9255   |
| 0.0965        | 26.0  | 1690  | 0.2839          | 0.6835    | 0.7338 | 0.7078 | 0.9298   |
| 0.0965        | 27.0  | 1755  | 0.2988          | 0.6624    | 0.7493 | 0.7032 | 0.9284   |
| 0.0965        | 28.0  | 1820  | 0.3196          | 0.6696    | 0.7162 | 0.6921 | 0.9256   |
| 0.0965        | 29.0  | 1885  | 0.2946          | 0.6578    | 0.7203 | 0.6876 | 0.9255   |
| 0.0965        | 30.0  | 1950  | 0.2933          | 0.6474    | 0.7328 | 0.6874 | 0.9279   |
| 0.0779        | 31.0  | 2015  | 0.3187          | 0.6578    | 0.7497 | 0.7007 | 0.9275   |
| 0.0779        | 32.0  | 2080  | 0.3121          | 0.6655    | 0.7520 | 0.7061 | 0.9290   |
| 0.0779        | 33.0  | 2145  | 0.2993          | 0.6669    | 0.7059 | 0.6859 | 0.9265   |
| 0.0779        | 34.0  | 2210  | 0.3034          | 0.6591    | 0.7589 | 0.7054 | 0.9291   |
| 0.0779        | 35.0  | 2275  | 0.3123          | 0.6675    | 0.7319 | 0.6982 | 0.9270   |
| 0.0779        | 36.0  | 2340  | 0.3605          | 0.6380    | 0.7027 | 0.6688 | 0.9220   |
| 0.0779        | 37.0  | 2405  | 0.3234          | 0.6656    | 0.6816 | 0.6735 | 0.9229   |
| 0.0779        | 38.0  | 2470  | 0.3268          | 0.6689    | 0.7014 | 0.6848 | 0.9258   |
| 0.0679        | 39.0  | 2535  | 0.3391          | 0.6673    | 0.7221 | 0.6937 | 0.9255   |
| 0.0679        | 40.0  | 2600  | 0.3315          | 0.6561    | 0.6888 | 0.6721 | 0.9240   |
| 0.0679        | 41.0  | 2665  | 0.3326          | 0.6669    | 0.7356 | 0.6996 | 0.9245   |
| 0.0679        | 42.0  | 2730  | 0.3290          | 0.6659    | 0.7257 | 0.6945 | 0.9263   |
| 0.0679        | 43.0  | 2795  | 0.3197          | 0.6640    | 0.7571 | 0.7075 | 0.9289   |
| 0.0679        | 44.0  | 2860  | 0.3454          | 0.6561    | 0.7265 | 0.6895 | 0.9246   |
| 0.0679        | 45.0  | 2925  | 0.3498          | 0.6650    | 0.7441 | 0.7023 | 0.9262   |
| 0.0679        | 46.0  | 2990  | 0.3322          | 0.6744    | 0.7286 | 0.7005 | 0.9295   |
| 0.0599        | 47.0  | 3055  | 0.3323          | 0.6793    | 0.7274 | 0.7025 | 0.9289   |
| 0.0599        | 48.0  | 3120  | 0.3281          | 0.6768    | 0.7176 | 0.6966 | 0.9281   |
| 0.0599        | 49.0  | 3185  | 0.3469          | 0.6731    | 0.7443 | 0.7069 | 0.9285   |
| 0.0599        | 50.0  | 3250  | 0.3714          | 0.6612    | 0.6948 | 0.6776 | 0.9230   |
| 0.0599        | 51.0  | 3315  | 0.3626          | 0.6601    | 0.7162 | 0.6870 | 0.9249   |
| 0.0599        | 52.0  | 3380  | 0.3335          | 0.6722    | 0.7382 | 0.7036 | 0.9273   |
| 0.0599        | 53.0  | 3445  | 0.3431          | 0.6663    | 0.7383 | 0.7005 | 0.9260   |
| 0.0537        | 54.0  | 3510  | 0.3891          | 0.6606    | 0.6904 | 0.6752 | 0.9227   |
| 0.0537        | 55.0  | 3575  | 0.3480          | 0.6575    | 0.7227 | 0.6886 | 0.9252   |
| 0.0537        | 56.0  | 3640  | 0.3373          | 0.6748    | 0.7401 | 0.7059 | 0.9283   |
| 0.0537        | 57.0  | 3705  | 0.3570          | 0.6658    | 0.7333 | 0.6979 | 0.9286   |
| 0.0537        | 58.0  | 3770  | 0.3629          | 0.6710    | 0.6982 | 0.6843 | 0.9248   |
| 0.0537        | 59.0  | 3835  | 0.3193          | 0.6785    | 0.7257 | 0.7013 | 0.9290   |
| 0.0537        | 60.0  | 3900  | 0.3545          | 0.6825    | 0.7126 | 0.6972 | 0.9266   |
| 0.0537        | 61.0  | 3965  | 0.3628          | 0.6823    | 0.7063 | 0.6941 | 0.9268   |
| 0.0489        | 62.0  | 4030  | 0.3482          | 0.6797    | 0.7364 | 0.7069 | 0.9283   |
| 0.0489        | 63.0  | 4095  | 0.3773          | 0.6763    | 0.7223 | 0.6985 | 0.9268   |
| 0.0489        | 64.0  | 4160  | 0.3413          | 0.6806    | 0.7337 | 0.7061 | 0.9286   |
| 0.0489        | 65.0  | 4225  | 0.3733          | 0.6657    | 0.7338 | 0.6981 | 0.9263   |
| 0.0489        | 66.0  | 4290  | 0.3804          | 0.6691    | 0.7052 | 0.6867 | 0.9245   |
| 0.0489        | 67.0  | 4355  | 0.3629          | 0.6614    | 0.7491 | 0.7025 | 0.9296   |
| 0.0489        | 68.0  | 4420  | 0.3675          | 0.6816    | 0.7270 | 0.7036 | 0.9281   |
| 0.0489        | 69.0  | 4485  | 0.3909          | 0.6604    | 0.7189 | 0.6884 | 0.9241   |
| 0.0464        | 70.0  | 4550  | 0.3570          | 0.6616    | 0.7558 | 0.7056 | 0.9277   |
| 0.0464        | 71.0  | 4615  | 0.3651          | 0.6861    | 0.7382 | 0.7112 | 0.9298   |
| 0.0464        | 72.0  | 4680  | 0.3539          | 0.6849    | 0.7340 | 0.7086 | 0.9290   |
| 0.0464        | 73.0  | 4745  | 0.3703          | 0.6729    | 0.7400 | 0.7049 | 0.9298   |
| 0.0464        | 74.0  | 4810  | 0.4186          | 0.6744    | 0.7032 | 0.6885 | 0.9233   |
| 0.0464        | 75.0  | 4875  | 0.3803          | 0.6718    | 0.7248 | 0.6973 | 0.9279   |
| 0.0464        | 76.0  | 4940  | 0.3774          | 0.6648    | 0.7191 | 0.6909 | 0.9269   |
| 0.0409        | 77.0  | 5005  | 0.3961          | 0.6685    | 0.7322 | 0.6989 | 0.9261   |
| 0.0409        | 78.0  | 5070  | 0.3988          | 0.6703    | 0.7187 | 0.6937 | 0.9255   |
| 0.0409        | 79.0  | 5135  | 0.3861          | 0.6759    | 0.7079 | 0.6915 | 0.9266   |
| 0.0409        | 80.0  | 5200  | 0.4134          | 0.6644    | 0.7266 | 0.6941 | 0.9252   |
| 0.0409        | 81.0  | 5265  | 0.4082          | 0.6861    | 0.7007 | 0.6933 | 0.9250   |
| 0.0409        | 82.0  | 5330  | 0.3831          | 0.6669    | 0.7524 | 0.7071 | 0.9280   |
| 0.0409        | 83.0  | 5395  | 0.3774          | 0.6657    | 0.7156 | 0.6898 | 0.9262   |
| 0.0409        | 84.0  | 5460  | 0.4081          | 0.6853    | 0.7281 | 0.7060 | 0.9274   |
