MikeZQZ/model_0815

6d52efc verified 3 months ago

20.1 kB

	---
	license: mit
	base_model: microsoft/deberta-v3-base
	tags:
	- generated_from_trainer
	metrics:
	- accuracy
	- f1
	- precision
	- recall
	model-index:
	- name: added_token_resized_model_test
	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. -->

	# added_token_resized_model_test

	This model is a fine-tuned version of [microsoft/deberta-v3-base](https://huggingface.co/microsoft/deberta-v3-base) on the None dataset.
	It achieves the following results on the evaluation set:
	- Loss: 0.0009
	- Accuracy: 0.9997
	- F1: 0.9747
	- Precision: 0.9747
	- Recall: 0.9747

	## Model description

	More information needed

	## Intended uses & limitations

	More information needed

	## Training and evaluation data

	More information needed

	## Training procedure

	### Training hyperparameters

	The following hyperparameters were used during training:
	- learning_rate: 2e-05
	- train_batch_size: 8
	- eval_batch_size: 8
	- seed: 42
	- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
	- lr_scheduler_type: linear
	- num_epochs: 200

	### Training results

	\| Training Loss \| Epoch \| Step \| Validation Loss \| Accuracy \| F1 \| Precision \| Recall \|
	\|:-------------:\|:-----:\|:-----:\|:---------------:\|:--------:\|:------:\|:---------:\|:------:\|
	\| No log \| 1.0 \| 123 \| 0.0542 \| 0.9950 \| 0.0 \| 0.0 \| 0.0 \|
	\| No log \| 2.0 \| 246 \| 0.0312 \| 0.9950 \| 0.0 \| 0.0 \| 0.0 \|
	\| No log \| 3.0 \| 369 \| 0.0299 \| 0.9950 \| 0.0 \| 0.0 \| 0.0 \|
	\| No log \| 4.0 \| 492 \| 0.0254 \| 0.9950 \| 0.0 \| 0.0 \| 0.0 \|
	\| 0.0917 \| 5.0 \| 615 \| 0.0243 \| 0.9950 \| 0.0 \| 0.0 \| 0.0 \|
	\| 0.0917 \| 6.0 \| 738 \| 0.0216 \| 0.9950 \| 0.0 \| 0.0 \| 0.0 \|
	\| 0.0917 \| 7.0 \| 861 \| 0.0205 \| 0.9950 \| 0.1772 \| 0.5385 \| 0.1061 \|
	\| 0.0917 \| 8.0 \| 984 \| 0.0202 \| 0.9950 \| 0.0 \| 0.0 \| 0.0 \|
	\| 0.0233 \| 9.0 \| 1107 \| 0.0203 \| 0.9950 \| 0.0 \| 0.0 \| 0.0 \|
	\| 0.0233 \| 10.0 \| 1230 \| 0.0183 \| 0.9950 \| 0.0 \| 0.0 \| 0.0 \|
	\| 0.0233 \| 11.0 \| 1353 \| 0.0167 \| 0.9949 \| 0.1532 \| 0.4865 \| 0.0909 \|
	\| 0.0233 \| 12.0 \| 1476 \| 0.0155 \| 0.9961 \| 0.4138 \| 0.8571 \| 0.2727 \|
