End of training

064b0e4 verified about 1 year ago

42.9 kB

	---
	library_name: transformers
	base_model: aubmindlab/bert-base-arabertv02
	tags:
	- generated_from_trainer
	model-index:
	- name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask1_mechanics
	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. -->

	# Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask1_mechanics

	This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
	It achieves the following results on the evaluation set:
	- Loss: 0.5312
	- Qwk: 0.5729
	- Mse: 0.5312
	- Rmse: 0.7289

	## 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: 100

	### Training results

	\| Training Loss \| Epoch \| Step \| Validation Loss \| Qwk \| Mse \| Rmse \|
	\|:-------------:\|:-------:\|:----:\|:---------------:\|:-------:\|:------:\|:------:\|
	\| No log \| 0.0213 \| 2 \| 3.8700 \| 0.0028 \| 3.8700 \| 1.9672 \|
	\| No log \| 0.0426 \| 4 \| 2.8680 \| 0.0513 \| 2.8680 \| 1.6935 \|
	\| No log \| 0.0638 \| 6 \| 1.4558 \| 0.0449 \| 1.4558 \| 1.2066 \|
	\| No log \| 0.0851 \| 8 \| 0.8686 \| 0.0616 \| 0.8686 \| 0.9320 \|
	\| No log \| 0.1064 \| 10 \| 0.7997 \| -0.0595 \| 0.7997 \| 0.8943 \|
	\| No log \| 0.1277 \| 12 \| 0.7862 \| 0.0204 \| 0.7862 \| 0.8867 \|
	\| No log \| 0.1489 \| 14 \| 0.8207 \| 0.0719 \| 0.8207 \| 0.9059 \|
	\| No log \| 0.1702 \| 16 \| 0.7036 \| 0.0953 \| 0.7036 \| 0.8388 \|
	\| No log \| 0.1915 \| 18 \| 0.5689 \| 0.3818 \| 0.5689 \| 0.7543 \|
	\| No log \| 0.2128 \| 20 \| 0.5865 \| 0.3662 \| 0.5865 \| 0.7658 \|
	\| No log \| 0.2340 \| 22 \| 0.7282 \| 0.1723 \| 0.7282 \| 0.8533 \|
	\| No log \| 0.2553 \| 24 \| 0.7280 \| 0.1709 \| 0.7280 \| 0.8532 \|
	\| No log \| 0.2766 \| 26 \| 0.5715 \| 0.4113 \| 0.5715 \| 0.7560 \|
	\| No log \| 0.2979 \| 28 \| 0.5360 \| 0.3704 \| 0.5360 \| 0.7321 \|
	\| No log \| 0.3191 \| 30 \| 0.5734 \| 0.2888 \| 0.5734 \| 0.7572 \|
	\| No log \| 0.3404 \| 32 \| 0.5407 \| 0.3643 \| 0.5407 \| 0.7353 \|
	\| No log \| 0.3617 \| 34 \| 0.5436 \| 0.4929 \| 0.5436 \| 0.7373 \|
	\| No log \| 0.3830 \| 36 \| 0.5975 \| 0.4743 \| 0.5975 \| 0.7730 \|
	\| No log \| 0.4043 \| 38 \| 0.5446 \| 0.4763 \| 0.5446 \| 0.7380 \|
	\| No log \| 0.4255 \| 40 \| 0.5163 \| 0.4280 \| 0.5163 \| 0.7186 \|
	\| No log \| 0.4468 \| 42 \| 0.5586 \| 0.3838 \| 0.5586 \| 0.7474 \|
	\| No log \| 0.4681 \| 44 \| 0.6211 \| 0.4799 \| 0.6211 \| 0.7881 \|