| 0.0406        | 85.0  | 5525  | 0.3629          | 0.6813    | 0.7232 | 0.7016 | 0.9282   |
| 0.0406        | 86.0  | 5590  | 0.3941          | 0.6754    | 0.7263 | 0.6999 | 0.9269   |
| 0.0406        | 87.0  | 5655  | 0.3798          | 0.6781    | 0.7232 | 0.7000 | 0.9273   |
| 0.0406        | 88.0  | 5720  | 0.3851          | 0.6630    | 0.7308 | 0.6952 | 0.9254   |
| 0.0406        | 89.0  | 5785  | 0.3829          | 0.6894    | 0.7207 | 0.7047 | 0.9276   |
| 0.0406        | 90.0  | 5850  | 0.4086          | 0.6545    | 0.7238 | 0.6874 | 0.9235   |
| 0.0406        | 91.0  | 5915  | 0.4207          | 0.6783    | 0.7023 | 0.6901 | 0.9233   |
| 0.0406        | 92.0  | 5980  | 0.4054          | 0.6675    | 0.7083 | 0.6873 | 0.9266   |
| 0.0372        | 93.0  | 6045  | 0.3989          | 0.6767    | 0.7459 | 0.7096 | 0.9280   |
| 0.0372        | 94.0  | 6110  | 0.3886          | 0.6607    | 0.7230 | 0.6905 | 0.9271   |
| 0.0372        | 95.0  | 6175  | 0.4126          | 0.6741    | 0.7252 | 0.6987 | 0.9265   |
| 0.0372        | 96.0  | 6240  | 0.4156          | 0.6734    | 0.7117 | 0.6920 | 0.9259   |
| 0.0372        | 97.0  | 6305  | 0.3985          | 0.6857    | 0.7346 | 0.7093 | 0.9286   |
| 0.0372        | 98.0  | 6370  | 0.4015          | 0.6799    | 0.7302 | 0.7042 | 0.9279   |
| 0.0372        | 99.0  | 6435  | 0.3962          | 0.6705    | 0.7675 | 0.7158 | 0.9296   |
| 0.0349        | 100.0 | 6500  | 0.4076          | 0.6803    | 0.7131 | 0.6963 | 0.9274   |
| 0.0349        | 101.0 | 6565  | 0.3971          | 0.6850    | 0.7196 | 0.7019 | 0.9278   |
| 0.0349        | 102.0 | 6630  | 0.4211          | 0.6676    | 0.7167 | 0.6913 | 0.9258   |
| 0.0349        | 103.0 | 6695  | 0.4008          | 0.6878    | 0.7407 | 0.7133 | 0.9299   |
| 0.0349        | 104.0 | 6760  | 0.4012          | 0.6744    | 0.7311 | 0.7016 | 0.9270   |
| 0.0349        | 105.0 | 6825  | 0.4150          | 0.6670    | 0.7329 | 0.6984 | 0.9242   |
| 0.0349        | 106.0 | 6890  | 0.3945          | 0.6757    | 0.7182 | 0.6963 | 0.9282   |
| 0.0349        | 107.0 | 6955  | 0.4071          | 0.6709    | 0.7304 | 0.6994 | 0.9268   |
| 0.0329        | 108.0 | 7020  | 0.3946          | 0.6882    | 0.7295 | 0.7083 | 0.9300   |
| 0.0329        | 109.0 | 7085  | 0.3931          | 0.6892    | 0.7301 | 0.7091 | 0.9310   |
| 0.0329        | 110.0 | 7150  | 0.4120          | 0.6855    | 0.7416 | 0.7125 | 0.9302   |
| 0.0329        | 111.0 | 7215  | 0.4207          | 0.6951    | 0.7218 | 0.7082 | 0.9301   |
| 0.0329        | 112.0 | 7280  | 0.4134          | 0.6773    | 0.7119 | 0.6942 | 0.9271   |
| 0.0329        | 113.0 | 7345  | 0.4319          | 0.6782    | 0.7248 | 0.7007 | 0.9277   |
| 0.0329        | 114.0 | 7410  | 0.4050          | 0.6786    | 0.7247 | 0.7009 | 0.9282   |
| 0.0329        | 115.0 | 7475  | 0.4142          | 0.6853    | 0.7272 | 0.7056 | 0.9284   |
| 0.0298        | 116.0 | 7540  | 0.4282          | 0.6954    | 0.7362 | 0.7152 | 0.9290   |
| 0.0298        | 117.0 | 7605  | 0.4134          | 0.6888    | 0.7263 | 0.7070 | 0.9297   |
| 0.0298        | 118.0 | 7670  | 0.4067          | 0.6748    | 0.7272 | 0.7000 | 0.9279   |
| 0.0298        | 119.0 | 7735  | 0.4115          | 0.6790    | 0.7149 | 0.6965 | 0.9270   |
| 0.0298        | 120.0 | 7800  | 0.4368          | 0.6780    | 0.7463 | 0.7105 | 0.9283   |
| 0.0298        | 121.0 | 7865  | 0.4423          | 0.6771    | 0.7225 | 0.6991 | 0.9264   |
| 0.0298        | 122.0 | 7930  | 0.4741          | 0.6790    | 0.7036 | 0.6911 | 0.9234   |
| 0.0298        | 123.0 | 7995  | 0.4484          | 0.6735    | 0.7484 | 0.7090 | 0.9272   |
| 0.0284        | 124.0 | 8060  | 0.4489          | 0.6687    | 0.7302 | 0.6981 | 0.9257   |
| 0.0284        | 125.0 | 8125  | 0.4399          | 0.6666    | 0.7448 | 0.7035 | 0.9274   |
| 0.0284        | 126.0 | 8190  | 0.4363          | 0.6747    | 0.7463 | 0.7087 | 0.9281   |
| 0.0284        | 127.0 | 8255  | 0.4146          | 0.6777    | 0.7403 | 0.7076 | 0.9293   |
| 0.0284        | 128.0 | 8320  | 0.4217          | 0.6591    | 0.7275 | 0.6916 | 0.9264   |
| 0.0284        | 129.0 | 8385  | 0.4441          | 0.6785    | 0.7457 | 0.7105 | 0.9292   |
| 0.0284        | 130.0 | 8450  | 0.4185          | 0.6706    | 0.7522 | 0.7090 | 0.9297   |
| 0.0284        | 131.0 | 8515  | 0.4381          | 0.6960    | 0.7214 | 0.7085 | 0.9286   |
| 0.0284        | 132.0 | 8580  | 0.4390          | 0.6689    | 0.7153 | 0.6913 | 0.9262   |
| 0.0284        | 133.0 | 8645  | 0.4442          | 0.6755    | 0.7364 | 0.7046 | 0.9289   |
| 0.0284        | 134.0 | 8710  | 0.4730          | 0.6728    | 0.7012 | 0.6867 | 0.9244   |
| 0.0284        | 135.0 | 8775  | 0.4571          | 0.6653    | 0.7230 | 0.6930 | 0.9250   |
| 0.0284        | 136.0 | 8840  | 0.4356          | 0.6648    | 0.7164 | 0.6896 | 0.9262   |
| 0.0284        | 137.0 | 8905  | 0.4513          | 0.6735    | 0.7277 | 0.6996 | 0.9278   |
| 0.0284        | 138.0 | 8970  | 0.4513          | 0.6873    | 0.7184 | 0.7025 | 0.9271   |
| 0.0256        | 139.0 | 9035  | 0.4225          | 0.6838    | 0.7495 | 0.7151 | 0.9301   |
| 0.0256        | 140.0 | 9100  | 0.4391          | 0.6690    | 0.7556 | 0.7097 | 0.9285   |
| 0.0256        | 141.0 | 9165  | 0.4451          | 0.6695    | 0.7502 | 0.7075 | 0.9286   |
| 0.0256        | 142.0 | 9230  | 0.4582          | 0.6684    | 0.7522 | 0.7078 | 0.9276   |
| 0.0256        | 143.0 | 9295  | 0.4551          | 0.6827    | 0.7140 | 0.6980 | 0.9264   |
| 0.0256        | 144.0 | 9360  | 0.4307          | 0.6752    | 0.7245 | 0.6990 | 0.9262   |