	\| 0.0189 \| 13.0 \| 1599 \| 0.0168 \| 0.9956 \| 0.3663 \| 0.6667 \| 0.2525 \|
	\| 0.0189 \| 14.0 \| 1722 \| 0.0193 \| 0.9942 \| 0.2253 \| 0.3474 \| 0.1667 \|
	\| 0.0189 \| 15.0 \| 1845 \| 0.0164 \| 0.9958 \| 0.3265 \| 0.8511 \| 0.2020 \|
	\| 0.0189 \| 16.0 \| 1968 \| 0.0141 \| 0.9961 \| 0.4412 \| 0.8108 \| 0.3030 \|
	\| 0.0173 \| 17.0 \| 2091 \| 0.0160 \| 0.9952 \| 0.3188 \| 0.5641 \| 0.2222 \|
	\| 0.0173 \| 18.0 \| 2214 \| 0.0151 \| 0.9960 \| 0.4222 \| 0.7917 \| 0.2879 \|
	\| 0.0173 \| 19.0 \| 2337 \| 0.0131 \| 0.9964 \| 0.5086 \| 0.7957 \| 0.3737 \|
	\| 0.0173 \| 20.0 \| 2460 \| 0.0126 \| 0.9963 \| 0.5118 \| 0.7677 \| 0.3838 \|
	\| 0.014 \| 21.0 \| 2583 \| 0.0122 \| 0.9963 \| 0.5068 \| 0.7872 \| 0.3737 \|
	\| 0.014 \| 22.0 \| 2706 \| 0.0118 \| 0.9965 \| 0.5018 \| 0.8642 \| 0.3535 \|
	\| 0.014 \| 23.0 \| 2829 \| 0.0114 \| 0.9967 \| 0.6066 \| 0.7481 \| 0.5101 \|
	\| 0.014 \| 24.0 \| 2952 \| 0.0110 \| 0.9967 \| 0.5868 \| 0.7815 \| 0.4697 \|
	\| 0.0128 \| 25.0 \| 3075 \| 0.0111 \| 0.9967 \| 0.5841 \| 0.7863 \| 0.4646 \|
	\| 0.0128 \| 26.0 \| 3198 \| 0.0110 \| 0.9966 \| 0.5263 \| 0.8621 \| 0.3788 \|
	\| 0.0128 \| 27.0 \| 3321 \| 0.0110 \| 0.9967 \| 0.6084 \| 0.7537 \| 0.5101 \|
	\| 0.0128 \| 28.0 \| 3444 \| 0.0102 \| 0.9969 \| 0.6277 \| 0.8031 \| 0.5152 \|
	\| 0.0118 \| 29.0 \| 3567 \| 0.0098 \| 0.9969 \| 0.6019 \| 0.8378 \| 0.4697 \|
	\| 0.0118 \| 30.0 \| 3690 \| 0.0097 \| 0.9971 \| 0.6349 \| 0.8547 \| 0.5051 \|
	\| 0.0118 \| 31.0 \| 3813 \| 0.0098 \| 0.9970 \| 0.6361 \| 0.8062 \| 0.5253 \|
	\| 0.0118 \| 32.0 \| 3936 \| 0.0096 \| 0.9969 \| 0.6591 \| 0.7532 \| 0.5859 \|
	\| 0.0105 \| 33.0 \| 4059 \| 0.0089 \| 0.9971 \| 0.6415 \| 0.85 \| 0.5152 \|
	\| 0.0105 \| 34.0 \| 4182 \| 0.0093 \| 0.9971 \| 0.6686 \| 0.7877 \| 0.5808 \|
	\| 0.0105 \| 35.0 \| 4305 \| 0.0089 \| 0.9969 \| 0.6630 \| 0.7317 \| 0.6061 \|
	\| 0.0105 \| 36.0 \| 4428 \| 0.0083 \| 0.9972 \| 0.6746 \| 0.8143 \| 0.5758 \|
	\| 0.0093 \| 37.0 \| 4551 \| 0.0084 \| 0.9971 \| 0.6566 \| 0.8134 \| 0.5505 \|
	\| 0.0093 \| 38.0 \| 4674 \| 0.0081 \| 0.9971 \| 0.6326 \| 0.8609 \| 0.5 \|
	\| 0.0093 \| 39.0 \| 4797 \| 0.0087 \| 0.9970 \| 0.6507 \| 0.7956 \| 0.5505 \|