	\| No log \| 0.4894 \| 46 \| 0.6457 \| 0.4387 \| 0.6457 \| 0.8036 \|
	\| No log \| 0.5106 \| 48 \| 0.6201 \| 0.4552 \| 0.6201 \| 0.7875 \|
	\| No log \| 0.5319 \| 50 \| 0.5784 \| 0.4187 \| 0.5784 \| 0.7606 \|
	\| No log \| 0.5532 \| 52 \| 0.5515 \| 0.4529 \| 0.5515 \| 0.7426 \|
	\| No log \| 0.5745 \| 54 \| 0.6396 \| 0.4462 \| 0.6396 \| 0.7998 \|
	\| No log \| 0.5957 \| 56 \| 0.6391 \| 0.4365 \| 0.6391 \| 0.7995 \|
	\| No log \| 0.6170 \| 58 \| 0.5221 \| 0.5205 \| 0.5221 \| 0.7226 \|
	\| No log \| 0.6383 \| 60 \| 0.5061 \| 0.5714 \| 0.5061 \| 0.7114 \|
	\| No log \| 0.6596 \| 62 \| 0.5297 \| 0.5483 \| 0.5297 \| 0.7278 \|
	\| No log \| 0.6809 \| 64 \| 0.5061 \| 0.5259 \| 0.5061 \| 0.7114 \|
	\| No log \| 0.7021 \| 66 \| 0.4728 \| 0.5375 \| 0.4728 \| 0.6876 \|
	\| No log \| 0.7234 \| 68 \| 0.4781 \| 0.5243 \| 0.4781 \| 0.6914 \|
	\| No log \| 0.7447 \| 70 \| 0.5072 \| 0.5386 \| 0.5072 \| 0.7122 \|
	\| No log \| 0.7660 \| 72 \| 0.5131 \| 0.5689 \| 0.5131 \| 0.7163 \|
	\| No log \| 0.7872 \| 74 \| 0.5029 \| 0.6064 \| 0.5029 \| 0.7092 \|
	\| No log \| 0.8085 \| 76 \| 0.5258 \| 0.5959 \| 0.5258 \| 0.7251 \|
	\| No log \| 0.8298 \| 78 \| 0.4809 \| 0.6145 \| 0.4809 \| 0.6934 \|
	\| No log \| 0.8511 \| 80 \| 0.4452 \| 0.5912 \| 0.4452 \| 0.6672 \|
	\| No log \| 0.8723 \| 82 \| 0.4245 \| 0.5476 \| 0.4245 \| 0.6515 \|
	\| No log \| 0.8936 \| 84 \| 0.4057 \| 0.5568 \| 0.4057 \| 0.6369 \|
	\| No log \| 0.9149 \| 86 \| 0.5298 \| 0.5298 \| 0.5298 \| 0.7279 \|
	\| No log \| 0.9362 \| 88 \| 0.6039 \| 0.3664 \| 0.6039 \| 0.7771 \|
	\| No log \| 0.9574 \| 90 \| 0.5411 \| 0.3691 \| 0.5411 \| 0.7356 \|
	\| No log \| 0.9787 \| 92 \| 0.4801 \| 0.5109 \| 0.4801 \| 0.6929 \|
	\| No log \| 1.0 \| 94 \| 0.4527 \| 0.5483 \| 0.4527 \| 0.6728 \|
	\| No log \| 1.0213 \| 96 \| 0.4583 \| 0.6036 \| 0.4583 \| 0.6769 \|
	\| No log \| 1.0426 \| 98 \| 0.5408 \| 0.6301 \| 0.5408 \| 0.7354 \|
	\| No log \| 1.0638 \| 100 \| 0.6468 \| 0.5606 \| 0.6468 \| 0.8042 \|
	\| No log \| 1.0851 \| 102 \| 0.6733 \| 0.5186 \| 0.6733 \| 0.8205 \|
	\| No log \| 1.1064 \| 104 \| 0.6040 \| 0.5409 \| 0.6040 \| 0.7772 \|
	\| No log \| 1.1277 \| 106 \| 0.5035 \| 0.5992 \| 0.5035 \| 0.7096 \|
	\| No log \| 1.1489 \| 108 \| 0.4188 \| 0.5722 \| 0.4188 \| 0.6471 \|
	\| No log \| 1.1702 \| 110 \| 0.4322 \| 0.5498 \| 0.4322 \| 0.6574 \|