| 0.0256        | 145.0 | 9425  | 0.4293          | 0.6899    | 0.7448 | 0.7163 | 0.9312   |
| 0.0256        | 146.0 | 9490  | 0.4490          | 0.6793    | 0.7248 | 0.7013 | 0.9267   |
| 0.0248        | 147.0 | 9555  | 0.4450          | 0.6692    | 0.7344 | 0.7003 | 0.9282   |
| 0.0248        | 148.0 | 9620  | 0.4257          | 0.6739    | 0.7200 | 0.6962 | 0.9284   |
| 0.0248        | 149.0 | 9685  | 0.4630          | 0.6776    | 0.7338 | 0.7046 | 0.9274   |
| 0.0248        | 150.0 | 9750  | 0.4438          | 0.6881    | 0.7286 | 0.7078 | 0.9290   |
| 0.0248        | 151.0 | 9815  | 0.4519          | 0.6773    | 0.7394 | 0.7070 | 0.9291   |
| 0.0248        | 152.0 | 9880  | 0.4522          | 0.6562    | 0.7320 | 0.6920 | 0.9256   |
| 0.0248        | 153.0 | 9945  | 0.4469          | 0.6795    | 0.7509 | 0.7134 | 0.9286   |
| 0.0243        | 154.0 | 10010 | 0.4517          | 0.6788    | 0.7396 | 0.7079 | 0.9284   |
| 0.0243        | 155.0 | 10075 | 0.4536          | 0.6795    | 0.7165 | 0.6975 | 0.9265   |
| 0.0243        | 156.0 | 10140 | 0.4552          | 0.6751    | 0.7383 | 0.7053 | 0.9278   |
| 0.0243        | 157.0 | 10205 | 0.4697          | 0.6681    | 0.7610 | 0.7116 | 0.9271   |
| 0.0243        | 158.0 | 10270 | 0.4578          | 0.6825    | 0.7410 | 0.7106 | 0.9276   |
| 0.0243        | 159.0 | 10335 | 0.4497          | 0.6742    | 0.7270 | 0.6996 | 0.9268   |
| 0.0243        | 160.0 | 10400 | 0.4690          | 0.6829    | 0.7234 | 0.7026 | 0.9270   |
| 0.0243        | 161.0 | 10465 | 0.4587          | 0.6745    | 0.7441 | 0.7076 | 0.9270   |
| 0.022         | 162.0 | 10530 | 0.4655          | 0.6620    | 0.7484 | 0.7026 | 0.9265   |
| 0.022         | 163.0 | 10595 | 0.5050          | 0.6750    | 0.7095 | 0.6918 | 0.9250   |
| 0.022         | 164.0 | 10660 | 0.4491          | 0.6755    | 0.7405 | 0.7065 | 0.9263   |
| 0.022         | 165.0 | 10725 | 0.4521          | 0.6728    | 0.7198 | 0.6955 | 0.9277   |
| 0.022         | 166.0 | 10790 | 0.4886          | 0.6728    | 0.7349 | 0.7025 | 0.9268   |
| 0.022         | 167.0 | 10855 | 0.4717          | 0.6740    | 0.7119 | 0.6924 | 0.9257   |
| 0.022         | 168.0 | 10920 | 0.4572          | 0.6856    | 0.7038 | 0.6946 | 0.9261   |
| 0.022         | 169.0 | 10985 | 0.4419          | 0.6806    | 0.7382 | 0.7082 | 0.9284   |
| 0.0218        | 170.0 | 11050 | 0.4639          | 0.6762    | 0.7382 | 0.7058 | 0.9288   |
| 0.0218        | 171.0 | 11115 | 0.4820          | 0.6801    | 0.7367 | 0.7073 | 0.9280   |
| 0.0218        | 172.0 | 11180 | 0.4422          | 0.6946    | 0.7331 | 0.7133 | 0.9291   |
| 0.0218        | 173.0 | 11245 | 0.4668          | 0.6824    | 0.7371 | 0.7087 | 0.9282   |
| 0.0218        | 174.0 | 11310 | 0.4780          | 0.6772    | 0.6978 | 0.6874 | 0.9240   |
| 0.0218        | 175.0 | 11375 | 0.4586          | 0.6705    | 0.7113 | 0.6903 | 0.9265   |
| 0.0218        | 176.0 | 11440 | 0.5096          | 0.6835    | 0.7243 | 0.7033 | 0.9255   |
| 0.0198        | 177.0 | 11505 | 0.4756          | 0.6884    | 0.7524 | 0.7190 | 0.9291   |
| 0.0198        | 178.0 | 11570 | 0.4505          | 0.6896    | 0.7446 | 0.7161 | 0.9300   |
| 0.0198        | 179.0 | 11635 | 0.4776          | 0.6774    | 0.7111 | 0.6938 | 0.9248   |
| 0.0198        | 180.0 | 11700 | 0.4555          | 0.6982    | 0.7106 | 0.7043 | 0.9285   |
| 0.0198        | 181.0 | 11765 | 0.4290          | 0.6964    | 0.7324 | 0.7139 | 0.9302   |
| 0.0198        | 182.0 | 11830 | 0.4506          | 0.6790    | 0.7216 | 0.6997 | 0.9268   |
| 0.0198        | 183.0 | 11895 | 0.4399          | 0.6807    | 0.7497 | 0.7135 | 0.9303   |
| 0.0198        | 184.0 | 11960 | 0.4716          | 0.6830    | 0.7403 | 0.7105 | 0.9280   |
| 0.0206        | 185.0 | 12025 | 0.4669          | 0.6788    | 0.7261 | 0.7016 | 0.9288   |
| 0.0206        | 186.0 | 12090 | 0.4867          | 0.6700    | 0.6948 | 0.6822 | 0.9229   |
| 0.0206        | 187.0 | 12155 | 0.4490          | 0.6759    | 0.7147 | 0.6948 | 0.9259   |
| 0.0206        | 188.0 | 12220 | 0.4562          | 0.68      | 0.7531 | 0.7147 | 0.9290   |
| 0.0206        | 189.0 | 12285 | 0.4698          | 0.6796    | 0.7328 | 0.7052 | 0.9273   |
| 0.0206        | 190.0 | 12350 | 0.4764          | 0.6640    | 0.7158 | 0.6890 | 0.9261   |
| 0.0206        | 191.0 | 12415 | 0.4750          | 0.6742    | 0.7378 | 0.7046 | 0.9275   |
| 0.0206        | 192.0 | 12480 | 0.4918          | 0.6750    | 0.7193 | 0.6964 | 0.9253   |
| 0.0196        | 193.0 | 12545 | 0.5007          | 0.6843    | 0.7162 | 0.6999 | 0.9250   |
| 0.0196        | 194.0 | 12610 | 0.4839          | 0.6798    | 0.7349 | 0.7063 | 0.9278   |
| 0.0196        | 195.0 | 12675 | 0.4821          | 0.6841    | 0.7430 | 0.7124 | 0.9281   |
| 0.0196        | 196.0 | 12740 | 0.5027          | 0.6787    | 0.7165 | 0.6971 | 0.9252   |
| 0.0196        | 197.0 | 12805 | 0.4711          | 0.6787    | 0.7270 | 0.7020 | 0.9278   |
| 0.0196        | 198.0 | 12870 | 0.4854          | 0.6876    | 0.7128 | 0.7000 | 0.9273   |
| 0.0196        | 199.0 | 12935 | 0.4917          | 0.6732    | 0.7452 | 0.7074 | 0.9273   |
| 0.018         | 200.0 | 13000 | 0.4710          | 0.6867    | 0.7421 | 0.7133 | 0.9295   |
| 0.018         | 201.0 | 13065 | 0.4948          | 0.6746    | 0.7423 | 0.7069 | 0.9277   |
| 0.018         | 202.0 | 13130 | 0.4908          | 0.6782    | 0.6964 | 0.6872 | 0.9238   |
| 0.018         | 203.0 | 13195 | 0.4488          | 0.6775    | 0.7263 | 0.7010 | 0.9276   |