	\| 0.0093 \| 40.0 \| 4920 \| 0.0080 \| 0.9972 \| 0.6707 \| 0.8235 \| 0.5657 \|
	\| 0.0097 \| 41.0 \| 5043 \| 0.0077 \| 0.9972 \| 0.6744 \| 0.7945 \| 0.5859 \|
	\| 0.0097 \| 42.0 \| 5166 \| 0.0074 \| 0.9973 \| 0.6899 \| 0.8095 \| 0.6010 \|
	\| 0.0097 \| 43.0 \| 5289 \| 0.0071 \| 0.9974 \| 0.7038 \| 0.8392 \| 0.6061 \|
	\| 0.0097 \| 44.0 \| 5412 \| 0.0071 \| 0.9975 \| 0.7110 \| 0.8311 \| 0.6212 \|
	\| 0.0082 \| 45.0 \| 5535 \| 0.0070 \| 0.9975 \| 0.7024 \| 0.8551 \| 0.5960 \|
	\| 0.0082 \| 46.0 \| 5658 \| 0.0071 \| 0.9975 \| 0.7110 \| 0.8311 \| 0.6212 \|
	\| 0.0082 \| 47.0 \| 5781 \| 0.0070 \| 0.9975 \| 0.7293 \| 0.8049 \| 0.6667 \|
	\| 0.0082 \| 48.0 \| 5904 \| 0.0068 \| 0.9975 \| 0.7317 \| 0.7895 \| 0.6818 \|
	\| 0.0078 \| 49.0 \| 6027 \| 0.0066 \| 0.9976 \| 0.7360 \| 0.8291 \| 0.6616 \|
	\| 0.0078 \| 50.0 \| 6150 \| 0.0086 \| 0.9969 \| 0.6192 \| 0.8 \| 0.5051 \|
	\| 0.0078 \| 51.0 \| 6273 \| 0.0066 \| 0.9976 \| 0.7466 \| 0.8107 \| 0.6919 \|
	\| 0.0078 \| 52.0 \| 6396 \| 0.0066 \| 0.9975 \| 0.7332 \| 0.7861 \| 0.6869 \|
	\| 0.0073 \| 53.0 \| 6519 \| 0.0087 \| 0.9971 \| 0.6761 \| 0.7643 \| 0.6061 \|
	\| 0.0073 \| 54.0 \| 6642 \| 0.0061 \| 0.9976 \| 0.7339 \| 0.8239 \| 0.6616 \|
	\| 0.0073 \| 55.0 \| 6765 \| 0.0063 \| 0.9975 \| 0.7351 \| 0.7907 \| 0.6869 \|
	\| 0.0073 \| 56.0 \| 6888 \| 0.0059 \| 0.9977 \| 0.7479 \| 0.8282 \| 0.6818 \|
	\| 0.007 \| 57.0 \| 7011 \| 0.0059 \| 0.9977 \| 0.7437 \| 0.8408 \| 0.6667 \|
	\| 0.007 \| 58.0 \| 7134 \| 0.0058 \| 0.9977 \| 0.7479 \| 0.8516 \| 0.6667 \|
	\| 0.007 \| 59.0 \| 7257 \| 0.0091 \| 0.9973 \| 0.6969 \| 0.7935 \| 0.6212 \|
	\| 0.007 \| 60.0 \| 7380 \| 0.0058 \| 0.9979 \| 0.7705 \| 0.8393 \| 0.7121 \|
	\| 0.0069 \| 61.0 \| 7503 \| 0.0055 \| 0.9979 \| 0.7742 \| 0.8276 \| 0.7273 \|
	\| 0.0069 \| 62.0 \| 7626 \| 0.0054 \| 0.9979 \| 0.7726 \| 0.8443 \| 0.7121 \|
	\| 0.0069 \| 63.0 \| 7749 \| 0.0062 \| 0.9976 \| 0.7368 \| 0.8160 \| 0.6717 \|
	\| 0.0069 \| 64.0 \| 7872 \| 0.0053 \| 0.9979 \| 0.7828 \| 0.8343 \| 0.7374 \|
	\| 0.0069 \| 65.0 \| 7995 \| 0.0051 \| 0.9979 \| 0.7738 \| 0.8402 \| 0.7172 \|
	\| 0.0061 \| 66.0 \| 8118 \| 0.0048 \| 0.9981 \| 0.7956 \| 0.8639 \| 0.7374 \|
	\| 0.0061 \| 67.0 \| 8241 \| 0.0051 \| 0.9980 \| 0.7892 \| 0.8488 \| 0.7374 \|