	\| No log \| 1.1915 \| 112 \| 0.4021 \| 0.5399 \| 0.4021 \| 0.6341 \|
	\| No log \| 1.2128 \| 114 \| 0.4442 \| 0.5638 \| 0.4442 \| 0.6665 \|
	\| No log \| 1.2340 \| 116 \| 0.5092 \| 0.6018 \| 0.5092 \| 0.7136 \|
	\| No log \| 1.2553 \| 118 \| 0.5305 \| 0.6009 \| 0.5305 \| 0.7283 \|
	\| No log \| 1.2766 \| 120 \| 0.6057 \| 0.5307 \| 0.6057 \| 0.7783 \|
	\| No log \| 1.2979 \| 122 \| 0.7061 \| 0.4762 \| 0.7061 \| 0.8403 \|
	\| No log \| 1.3191 \| 124 \| 0.6258 \| 0.5396 \| 0.6258 \| 0.7911 \|
	\| No log \| 1.3404 \| 126 \| 0.5065 \| 0.6047 \| 0.5065 \| 0.7117 \|
	\| No log \| 1.3617 \| 128 \| 0.5102 \| 0.6264 \| 0.5102 \| 0.7143 \|
	\| No log \| 1.3830 \| 130 \| 0.4641 \| 0.6040 \| 0.4641 \| 0.6813 \|
	\| No log \| 1.4043 \| 132 \| 0.4818 \| 0.5710 \| 0.4818 \| 0.6941 \|
	\| No log \| 1.4255 \| 134 \| 0.5189 \| 0.4772 \| 0.5189 \| 0.7204 \|
	\| No log \| 1.4468 \| 136 \| 0.4753 \| 0.4871 \| 0.4753 \| 0.6895 \|
	\| No log \| 1.4681 \| 138 \| 0.4092 \| 0.5675 \| 0.4092 \| 0.6397 \|
	\| No log \| 1.4894 \| 140 \| 0.3927 \| 0.5648 \| 0.3927 \| 0.6267 \|
	\| No log \| 1.5106 \| 142 \| 0.4128 \| 0.6022 \| 0.4128 \| 0.6425 \|
	\| No log \| 1.5319 \| 144 \| 0.4721 \| 0.6124 \| 0.4721 \| 0.6871 \|
	\| No log \| 1.5532 \| 146 \| 0.4917 \| 0.6040 \| 0.4917 \| 0.7012 \|
	\| No log \| 1.5745 \| 148 \| 0.4826 \| 0.5953 \| 0.4826 \| 0.6947 \|
	\| No log \| 1.5957 \| 150 \| 0.5328 \| 0.5329 \| 0.5328 \| 0.7299 \|
	\| No log \| 1.6170 \| 152 \| 0.7210 \| 0.4475 \| 0.7210 \| 0.8491 \|
	\| No log \| 1.6383 \| 154 \| 0.7185 \| 0.4483 \| 0.7185 \| 0.8477 \|
	\| No log \| 1.6596 \| 156 \| 0.5535 \| 0.4925 \| 0.5535 \| 0.7440 \|
	\| No log \| 1.6809 \| 158 \| 0.4588 \| 0.5544 \| 0.4588 \| 0.6774 \|
	\| No log \| 1.7021 \| 160 \| 0.4985 \| 0.5629 \| 0.4985 \| 0.7060 \|
	\| No log \| 1.7234 \| 162 \| 0.4585 \| 0.5618 \| 0.4585 \| 0.6772 \|
	\| No log \| 1.7447 \| 164 \| 0.4568 \| 0.5728 \| 0.4568 \| 0.6759 \|
	\| No log \| 1.7660 \| 166 \| 0.5404 \| 0.5390 \| 0.5404 \| 0.7351 \|
	\| No log \| 1.7872 \| 168 \| 0.6462 \| 0.4495 \| 0.6462 \| 0.8039 \|
	\| No log \| 1.8085 \| 170 \| 0.6222 \| 0.4786 \| 0.6222 \| 0.7888 \|
	\| No log \| 1.8298 \| 172 \| 0.5634 \| 0.5310 \| 0.5634 \| 0.7506 \|
	\| No log \| 1.8511 \| 174 \| 0.5554 \| 0.5823 \| 0.5554 \| 0.7452 \|
	\| No log \| 1.8723 \| 176 \| 0.5401 \| 0.5958 \| 0.5401 \| 0.7349 \|