| 0.018         | 204.0 | 13260 | 0.4625          | 0.6751    | 0.7274 | 0.7002 | 0.9277   |
| 0.018         | 205.0 | 13325 | 0.4836          | 0.6712    | 0.7495 | 0.7082 | 0.9270   |
| 0.018         | 206.0 | 13390 | 0.4964          | 0.6803    | 0.7380 | 0.7080 | 0.9290   |
| 0.018         | 207.0 | 13455 | 0.4720          | 0.6948    | 0.7299 | 0.7119 | 0.9283   |
| 0.0183        | 208.0 | 13520 | 0.4737          | 0.6837    | 0.7257 | 0.7041 | 0.9282   |
| 0.0183        | 209.0 | 13585 | 0.4855          | 0.6874    | 0.7358 | 0.7108 | 0.9294   |
| 0.0183        | 210.0 | 13650 | 0.4864          | 0.6768    | 0.7365 | 0.7054 | 0.9275   |
| 0.0183        | 211.0 | 13715 | 0.4721          | 0.6767    | 0.7335 | 0.7039 | 0.9294   |
| 0.0183        | 212.0 | 13780 | 0.4595          | 0.6909    | 0.7387 | 0.7140 | 0.9296   |
| 0.0183        | 213.0 | 13845 | 0.4607          | 0.6815    | 0.7180 | 0.6993 | 0.9265   |
| 0.0183        | 214.0 | 13910 | 0.4750          | 0.6794    | 0.7565 | 0.7159 | 0.9298   |
| 0.0183        | 215.0 | 13975 | 0.5054          | 0.6912    | 0.7265 | 0.7084 | 0.9273   |
| 0.0154        | 216.0 | 14040 | 0.4812          | 0.6851    | 0.7508 | 0.7164 | 0.9297   |
| 0.0154        | 217.0 | 14105 | 0.5386          | 0.6914    | 0.7205 | 0.7056 | 0.9257   |
| 0.0154        | 218.0 | 14170 | 0.4925          | 0.6913    | 0.7297 | 0.7100 | 0.9283   |
| 0.0154        | 219.0 | 14235 | 0.4705          | 0.6971    | 0.7475 | 0.7214 | 0.9316   |
| 0.0154        | 220.0 | 14300 | 0.5013          | 0.6898    | 0.7306 | 0.7096 | 0.9277   |
| 0.0154        | 221.0 | 14365 | 0.4997          | 0.6863    | 0.7184 | 0.7020 | 0.9276   |
| 0.0154        | 222.0 | 14430 | 0.5020          | 0.6847    | 0.7410 | 0.7118 | 0.9284   |
| 0.0154        | 223.0 | 14495 | 0.5022          | 0.6922    | 0.7461 | 0.7181 | 0.9279   |
| 0.0146        | 224.0 | 14560 | 0.4728          | 0.7012    | 0.7279 | 0.7143 | 0.9294   |
| 0.0146        | 225.0 | 14625 | 0.4814          | 0.6676    | 0.7223 | 0.6939 | 0.9272   |
| 0.0146        | 226.0 | 14690 | 0.4605          | 0.6784    | 0.7648 | 0.7190 | 0.9304   |
| 0.0146        | 227.0 | 14755 | 0.4963          | 0.6694    | 0.7257 | 0.6964 | 0.9247   |
| 0.0146        | 228.0 | 14820 | 0.5023          | 0.6788    | 0.7394 | 0.7078 | 0.9263   |
| 0.0146        | 229.0 | 14885 | 0.4602          | 0.6762    | 0.7202 | 0.6975 | 0.9277   |
| 0.0146        | 230.0 | 14950 | 0.4863          | 0.6750    | 0.7428 | 0.7073 | 0.9285   |
| 0.0156        | 231.0 | 15015 | 0.4943          | 0.6758    | 0.7306 | 0.7021 | 0.9269   |
| 0.0156        | 232.0 | 15080 | 0.5088          | 0.6744    | 0.7211 | 0.6970 | 0.9260   |
| 0.0156        | 233.0 | 15145 | 0.4918          | 0.7025    | 0.7358 | 0.7188 | 0.9302   |
| 0.0156        | 234.0 | 15210 | 0.4906          | 0.6893    | 0.7504 | 0.7186 | 0.9296   |
| 0.0156        | 235.0 | 15275 | 0.5002          | 0.6967    | 0.7358 | 0.7157 | 0.9289   |
| 0.0156        | 236.0 | 15340 | 0.4947          | 0.6784    | 0.7439 | 0.7097 | 0.9286   |
| 0.0156        | 237.0 | 15405 | 0.5179          | 0.6792    | 0.7416 | 0.7090 | 0.9280   |
| 0.0156        | 238.0 | 15470 | 0.5050          | 0.6717    | 0.7475 | 0.7076 | 0.9278   |
| 0.013         | 239.0 | 15535 | 0.5563          | 0.6860    | 0.7110 | 0.6983 | 0.9247   |
| 0.013         | 240.0 | 15600 | 0.5120          | 0.6909    | 0.7259 | 0.7080 | 0.9276   |
| 0.013         | 241.0 | 15665 | 0.5292          | 0.6878    | 0.7437 | 0.7147 | 0.9292   |
| 0.013         | 242.0 | 15730 | 0.5243          | 0.6824    | 0.7445 | 0.7121 | 0.9275   |
| 0.013         | 243.0 | 15795 | 0.5224          | 0.6901    | 0.7499 | 0.7187 | 0.9292   |
| 0.013         | 244.0 | 15860 | 0.5238          | 0.6830    | 0.7396 | 0.7102 | 0.9276   |
| 0.013         | 245.0 | 15925 | 0.5254          | 0.6785    | 0.7360 | 0.7061 | 0.9269   |
| 0.013         | 246.0 | 15990 | 0.4890          | 0.6987    | 0.7412 | 0.7193 | 0.9294   |
| 0.0136        | 247.0 | 16055 | 0.5060          | 0.6978    | 0.7122 | 0.7049 | 0.9276   |
| 0.0136        | 248.0 | 16120 | 0.5220          | 0.6994    | 0.7470 | 0.7224 | 0.9289   |
| 0.0136        | 249.0 | 16185 | 0.5061          | 0.6888    | 0.7479 | 0.7171 | 0.9286   |
| 0.0136        | 250.0 | 16250 | 0.5155          | 0.6921    | 0.7405 | 0.7155 | 0.9294   |
| 0.0136        | 251.0 | 16315 | 0.5270          | 0.6743    | 0.7572 | 0.7134 | 0.9277   |
| 0.0136        | 252.0 | 16380 | 0.5273          | 0.6910    | 0.7450 | 0.7170 | 0.9293   |
| 0.0136        | 253.0 | 16445 | 0.5248          | 0.6862    | 0.7427 | 0.7133 | 0.9277   |
| 0.0121        | 254.0 | 16510 | 0.5114          | 0.6931    | 0.7301 | 0.7111 | 0.9287   |
| 0.0121        | 255.0 | 16575 | 0.5175          | 0.6921    | 0.7340 | 0.7125 | 0.9291   |
| 0.0121        | 256.0 | 16640 | 0.5471          | 0.7008    | 0.7232 | 0.7118 | 0.9274   |
| 0.0121        | 257.0 | 16705 | 0.5304          | 0.6887    | 0.7232 | 0.7056 | 0.9277   |
| 0.0121        | 258.0 | 16770 | 0.5564          | 0.6784    | 0.7333 | 0.7048 | 0.9263   |
| 0.0121        | 259.0 | 16835 | 0.5257          | 0.6849    | 0.7394 | 0.7111 | 0.9296   |
| 0.0121        | 260.0 | 16900 | 0.5294          | 0.6801    | 0.7585 | 0.7172 | 0.9283   |
| 0.0121        | 261.0 | 16965 | 0.5513          | 0.6842    | 0.7391 | 0.7106 | 0.9281   |
| 0.0113        | 262.0 | 17030 | 0.5238          | 0.6833    | 0.7529 | 0.7164 | 0.9294   |
| 0.0113        | 263.0 | 17095 | 0.5356          | 0.6854    | 0.7320 | 0.7079 | 0.9280   |