	\| 0.0061 \| 68.0 \| 8364 \| 0.0052 \| 0.9980 \| 0.8 \| 0.8235 \| 0.7778 \|
	\| 0.0061 \| 69.0 \| 8487 \| 0.0048 \| 0.9981 \| 0.8011 \| 0.8698 \| 0.7424 \|
	\| 0.0055 \| 70.0 \| 8610 \| 0.0048 \| 0.9982 \| 0.8128 \| 0.8636 \| 0.7677 \|
	\| 0.0055 \| 71.0 \| 8733 \| 0.0048 \| 0.9979 \| 0.7874 \| 0.8197 \| 0.7576 \|
	\| 0.0055 \| 72.0 \| 8856 \| 0.0044 \| 0.9983 \| 0.8207 \| 0.8882 \| 0.7626 \|
	\| 0.0055 \| 73.0 \| 8979 \| 0.0047 \| 0.9981 \| 0.8063 \| 0.8370 \| 0.7778 \|
	\| 0.0051 \| 74.0 \| 9102 \| 0.0045 \| 0.9982 \| 0.8196 \| 0.8368 \| 0.8030 \|
	\| 0.0051 \| 75.0 \| 9225 \| 0.0046 \| 0.9982 \| 0.8130 \| 0.8772 \| 0.7576 \|
	\| 0.0051 \| 76.0 \| 9348 \| 0.0045 \| 0.9982 \| 0.8158 \| 0.8516 \| 0.7828 \|
	\| 0.0051 \| 77.0 \| 9471 \| 0.0042 \| 0.9983 \| 0.8213 \| 0.8701 \| 0.7778 \|
	\| 0.0051 \| 78.0 \| 9594 \| 0.0049 \| 0.9981 \| 0.7989 \| 0.8389 \| 0.7626 \|
	\| 0.0051 \| 79.0 \| 9717 \| 0.0043 \| 0.9983 \| 0.8320 \| 0.8519 \| 0.8131 \|
	\| 0.0051 \| 80.0 \| 9840 \| 0.0051 \| 0.9981 \| 0.8032 \| 0.8613 \| 0.7525 \|
	\| 0.0051 \| 81.0 \| 9963 \| 0.0040 \| 0.9984 \| 0.8325 \| 0.8641 \| 0.8030 \|
	\| 0.0049 \| 82.0 \| 10086 \| 0.0040 \| 0.9986 \| 0.8527 \| 0.8730 \| 0.8333 \|
	\| 0.0049 \| 83.0 \| 10209 \| 0.0039 \| 0.9986 \| 0.8571 \| 0.8824 \| 0.8333 \|
	\| 0.0049 \| 84.0 \| 10332 \| 0.0037 \| 0.9986 \| 0.8549 \| 0.8777 \| 0.8333 \|
	\| 0.0049 \| 85.0 \| 10455 \| 0.0037 \| 0.9986 \| 0.8519 \| 0.8944 \| 0.8131 \|
	\| 0.0043 \| 86.0 \| 10578 \| 0.0037 \| 0.9988 \| 0.8794 \| 0.875 \| 0.8838 \|
	\| 0.0043 \| 87.0 \| 10701 \| 0.0037 \| 0.9987 \| 0.8722 \| 0.8657 \| 0.8788 \|
	\| 0.0043 \| 88.0 \| 10824 \| 0.0036 \| 0.9986 \| 0.8629 \| 0.8673 \| 0.8586 \|
	\| 0.0043 \| 89.0 \| 10947 \| 0.0036 \| 0.9987 \| 0.8724 \| 0.8814 \| 0.8636 \|
	\| 0.004 \| 90.0 \| 11070 \| 0.0037 \| 0.9985 \| 0.8483 \| 0.8639 \| 0.8333 \|
	\| 0.004 \| 91.0 \| 11193 \| 0.0033 \| 0.9988 \| 0.8747 \| 0.8860 \| 0.8636 \|
	\| 0.004 \| 92.0 \| 11316 \| 0.0034 \| 0.9986 \| 0.8586 \| 0.8913 \| 0.8283 \|
	\| 0.004 \| 93.0 \| 11439 \| 0.0037 \| 0.9987 \| 0.8744 \| 0.87 \| 0.8788 \|
	\| 0.0041 \| 94.0 \| 11562 \| 0.0034 \| 0.9987 \| 0.8675 \| 0.8930 \| 0.8434 \|
	\| 0.0041 \| 95.0 \| 11685 \| 0.0032 \| 0.9989 \| 0.8928 \| 0.8818 \| 0.9040 \|
	\| 0.0041 \| 96.0 \| 11808 \| 0.0032 \| 0.9988 \| 0.8832 \| 0.8878 \| 0.8788 \|
	\| 0.0041 \| 97.0 \| 11931 \| 0.0034 \| 0.9987 \| 0.8667 \| 0.8802 \| 0.8535 \|
	\| 0.0036 \| 98.0 \| 12054 \| 0.0033 \| 0.9988 \| 0.8804 \| 0.8872 \| 0.8737 \|
	\| 0.0036 \| 99.0 \| 12177 \| 0.0031 \| 0.9989 \| 0.8889 \| 0.8889 \| 0.8889 \|
	\| 0.0036 \| 100.0 \| 12300 \| 0.0030 \| 0.9989 \| 0.8945 \| 0.89 \| 0.8990 \|
	\| 0.0036 \| 101.0 \| 12423 \| 0.0029 \| 0.9989 \| 0.8917 \| 0.8894 \| 0.8939 \|
	\| 0.0036 \| 102.0 \| 12546 \| 0.0030 \| 0.9989 \| 0.8878 \| 0.8768 \| 0.8990 \|
	\| 0.0036 \| 103.0 \| 12669 \| 0.0029 \| 0.9990 \| 0.8995 \| 0.895 \| 0.9040 \|
	\| 0.0036 \| 104.0 \| 12792 \| 0.0029 \| 0.9989 \| 0.8894 \| 0.885 \| 0.8939 \|
	\| 0.0036 \| 105.0 \| 12915 \| 0.0029 \| 0.9988 \| 0.8747 \| 0.8860 \| 0.8636 \|
	\| 0.0033 \| 106.0 \| 13038 \| 0.0029 \| 0.9990 \| 0.9 \| 0.8911 \| 0.9091 \|
	\| 0.0033 \| 107.0 \| 13161 \| 0.0026 \| 0.9990 \| 0.8951 \| 0.9067 \| 0.8838 \|
	\| 0.0033 \| 108.0 \| 13284 \| 0.0038 \| 0.9987 \| 0.8651 \| 0.8718 \| 0.8586 \|
	\| 0.0033 \| 109.0 \| 13407 \| 0.0032 \| 0.9988 \| 0.8766 \| 0.8744 \| 0.8788 \|
	\| 0.0033 \| 110.0 \| 13530 \| 0.0028 \| 0.9990 \| 0.9018 \| 0.8995 \| 0.9040 \|
	\| 0.0033 \| 111.0 \| 13653 \| 0.0032 \| 0.9987 \| 0.8744 \| 0.87 \| 0.8788 \|
	\| 0.0033 \| 112.0 \| 13776 \| 0.0028 \| 0.9990 \| 0.9003 \| 0.9119 \| 0.8889 \|
	\| 0.0033 \| 113.0 \| 13899 \| 0.0029 \| 0.9990 \| 0.8985 \| 0.9031 \| 0.8939 \|
	\| 0.0035 \| 114.0 \| 14022 \| 0.0026 \| 0.9991 \| 0.9086 \| 0.9133 \| 0.9040 \|
	\| 0.0035 \| 115.0 \| 14145 \| 0.0026 \| 0.9991 \| 0.9132 \| 0.8976 \| 0.9293 \|
	\| 0.0035 \| 116.0 \| 14268 \| 0.0024 \| 0.9991 \| 0.9154 \| 0.9020 \| 0.9293 \|
	\| 0.0035 \| 117.0 \| 14391 \| 0.0024 \| 0.9991 \| 0.9118 \| 0.9095 \| 0.9141 \|
	\| 0.0027 \| 118.0 \| 14514 \| 0.0024 \| 0.9992 \| 0.9177 \| 0.9064 \| 0.9293 \|
	\| 0.0027 \| 119.0 \| 14637 \| 0.0023 \| 0.9991 \| 0.9123 \| 0.9055 \| 0.9192 \|
	\| 0.0027 \| 120.0 \| 14760 \| 0.0024 \| 0.9990 \| 0.8957 \| 0.9026 \| 0.8889 \|
	\| 0.0027 \| 121.0 \| 14883 \| 0.0023 \| 0.9991 \| 0.915 \| 0.9059 \| 0.9242 \|