| 0.0113        | 264.0 | 17160 | 0.5556          | 0.6939    | 0.7299 | 0.7114 | 0.9278   |
| 0.0113        | 265.0 | 17225 | 0.5405          | 0.6810    | 0.7401 | 0.7094 | 0.9265   |
| 0.0113        | 266.0 | 17290 | 0.5334          | 0.6898    | 0.7185 | 0.7039 | 0.9261   |
| 0.0113        | 267.0 | 17355 | 0.5277          | 0.6806    | 0.7383 | 0.7083 | 0.9278   |
| 0.0113        | 268.0 | 17420 | 0.5446          | 0.6909    | 0.7286 | 0.7093 | 0.9273   |
| 0.0113        | 269.0 | 17485 | 0.5395          | 0.6980    | 0.7396 | 0.7182 | 0.9297   |
| 0.0101        | 270.0 | 17550 | 0.5257          | 0.6836    | 0.7466 | 0.7137 | 0.9293   |
| 0.0101        | 271.0 | 17615 | 0.5158          | 0.6744    | 0.7302 | 0.7012 | 0.9277   |
| 0.0101        | 272.0 | 17680 | 0.5170          | 0.7018    | 0.7500 | 0.7251 | 0.9315   |
| 0.0101        | 273.0 | 17745 | 0.5186          | 0.6847    | 0.7328 | 0.7079 | 0.9281   |
| 0.0101        | 274.0 | 17810 | 0.5153          | 0.6923    | 0.7628 | 0.7258 | 0.9304   |
| 0.0101        | 275.0 | 17875 | 0.5474          | 0.6784    | 0.7477 | 0.7114 | 0.9277   |
| 0.0101        | 276.0 | 17940 | 0.5333          | 0.6748    | 0.7452 | 0.7083 | 0.9265   |
| 0.0107        | 277.0 | 18005 | 0.5123          | 0.6867    | 0.7275 | 0.7065 | 0.9271   |
| 0.0107        | 278.0 | 18070 | 0.5218          | 0.7063    | 0.7319 | 0.7188 | 0.9294   |
| 0.0107        | 279.0 | 18135 | 0.5242          | 0.6890    | 0.7283 | 0.7081 | 0.9281   |
| 0.0107        | 280.0 | 18200 | 0.5438          | 0.6873    | 0.7333 | 0.7095 | 0.9287   |
| 0.0107        | 281.0 | 18265 | 0.5300          | 0.6885    | 0.7522 | 0.7189 | 0.9296   |
| 0.0107        | 282.0 | 18330 | 0.5354          | 0.6817    | 0.7477 | 0.7132 | 0.9291   |
| 0.0107        | 283.0 | 18395 | 0.5525          | 0.6835    | 0.7511 | 0.7157 | 0.9284   |
| 0.0107        | 284.0 | 18460 | 0.5213          | 0.6826    | 0.7679 | 0.7227 | 0.9290   |
| 0.0099        | 285.0 | 18525 | 0.5429          | 0.6806    | 0.7472 | 0.7123 | 0.9281   |
| 0.0099        | 286.0 | 18590 | 0.5352          | 0.6908    | 0.7518 | 0.7200 | 0.9293   |
| 0.0099        | 287.0 | 18655 | 0.5507          | 0.6845    | 0.7319 | 0.7074 | 0.9276   |
| 0.0099        | 288.0 | 18720 | 0.5444          | 0.6812    | 0.7446 | 0.7115 | 0.9280   |
| 0.0099        | 289.0 | 18785 | 0.5092          | 0.6827    | 0.7261 | 0.7037 | 0.9276   |
| 0.0099        | 290.0 | 18850 | 0.5390          | 0.6921    | 0.7328 | 0.7119 | 0.9290   |
| 0.0099        | 291.0 | 18915 | 0.5177          | 0.6955    | 0.7344 | 0.7144 | 0.9286   |
| 0.0099        | 292.0 | 18980 | 0.5375          | 0.6918    | 0.7394 | 0.7148 | 0.9284   |
| 0.01          | 293.0 | 19045 | 0.5174          | 0.6956    | 0.7553 | 0.7242 | 0.9312   |
| 0.01          | 294.0 | 19110 | 0.5425          | 0.7027    | 0.7272 | 0.7148 | 0.9290   |
| 0.01          | 295.0 | 19175 | 0.5255          | 0.6828    | 0.7607 | 0.7197 | 0.9304   |
| 0.01          | 296.0 | 19240 | 0.5411          | 0.6927    | 0.7286 | 0.7102 | 0.9284   |
| 0.01          | 297.0 | 19305 | 0.5266          | 0.6907    | 0.7362 | 0.7127 | 0.9286   |
| 0.01          | 298.0 | 19370 | 0.5204          | 0.6956    | 0.7400 | 0.7171 | 0.9297   |
| 0.01          | 299.0 | 19435 | 0.5414          | 0.6914    | 0.7545 | 0.7216 | 0.9307   |
| 0.0085        | 300.0 | 19500 | 0.5517          | 0.6883    | 0.7461 | 0.7160 | 0.9295   |
| 0.0085        | 301.0 | 19565 | 0.5597          | 0.6948    | 0.7310 | 0.7124 | 0.9274   |
| 0.0085        | 302.0 | 19630 | 0.5584          | 0.6900    | 0.7223 | 0.7058 | 0.9278   |
| 0.0085        | 303.0 | 19695 | 0.5310          | 0.6935    | 0.7427 | 0.7172 | 0.9298   |
| 0.0085        | 304.0 | 19760 | 0.5623          | 0.6941    | 0.7407 | 0.7166 | 0.9294   |
| 0.0085        | 305.0 | 19825 | 0.5523          | 0.6890    | 0.7486 | 0.7176 | 0.9290   |
| 0.0085        | 306.0 | 19890 | 0.5616          | 0.7042    | 0.7374 | 0.7204 | 0.9291   |
| 0.0085        | 307.0 | 19955 | 0.5638          | 0.7027    | 0.7506 | 0.7259 | 0.9300   |
| 0.0081        | 308.0 | 20020 | 0.5433          | 0.6920    | 0.7502 | 0.7200 | 0.9295   |
| 0.0081        | 309.0 | 20085 | 0.5385          | 0.6964    | 0.7376 | 0.7164 | 0.9291   |
| 0.0081        | 310.0 | 20150 | 0.5531          | 0.6838    | 0.7275 | 0.7050 | 0.9278   |
| 0.0081        | 311.0 | 20215 | 0.5488          | 0.6940    | 0.7459 | 0.7190 | 0.9297   |
| 0.0081        | 312.0 | 20280 | 0.5397          | 0.6902    | 0.7482 | 0.7181 | 0.9293   |
| 0.0081        | 313.0 | 20345 | 0.5539          | 0.7023    | 0.7238 | 0.7128 | 0.9278   |
| 0.0081        | 314.0 | 20410 | 0.5457          | 0.6848    | 0.7349 | 0.7090 | 0.9272   |
| 0.0081        | 315.0 | 20475 | 0.5329          | 0.6914    | 0.7522 | 0.7205 | 0.9304   |
| 0.0088        | 316.0 | 20540 | 0.5646          | 0.6977    | 0.7412 | 0.7188 | 0.9290   |
| 0.0088        | 317.0 | 20605 | 0.5545          | 0.6943    | 0.7571 | 0.7243 | 0.9312   |
| 0.0088        | 318.0 | 20670 | 0.5579          | 0.6930    | 0.7536 | 0.7220 | 0.9292   |
| 0.0088        | 319.0 | 20735 | 0.5450          | 0.6844    | 0.7412 | 0.7117 | 0.9281   |
| 0.0088        | 320.0 | 20800 | 0.5653          | 0.6853    | 0.7365 | 0.7100 | 0.9275   |
| 0.0088        | 321.0 | 20865 | 0.5470          | 0.6967    | 0.7347 | 0.7152 | 0.9287   |
| 0.0088        | 322.0 | 20930 | 0.5694          | 0.6928    | 0.7310 | 0.7114 | 0.9269   |
| 0.0088        | 323.0 | 20995 | 0.5428          | 0.6907    | 0.7346 | 0.7119 | 0.9287   |
| 0.0066        | 324.0 | 21060 | 0.5659          | 0.7058    | 0.7247 | 0.7151 | 0.9294   |
| 0.0066        | 325.0 | 21125 | 0.5557          | 0.6873    | 0.7585 | 0.7212 | 0.9302   |
| 0.0066        | 326.0 | 21190 | 0.5455          | 0.6970    | 0.7398 | 0.7177 | 0.9297   |
| 0.0066        | 327.0 | 21255 | 0.5473          | 0.6971    | 0.7457 | 0.7206 | 0.9293   |
| 0.0066        | 328.0 | 21320 | 0.5442          | 0.7023    | 0.7380 | 0.7197 | 0.9306   |
| 0.0066        | 329.0 | 21385 | 0.5618          | 0.6945    | 0.7382 | 0.7157 | 0.9284   |
| 0.0066        | 330.0 | 21450 | 0.5767          | 0.6856    | 0.7520 | 0.7173 | 0.9284   |
| 0.007         | 331.0 | 21515 | 0.5551          | 0.6908    | 0.7477 | 0.7182 | 0.9296   |
| 0.007         | 332.0 | 21580 | 0.5513          | 0.6913    | 0.7252 | 0.7079 | 0.9276   |
| 0.007         | 333.0 | 21645 | 0.5446          | 0.6933    | 0.7360 | 0.7140 | 0.9292   |
| 0.007         | 334.0 | 21710 | 0.5599          | 0.6899    | 0.7500 | 0.7187 | 0.9290   |
| 0.007         | 335.0 | 21775 | 0.6038          | 0.6873    | 0.7234 | 0.7049 | 0.9253   |
| 0.007         | 336.0 | 21840 | 0.5360          | 0.6912    | 0.7441 | 0.7167 | 0.9290   |
| 0.007         | 337.0 | 21905 | 0.5548          | 0.6909    | 0.7401 | 0.7147 | 0.9280   |
| 0.007         | 338.0 | 21970 | 0.5486          | 0.6847    | 0.7488 | 0.7153 | 0.9295   |
| 0.0074        | 339.0 | 22035 | 0.5434          | 0.6919    | 0.7448 | 0.7174 | 0.9283   |
| 0.0074        | 340.0 | 22100 | 0.5572          | 0.6977    | 0.7457 | 0.7209 | 0.9290   |
| 0.0074        | 341.0 | 22165 | 0.5662          | 0.6929    | 0.7500 | 0.7203 | 0.9284   |
| 0.0074        | 342.0 | 22230 | 0.5417          | 0.6964    | 0.7491 | 0.7218 | 0.9291   |
| 0.0074        | 343.0 | 22295 | 0.5726          | 0.6935    | 0.7481 | 0.7197 | 0.9294   |
| 0.0074        | 344.0 | 22360 | 0.5655          | 0.6766    | 0.7502 | 0.7115 | 0.9285   |
| 0.0074        | 345.0 | 22425 | 0.5807          | 0.6984    | 0.7364 | 0.7169 | 0.9280   |
| 0.0074        | 346.0 | 22490 | 0.5389          | 0.6862    | 0.7502 | 0.7168 | 0.9296   |
| 0.0071        | 347.0 | 22555 | 0.5949          | 0.6983    | 0.7283 | 0.7130 | 0.9273   |
| 0.0071        | 348.0 | 22620 | 0.5493          | 0.7113    | 0.7320 | 0.7215 | 0.9288   |
| 0.0071        | 349.0 | 22685 | 0.5750          | 0.6884    | 0.7337 | 0.7103 | 0.9270   |
| 0.0071        | 350.0 | 22750 | 0.5711          | 0.6913    | 0.7418 | 0.7157 | 0.9286   |
| 0.0071        | 351.0 | 22815 | 0.5682          | 0.6856    | 0.7324 | 0.7082 | 0.9276   |
| 0.0071        | 352.0 | 22880 | 0.5784          | 0.6827    | 0.7482 | 0.7140 | 0.9281   |
| 0.0071        | 353.0 | 22945 | 0.5708          | 0.6923    | 0.7356 | 0.7133 | 0.9286   |
| 0.006         | 354.0 | 23010 | 0.5797          | 0.6928    | 0.7346 | 0.7130 | 0.9271   |
| 0.006         | 355.0 | 23075 | 0.5903          | 0.6922    | 0.7387 | 0.7147 | 0.9284   |
| 0.006         | 356.0 | 23140 | 0.5509          | 0.6775    | 0.7596 | 0.7162 | 0.9295   |
| 0.006         | 357.0 | 23205 | 0.5718          | 0.6947    | 0.7517 | 0.7221 | 0.9299   |
| 0.006         | 358.0 | 23270 | 0.5717          | 0.6879    | 0.7454 | 0.7155 | 0.9289   |
| 0.006         | 359.0 | 23335 | 0.5580          | 0.6977    | 0.7398 | 0.7181 | 0.9295   |
| 0.006         | 360.0 | 23400 | 0.5587          | 0.7013    | 0.7351 | 0.7178 | 0.9295   |
| 0.006         | 361.0 | 23465 | 0.5804          | 0.7012    | 0.7455 | 0.7227 | 0.9291   |
| 0.0052        | 362.0 | 23530 | 0.5806          | 0.6750    | 0.7452 | 0.7084 | 0.9273   |
| 0.0052        | 363.0 | 23595 | 0.5545          | 0.6922    | 0.7515 | 0.7206 | 0.9301   |
| 0.0052        | 364.0 | 23660 | 0.5738          | 0.6920    | 0.7517 | 0.7206 | 0.9302   |
| 0.0052        | 365.0 | 23725 | 0.5653          | 0.6876    | 0.7452 | 0.7152 | 0.9295   |
| 0.0052        | 366.0 | 23790 | 0.5892          | 0.6945    | 0.7500 | 0.7212 | 0.9306   |
| 0.0052        | 367.0 | 23855 | 0.5642          | 0.6989    | 0.7468 | 0.7220 | 0.9299   |
| 0.0052        | 368.0 | 23920 | 0.5798          | 0.6948    | 0.7547 | 0.7235 | 0.9310   |
| 0.0052        | 369.0 | 23985 | 0.5778          | 0.6981    | 0.7603 | 0.7279 | 0.9315   |
| 0.0047        | 370.0 | 24050 | 0.5717          | 0.6961    | 0.7445 | 0.7195 | 0.9298   |
| 0.0047        | 371.0 | 24115 | 0.5831          | 0.6864    | 0.7430 | 0.7136 | 0.9288   |
| 0.0047        | 372.0 | 24180 | 0.5602          | 0.6979    | 0.7608 | 0.7280 | 0.9312   |
| 0.0047        | 373.0 | 24245 | 0.5709          | 0.6975    | 0.7536 | 0.7245 | 0.9302   |
| 0.0047        | 374.0 | 24310 | 0.5797          | 0.6882    | 0.7459 | 0.7159 | 0.9290   |
| 0.0047        | 375.0 | 24375 | 0.5978          | 0.6923    | 0.7513 | 0.7206 | 0.9287   |
| 0.0047        | 376.0 | 24440 | 0.5925          | 0.6943    | 0.7297 | 0.7116 | 0.9276   |
| 0.0049        | 377.0 | 24505 | 0.5955          | 0.6893    | 0.7517 | 0.7192 | 0.9288   |
| 0.0049        | 378.0 | 24570 | 0.5889          | 0.6933    | 0.7491 | 0.7202 | 0.9295   |
| 0.0049        | 379.0 | 24635 | 0.5782          | 0.6797    | 0.7310 | 0.7044 | 0.9281   |
| 0.0049        | 380.0 | 24700 | 0.5950          | 0.6903    | 0.7484 | 0.7182 | 0.9295   |
| 0.0049        | 381.0 | 24765 | 0.5890          | 0.6982    | 0.7225 | 0.7102 | 0.9273   |
| 0.0049        | 382.0 | 24830 | 0.5654          | 0.7024    | 0.7409 | 0.7211 | 0.9297   |