	\| 0.0027 \| 122.0 \| 15006 \| 0.0023 \| 0.9991 \| 0.9132 \| 0.8976 \| 0.9293 \|
	\| 0.0027 \| 123.0 \| 15129 \| 0.0023 \| 0.9992 \| 0.9165 \| 0.9188 \| 0.9141 \|
	\| 0.0027 \| 124.0 \| 15252 \| 0.0028 \| 0.9989 \| 0.8911 \| 0.8738 \| 0.9091 \|
	\| 0.0027 \| 125.0 \| 15375 \| 0.0022 \| 0.9992 \| 0.9177 \| 0.9064 \| 0.9293 \|
	\| 0.0027 \| 126.0 \| 15498 \| 0.0023 \| 0.9991 \| 0.9114 \| 0.9137 \| 0.9091 \|
	\| 0.0027 \| 127.0 \| 15621 \| 0.0022 \| 0.9992 \| 0.92 \| 0.9109 \| 0.9293 \|
	\| 0.0027 \| 128.0 \| 15744 \| 0.0021 \| 0.9992 \| 0.9227 \| 0.9113 \| 0.9343 \|
	\| 0.0027 \| 129.0 \| 15867 \| 0.0022 \| 0.9991 \| 0.9068 \| 0.9045 \| 0.9091 \|
	\| 0.0027 \| 130.0 \| 15990 \| 0.0021 \| 0.9992 \| 0.9204 \| 0.9069 \| 0.9343 \|
	\| 0.0025 \| 131.0 \| 16113 \| 0.0021 \| 0.9992 \| 0.9181 \| 0.9024 \| 0.9343 \|
	\| 0.0025 \| 132.0 \| 16236 \| 0.0023 \| 0.9991 \| 0.9086 \| 0.8889 \| 0.9293 \|
	\| 0.0025 \| 133.0 \| 16359 \| 0.0020 \| 0.9992 \| 0.9208 \| 0.9029 \| 0.9394 \|
	\| 0.0025 \| 134.0 \| 16482 \| 0.0019 \| 0.9992 \| 0.9246 \| 0.92 \| 0.9293 \|
	\| 0.0025 \| 135.0 \| 16605 \| 0.0019 \| 0.9993 \| 0.9270 \| 0.9246 \| 0.9293 \|
	\| 0.0025 \| 136.0 \| 16728 \| 0.0019 \| 0.9992 \| 0.9231 \| 0.9073 \| 0.9394 \|
	\| 0.0025 \| 137.0 \| 16851 \| 0.0018 \| 0.9993 \| 0.9277 \| 0.9163 \| 0.9394 \|
	\| 0.0025 \| 138.0 \| 16974 \| 0.0019 \| 0.9992 \| 0.9177 \| 0.9064 \| 0.9293 \|
	\| 0.0022 \| 139.0 \| 17097 \| 0.0018 \| 0.9992 \| 0.9211 \| 0.9282 \| 0.9141 \|
	\| 0.0022 \| 140.0 \| 17220 \| 0.0018 \| 0.9993 \| 0.9323 \| 0.9254 \| 0.9394 \|
	\| 0.0022 \| 141.0 \| 17343 \| 0.0018 \| 0.9993 \| 0.935 \| 0.9257 \| 0.9444 \|
	\| 0.0022 \| 142.0 \| 17466 \| 0.0019 \| 0.9992 \| 0.9203 \| 0.9372 \| 0.9040 \|
	\| 0.0021 \| 143.0 \| 17589 \| 0.0017 \| 0.9993 \| 0.9289 \| 0.9337 \| 0.9242 \|
	\| 0.0021 \| 144.0 \| 17712 \| 0.0021 \| 0.9992 \| 0.9223 \| 0.9154 \| 0.9293 \|
	\| 0.0021 \| 145.0 \| 17835 \| 0.0021 \| 0.9992 \| 0.9165 \| 0.9188 \| 0.9141 \|
	\| 0.0021 \| 146.0 \| 17958 \| 0.0019 \| 0.9993 \| 0.9277 \| 0.9163 \| 0.9394 \|
	\| 0.0023 \| 147.0 \| 18081 \| 0.0019 \| 0.9993 \| 0.93 \| 0.9208 \| 0.9394 \|
	\| 0.0023 \| 148.0 \| 18204 \| 0.0017 \| 0.9994 \| 0.9373 \| 0.9303 \| 0.9444 \|