| 0.0049        | 383.0 | 24895 | 0.5820          | 0.6924    | 0.7473 | 0.7188 | 0.9292   |
| 0.0049        | 384.0 | 24960 | 0.5815          | 0.7021    | 0.7410 | 0.7210 | 0.9299   |
| 0.0049        | 385.0 | 25025 | 0.5927          | 0.6888    | 0.7636 | 0.7242 | 0.9297   |
| 0.0049        | 386.0 | 25090 | 0.6008          | 0.6982    | 0.7463 | 0.7214 | 0.9292   |
| 0.0049        | 387.0 | 25155 | 0.5716          | 0.6915    | 0.7452 | 0.7173 | 0.9288   |
| 0.0049        | 388.0 | 25220 | 0.5964          | 0.6925    | 0.7472 | 0.7188 | 0.9288   |
| 0.0049        | 389.0 | 25285 | 0.5793          | 0.6941    | 0.7430 | 0.7178 | 0.9296   |
| 0.0049        | 390.0 | 25350 | 0.5664          | 0.6913    | 0.7445 | 0.7169 | 0.9300   |
| 0.0049        | 391.0 | 25415 | 0.5698          | 0.6877    | 0.7490 | 0.7170 | 0.9303   |
| 0.0049        | 392.0 | 25480 | 0.6130          | 0.6878    | 0.7482 | 0.7168 | 0.9278   |
| 0.0041        | 393.0 | 25545 | 0.5947          | 0.6915    | 0.7308 | 0.7106 | 0.9279   |
| 0.0041        | 394.0 | 25610 | 0.5884          | 0.7031    | 0.7452 | 0.7236 | 0.9302   |
| 0.0041        | 395.0 | 25675 | 0.5767          | 0.6957    | 0.7509 | 0.7223 | 0.9299   |
| 0.0041        | 396.0 | 25740 | 0.5826          | 0.7008    | 0.7374 | 0.7187 | 0.9288   |
| 0.0041        | 397.0 | 25805 | 0.5789          | 0.6919    | 0.7538 | 0.7215 | 0.9310   |
| 0.0041        | 398.0 | 25870 | 0.5788          | 0.6946    | 0.7536 | 0.7229 | 0.9309   |
| 0.0041        | 399.0 | 25935 | 0.5913          | 0.6930    | 0.7385 | 0.7150 | 0.9287   |
| 0.0038        | 400.0 | 26000 | 0.5725          | 0.6895    | 0.7526 | 0.7196 | 0.9308   |
| 0.0038        | 401.0 | 26065 | 0.5860          | 0.6966    | 0.7387 | 0.7170 | 0.9296   |
| 0.0038        | 402.0 | 26130 | 0.5973          | 0.7001    | 0.7410 | 0.7200 | 0.9292   |
| 0.0038        | 403.0 | 26195 | 0.5801          | 0.6893    | 0.7565 | 0.7213 | 0.9300   |
| 0.0038        | 404.0 | 26260 | 0.5842          | 0.6896    | 0.7385 | 0.7132 | 0.9303   |
| 0.0038        | 405.0 | 26325 | 0.6324          | 0.6904    | 0.7414 | 0.7150 | 0.9269   |
| 0.0038        | 406.0 | 26390 | 0.6030          | 0.7114    | 0.7400 | 0.7254 | 0.9304   |
| 0.0038        | 407.0 | 26455 | 0.6061          | 0.6930    | 0.7587 | 0.7244 | 0.9298   |
| 0.0034        | 408.0 | 26520 | 0.6051          | 0.7052    | 0.7250 | 0.7150 | 0.9272   |
| 0.0034        | 409.0 | 26585 | 0.6054          | 0.6980    | 0.7432 | 0.7199 | 0.9292   |
| 0.0034        | 410.0 | 26650 | 0.6010          | 0.7014    | 0.7428 | 0.7215 | 0.9298   |
| 0.0034        | 411.0 | 26715 | 0.5999          | 0.7008    | 0.7500 | 0.7246 | 0.9309   |
| 0.0034        | 412.0 | 26780 | 0.5973          | 0.6986    | 0.7470 | 0.7220 | 0.9299   |
| 0.0034        | 413.0 | 26845 | 0.5923          | 0.6919    | 0.7517 | 0.7205 | 0.9301   |
| 0.0034        | 414.0 | 26910 | 0.5930          | 0.6994    | 0.7367 | 0.7176 | 0.9293   |
| 0.0034        | 415.0 | 26975 | 0.5905          | 0.7091    | 0.7268 | 0.7178 | 0.9292   |
| 0.0033        | 416.0 | 27040 | 0.5821          | 0.7000    | 0.7504 | 0.7243 | 0.9300   |
| 0.0033        | 417.0 | 27105 | 0.5930          | 0.6910    | 0.7446 | 0.7168 | 0.9292   |
| 0.0033        | 418.0 | 27170 | 0.5822          | 0.6904    | 0.7466 | 0.7174 | 0.9302   |
| 0.0033        | 419.0 | 27235 | 0.6022          | 0.7012    | 0.7437 | 0.7218 | 0.9305   |
| 0.0033        | 420.0 | 27300 | 0.6004          | 0.6937    | 0.7634 | 0.7269 | 0.9313   |
| 0.0033        | 421.0 | 27365 | 0.5996          | 0.6995    | 0.7461 | 0.7220 | 0.9305   |
| 0.0033        | 422.0 | 27430 | 0.5910          | 0.7033    | 0.7547 | 0.7281 | 0.9311   |
| 0.0033        | 423.0 | 27495 | 0.5986          | 0.7038    | 0.7380 | 0.7205 | 0.9301   |
| 0.0031        | 424.0 | 27560 | 0.6046          | 0.6947    | 0.7457 | 0.7193 | 0.9292   |
| 0.0031        | 425.0 | 27625 | 0.6046          | 0.6969    | 0.7466 | 0.7209 | 0.9299   |
| 0.0031        | 426.0 | 27690 | 0.5891          | 0.6988    | 0.7445 | 0.7209 | 0.9299   |
| 0.0031        | 427.0 | 27755 | 0.6068          | 0.7051    | 0.7396 | 0.7219 | 0.9304   |
| 0.0031        | 428.0 | 27820 | 0.6212          | 0.6944    | 0.7315 | 0.7124 | 0.9287   |
| 0.0031        | 429.0 | 27885 | 0.5963          | 0.7065    | 0.7535 | 0.7292 | 0.9313   |
| 0.0031        | 430.0 | 27950 | 0.5990          | 0.7015    | 0.7540 | 0.7268 | 0.9307   |
| 0.0026        | 431.0 | 28015 | 0.6169          | 0.6928    | 0.7472 | 0.7189 | 0.9294   |
| 0.0026        | 432.0 | 28080 | 0.6023          | 0.6981    | 0.7578 | 0.7267 | 0.9306   |
| 0.0026        | 433.0 | 28145 | 0.6248          | 0.6958    | 0.7518 | 0.7228 | 0.9306   |
| 0.0026        | 434.0 | 28210 | 0.6161          | 0.6981    | 0.7488 | 0.7226 | 0.9305   |
| 0.0026        | 435.0 | 28275 | 0.6038          | 0.6965    | 0.7497 | 0.7221 | 0.9303   |
| 0.0026        | 436.0 | 28340 | 0.5980          | 0.7051    | 0.7515 | 0.7276 | 0.9305   |
| 0.0026        | 437.0 | 28405 | 0.6056          | 0.7037    | 0.7446 | 0.7236 | 0.9299   |
| 0.0026        | 438.0 | 28470 | 0.6128          | 0.6972    | 0.7500 | 0.7227 | 0.9305   |
| 0.0028        | 439.0 | 28535 | 0.6116          | 0.7108    | 0.7430 | 0.7265 | 0.9310   |
| 0.0028        | 440.0 | 28600 | 0.6012          | 0.6971    | 0.7484 | 0.7218 | 0.9305   |
| 0.0028        | 441.0 | 28665 | 0.6028          | 0.7017    | 0.7461 | 0.7232 | 0.9305   |
| 0.0028        | 442.0 | 28730 | 0.6139          | 0.7028    | 0.7554 | 0.7282 | 0.9311   |
| 0.0028        | 443.0 | 28795 | 0.5996          | 0.7005    | 0.7562 | 0.7273 | 0.9315   |
| 0.0028        | 444.0 | 28860 | 0.6097          | 0.7014    | 0.7448 | 0.7224 | 0.9306   |
| 0.0028        | 445.0 | 28925 | 0.6121          | 0.7002    | 0.7554 | 0.7268 | 0.9308   |
| 0.0028        | 446.0 | 28990 | 0.6038          | 0.6933    | 0.7569 | 0.7237 | 0.9303   |
| 0.0025        | 447.0 | 29055 | 0.6226          | 0.7039    | 0.7441 | 0.7235 | 0.9294   |
| 0.0025        | 448.0 | 29120 | 0.6194          | 0.7042    | 0.7439 | 0.7235 | 0.9301   |
| 0.0025        | 449.0 | 29185 | 0.6188          | 0.6947    | 0.7448 | 0.7189 | 0.9291   |
| 0.0025        | 450.0 | 29250 | 0.6082          | 0.6943    | 0.7554 | 0.7236 | 0.9303   |
| 0.0025        | 451.0 | 29315 | 0.6094          | 0.7018    | 0.7405 | 0.7206 | 0.9296   |
| 0.0025        | 452.0 | 29380 | 0.6052          | 0.6962    | 0.7407 | 0.7177 | 0.9295   |
| 0.0025        | 453.0 | 29445 | 0.6059          | 0.6987    | 0.7499 | 0.7234 | 0.9306   |
| 0.0021        | 454.0 | 29510 | 0.6069          | 0.6951    | 0.7553 | 0.7239 | 0.9309   |
| 0.0021        | 455.0 | 29575 | 0.6081          | 0.7028    | 0.7446 | 0.7231 | 0.9304   |
| 0.0021        | 456.0 | 29640 | 0.6179          | 0.6969    | 0.7414 | 0.7184 | 0.9295   |
| 0.0021        | 457.0 | 29705 | 0.6114          | 0.6939    | 0.7455 | 0.7188 | 0.9295   |
| 0.0021        | 458.0 | 29770 | 0.6193          | 0.6938    | 0.7405 | 0.7164 | 0.9291   |
| 0.0021        | 459.0 | 29835 | 0.6077          | 0.6950    | 0.7446 | 0.7189 | 0.9297   |
| 0.0021        | 460.0 | 29900 | 0.6180          | 0.6923    | 0.7499 | 0.7199 | 0.9300   |
| 0.0021        | 461.0 | 29965 | 0.6085          | 0.7018    | 0.7518 | 0.7260 | 0.9307   |
| 0.0019        | 462.0 | 30030 | 0.6234          | 0.7003    | 0.7436 | 0.7213 | 0.9298   |
| 0.0019        | 463.0 | 30095 | 0.6195          | 0.6940    | 0.7509 | 0.7213 | 0.9296   |
| 0.0019        | 464.0 | 30160 | 0.6182          | 0.6959    | 0.7425 | 0.7184 | 0.9293   |
| 0.0019        | 465.0 | 30225 | 0.6186          | 0.6957    | 0.7461 | 0.7200 | 0.9295   |
| 0.0019        | 466.0 | 30290 | 0.6296          | 0.6946    | 0.7466 | 0.7197 | 0.9295   |
| 0.0019        | 467.0 | 30355 | 0.6235          | 0.6978    | 0.7436 | 0.7200 | 0.9297   |
| 0.0019        | 468.0 | 30420 | 0.6293          | 0.7029    | 0.7378 | 0.7199 | 0.9289   |
| 0.0019        | 469.0 | 30485 | 0.6155          | 0.7004    | 0.7461 | 0.7225 | 0.9303   |
| 0.002         | 470.0 | 30550 | 0.6239          | 0.7012    | 0.7391 | 0.7196 | 0.9293   |
| 0.002         | 471.0 | 30615 | 0.6206          | 0.6962    | 0.7454 | 0.7200 | 0.9292   |
| 0.002         | 472.0 | 30680 | 0.6264          | 0.6984    | 0.7468 | 0.7218 | 0.9295   |
| 0.002         | 473.0 | 30745 | 0.6175          | 0.7008    | 0.7571 | 0.7278 | 0.9307   |
| 0.002         | 474.0 | 30810 | 0.6274          | 0.6969    | 0.7398 | 0.7177 | 0.9287   |
| 0.002         | 475.0 | 30875 | 0.6140          | 0.7038    | 0.7502 | 0.7263 | 0.9302   |
| 0.002         | 476.0 | 30940 | 0.6089          | 0.7084    | 0.7475 | 0.7274 | 0.9308   |
| 0.0018        | 477.0 | 31005 | 0.6123          | 0.7049    | 0.7515 | 0.7274 | 0.9310   |
| 0.0018        | 478.0 | 31070 | 0.6215          | 0.7001    | 0.7535 | 0.7258 | 0.9305   |
| 0.0018        | 479.0 | 31135 | 0.6219          | 0.7045    | 0.7481 | 0.7257 | 0.9304   |
| 0.0018        | 480.0 | 31200 | 0.6084          | 0.7034    | 0.7522 | 0.7270 | 0.9311   |
| 0.0018        | 481.0 | 31265 | 0.6142          | 0.7026    | 0.7500 | 0.7255 | 0.9306   |
| 0.0018        | 482.0 | 31330 | 0.6063          | 0.7066    | 0.7533 | 0.7292 | 0.9314   |
| 0.0018        | 483.0 | 31395 | 0.6023          | 0.7062    | 0.7506 | 0.7277 | 0.9313   |
| 0.0018        | 484.0 | 31460 | 0.6102          | 0.7028    | 0.7554 | 0.7282 | 0.9310   |
| 0.0017        | 485.0 | 31525 | 0.6123          | 0.7066    | 0.7506 | 0.7279 | 0.9309   |
| 0.0017        | 486.0 | 31590 | 0.6150          | 0.7064    | 0.7526 | 0.7287 | 0.9309   |
| 0.0017        | 487.0 | 31655 | 0.6186          | 0.7044    | 0.7509 | 0.7269 | 0.9307   |
| 0.0017        | 488.0 | 31720 | 0.6198          | 0.7048    | 0.7490 | 0.7262 | 0.9305   |
| 0.0017        | 489.0 | 31785 | 0.6179          | 0.6980    | 0.7522 | 0.7241 | 0.9304   |
| 0.0017        | 490.0 | 31850 | 0.6198          | 0.6983    | 0.7522 | 0.7242 | 0.9307   |
| 0.0017        | 491.0 | 31915 | 0.6149          | 0.7010    | 0.7508 | 0.7250 | 0.9308   |
| 0.0017        | 492.0 | 31980 | 0.6146          | 0.7034    | 0.7499 | 0.7259 | 0.9309   |
| 0.0015        | 493.0 | 32045 | 0.6158          | 0.7041    | 0.7491 | 0.7259 | 0.9309   |
| 0.0015        | 494.0 | 32110 | 0.6174          | 0.7025    | 0.7504 | 0.7256 | 0.9308   |
| 0.0015        | 495.0 | 32175 | 0.6183          | 0.7011    | 0.7509 | 0.7252 | 0.9305   |
| 0.0015        | 496.0 | 32240 | 0.6182          | 0.7013    | 0.7502 | 0.7250 | 0.9307   |
| 0.0015        | 497.0 | 32305 | 0.6189          | 0.7001    | 0.7479 | 0.7232 | 0.9306   |
| 0.0015        | 498.0 | 32370 | 0.6208          | 0.7009    | 0.7475 | 0.7235 | 0.9304   |
| 0.0015        | 499.0 | 32435 | 0.6206          | 0.6999    | 0.7477 | 0.7230 | 0.9303   |
| 0.0014        | 500.0 | 32500 | 0.6205          | 0.7       | 0.7475 | 0.7230 | 0.9303   |


### Framework versions

- Transformers 4.29.2
- Pytorch 2.0.1+cu117
- Datasets 2.12.0
- Tokenizers 0.13.3