	\| 0.0023 \| 149.0 \| 18327 \| 0.0017 \| 0.9993 \| 0.9273 \| 0.9204 \| 0.9343 \|
	\| 0.0023 \| 150.0 \| 18450 \| 0.0018 \| 0.9993 \| 0.9306 \| 0.9476 \| 0.9141 \|
	\| 0.002 \| 151.0 \| 18573 \| 0.0032 \| 0.9993 \| 0.9286 \| 0.9381 \| 0.9192 \|
	\| 0.002 \| 152.0 \| 18696 \| 0.0016 \| 0.9993 \| 0.9340 \| 0.9388 \| 0.9293 \|
	\| 0.002 \| 153.0 \| 18819 \| 0.0017 \| 0.9993 \| 0.9323 \| 0.9254 \| 0.9394 \|
	\| 0.002 \| 154.0 \| 18942 \| 0.0017 \| 0.9994 \| 0.9364 \| 0.9436 \| 0.9293 \|
	\| 0.0021 \| 155.0 \| 19065 \| 0.0019 \| 0.9993 \| 0.9273 \| 0.9204 \| 0.9343 \|
	\| 0.0021 \| 156.0 \| 19188 \| 0.0016 \| 0.9995 \| 0.9460 \| 0.9634 \| 0.9293 \|
	\| 0.0021 \| 157.0 \| 19311 \| 0.0015 \| 0.9995 \| 0.9490 \| 0.9588 \| 0.9394 \|
	\| 0.0021 \| 158.0 \| 19434 \| 0.0015 \| 0.9994 \| 0.9442 \| 0.9490 \| 0.9394 \|
	\| 0.0017 \| 159.0 \| 19557 \| 0.0019 \| 0.9993 \| 0.9267 \| 0.9620 \| 0.8939 \|
	\| 0.0017 \| 160.0 \| 19680 \| 0.0014 \| 0.9994 \| 0.9418 \| 0.9442 \| 0.9394 \|
	\| 0.0017 \| 161.0 \| 19803 \| 0.0016 \| 0.9994 \| 0.9388 \| 0.9485 \| 0.9293 \|
	\| 0.0017 \| 162.0 \| 19926 \| 0.0014 \| 0.9995 \| 0.9460 \| 0.9634 \| 0.9293 \|
	\| 0.0017 \| 163.0 \| 20049 \| 0.0014 \| 0.9995 \| 0.9490 \| 0.9588 \| 0.9394 \|
	\| 0.0017 \| 164.0 \| 20172 \| 0.0013 \| 0.9996 \| 0.9567 \| 0.9641 \| 0.9495 \|
	\| 0.0017 \| 165.0 \| 20295 \| 0.0013 \| 0.9994 \| 0.9444 \| 0.9444 \| 0.9444 \|
	\| 0.0017 \| 166.0 \| 20418 \| 0.0014 \| 0.9995 \| 0.9519 \| 0.9543 \| 0.9495 \|
	\| 0.0016 \| 167.0 \| 20541 \| 0.0014 \| 0.9994 \| 0.9444 \| 0.9444 \| 0.9444 \|
	\| 0.0016 \| 168.0 \| 20664 \| 0.0013 \| 0.9995 \| 0.9460 \| 0.9634 \| 0.9293 \|
	\| 0.0016 \| 169.0 \| 20787 \| 0.0012 \| 0.9996 \| 0.9618 \| 0.9692 \| 0.9545 \|
	\| 0.0016 \| 170.0 \| 20910 \| 0.0013 \| 0.9995 \| 0.9487 \| 0.9635 \| 0.9343 \|
	\| 0.0015 \| 171.0 \| 21033 \| 0.0012 \| 0.9996 \| 0.9592 \| 0.9691 \| 0.9495 \|
	\| 0.0015 \| 172.0 \| 21156 \| 0.0013 \| 0.9995 \| 0.9455 \| 0.9733 \| 0.9192 \|
	\| 0.0015 \| 173.0 \| 21279 \| 0.0015 \| 0.9995 \| 0.9538 \| 0.9688 \| 0.9394 \|
	\| 0.0015 \| 174.0 \| 21402 \| 0.0012 \| 0.9996 \| 0.9620 \| 0.9645 \| 0.9596 \|
	\| 0.0015 \| 175.0 \| 21525 \| 0.0011 \| 0.9996 \| 0.9567 \| 0.9641 \| 0.9495 \|
	\| 0.0015 \| 176.0 \| 21648 \| 0.0011 \| 0.9996 \| 0.9648 \| 0.96 \| 0.9697 \|
	\| 0.0015 \| 177.0 \| 21771 \| 0.0011 \| 0.9996 \| 0.9622 \| 0.9598 \| 0.9646 \|
	\| 0.0015 \| 178.0 \| 21894 \| 0.0011 \| 0.9996 \| 0.9648 \| 0.96 \| 0.9697 \|
	\| 0.0014 \| 179.0 \| 22017 \| 0.0011 \| 0.9995 \| 0.9541 \| 0.9639 \| 0.9444 \|
	\| 0.0014 \| 180.0 \| 22140 \| 0.0011 \| 0.9997 \| 0.9671 \| 0.9695 \| 0.9646 \|
	\| 0.0014 \| 181.0 \| 22263 \| 0.0010 \| 0.9996 \| 0.9643 \| 0.9742 \| 0.9545 \|
	\| 0.0014 \| 182.0 \| 22386 \| 0.0010 \| 0.9997 \| 0.9694 \| 0.9794 \| 0.9596 \|
	\| 0.0013 \| 183.0 \| 22509 \| 0.0010 \| 0.9997 \| 0.9747 \| 0.9747 \| 0.9747 \|
	\| 0.0013 \| 184.0 \| 22632 \| 0.0011 \| 0.9996 \| 0.9622 \| 0.9598 \| 0.9646 \|
	\| 0.0013 \| 185.0 \| 22755 \| 0.0010 \| 0.9997 \| 0.9747 \| 0.9747 \| 0.9747 \|
	\| 0.0013 \| 186.0 \| 22878 \| 0.0010 \| 0.9998 \| 0.9772 \| 0.9797 \| 0.9747 \|
	\| 0.0012 \| 187.0 \| 23001 \| 0.0010 \| 0.9998 \| 0.9772 \| 0.9797 \| 0.9747 \|
	\| 0.0012 \| 188.0 \| 23124 \| 0.0009 \| 0.9997 \| 0.9746 \| 0.9796 \| 0.9697 \|
	\| 0.0012 \| 189.0 \| 23247 \| 0.0009 \| 0.9997 \| 0.9746 \| 0.9796 \| 0.9697 \|
	\| 0.0012 \| 190.0 \| 23370 \| 0.0009 \| 0.9997 \| 0.9746 \| 0.9796 \| 0.9697 \|
	\| 0.0012 \| 191.0 \| 23493 \| 0.0009 \| 0.9997 \| 0.9746 \| 0.9796 \| 0.9697 \|
	\| 0.0012 \| 192.0 \| 23616 \| 0.0009 \| 0.9997 \| 0.9695 \| 0.9745 \| 0.9646 \|
	\| 0.0012 \| 193.0 \| 23739 \| 0.0009 \| 0.9997 \| 0.9747 \| 0.9747 \| 0.9747 \|
	\| 0.0012 \| 194.0 \| 23862 \| 0.0009 \| 0.9997 \| 0.9722 \| 0.9746 \| 0.9697 \|
	\| 0.0012 \| 195.0 \| 23985 \| 0.0009 \| 0.9998 \| 0.9772 \| 0.9797 \| 0.9747 \|
	\| 0.0012 \| 196.0 \| 24108 \| 0.0009 \| 0.9997 \| 0.9747 \| 0.9747 \| 0.9747 \|
	\| 0.0012 \| 197.0 \| 24231 \| 0.0009 \| 0.9997 \| 0.9747 \| 0.9747 \| 0.9747 \|
	\| 0.0012 \| 198.0 \| 24354 \| 0.0009 \| 0.9997 \| 0.9747 \| 0.9747 \| 0.9747 \|
	\| 0.0012 \| 199.0 \| 24477 \| 0.0009 \| 0.9997 \| 0.9747 \| 0.9747 \| 0.9747 \|
	\| 0.0011 \| 200.0 \| 24600 \| 0.0009 \| 0.9997 \| 0.9747 \| 0.9747 \| 0.9747 \|


	### Framework versions

	- Transformers 4.39.2
	- Pytorch 2.2.2+cu121
	- Datasets 2.18.0
	- Tokenizers 0.15.2