	\| No log \| 1.8936 \| 178 \| 0.4968 \| 0.5827 \| 0.4968 \| 0.7049 \|
	\| No log \| 1.9149 \| 180 \| 0.4595 \| 0.5503 \| 0.4595 \| 0.6779 \|
	\| No log \| 1.9362 \| 182 \| 0.4541 \| 0.5636 \| 0.4541 \| 0.6739 \|
	\| No log \| 1.9574 \| 184 \| 0.4311 \| 0.6106 \| 0.4311 \| 0.6566 \|
	\| No log \| 1.9787 \| 186 \| 0.4532 \| 0.6356 \| 0.4532 \| 0.6732 \|
	\| No log \| 2.0 \| 188 \| 0.4792 \| 0.5911 \| 0.4792 \| 0.6922 \|
	\| No log \| 2.0213 \| 190 \| 0.4414 \| 0.5990 \| 0.4414 \| 0.6644 \|
	\| No log \| 2.0426 \| 192 \| 0.3994 \| 0.6234 \| 0.3994 \| 0.6320 \|
	\| No log \| 2.0638 \| 194 \| 0.4247 \| 0.6183 \| 0.4247 \| 0.6517 \|
	\| No log \| 2.0851 \| 196 \| 0.4793 \| 0.5597 \| 0.4793 \| 0.6923 \|
	\| No log \| 2.1064 \| 198 \| 0.4875 \| 0.5814 \| 0.4875 \| 0.6982 \|
	\| No log \| 2.1277 \| 200 \| 0.4248 \| 0.6382 \| 0.4248 \| 0.6518 \|
	\| No log \| 2.1489 \| 202 \| 0.4127 \| 0.6517 \| 0.4127 \| 0.6424 \|
	\| No log \| 2.1702 \| 204 \| 0.4295 \| 0.6290 \| 0.4295 \| 0.6554 \|
	\| No log \| 2.1915 \| 206 \| 0.4852 \| 0.5945 \| 0.4852 \| 0.6965 \|
	\| No log \| 2.2128 \| 208 \| 0.5648 \| 0.5461 \| 0.5648 \| 0.7516 \|
	\| No log \| 2.2340 \| 210 \| 0.6034 \| 0.5571 \| 0.6034 \| 0.7768 \|
	\| No log \| 2.2553 \| 212 \| 0.5739 \| 0.5631 \| 0.5739 \| 0.7576 \|
	\| No log \| 2.2766 \| 214 \| 0.4829 \| 0.6245 \| 0.4829 \| 0.6949 \|
	\| No log \| 2.2979 \| 216 \| 0.4503 \| 0.6487 \| 0.4503 \| 0.6710 \|
	\| No log \| 2.3191 \| 218 \| 0.4547 \| 0.6407 \| 0.4547 \| 0.6743 \|
	\| No log \| 2.3404 \| 220 \| 0.4335 \| 0.6495 \| 0.4335 \| 0.6584 \|
	\| No log \| 2.3617 \| 222 \| 0.4347 \| 0.5619 \| 0.4347 \| 0.6593 \|
	\| No log \| 2.3830 \| 224 \| 0.4452 \| 0.5337 \| 0.4452 \| 0.6672 \|
	\| No log \| 2.4043 \| 226 \| 0.4393 \| 0.5465 \| 0.4393 \| 0.6628 \|
	\| No log \| 2.4255 \| 228 \| 0.4364 \| 0.6271 \| 0.4364 \| 0.6606 \|
	\| No log \| 2.4468 \| 230 \| 0.4573 \| 0.6617 \| 0.4573 \| 0.6762 \|
	\| No log \| 2.4681 \| 232 \| 0.5306 \| 0.5647 \| 0.5306 \| 0.7284 \|
	\| No log \| 2.4894 \| 234 \| 0.5483 \| 0.5544 \| 0.5483 \| 0.7405 \|
	\| No log \| 2.5106 \| 236 \| 0.5137 \| 0.5890 \| 0.5137 \| 0.7167 \|
	\| No log \| 2.5319 \| 238 \| 0.4851 \| 0.6637 \| 0.4851 \| 0.6965 \|
	\| No log \| 2.5532 \| 240 \| 0.4729 \| 0.6675 \| 0.4729 \| 0.6877 \|
	\| No log \| 2.5745 \| 242 \| 0.5230 \| 0.6381 \| 0.5230 \| 0.7232 \|
	\| No log \| 2.5957 \| 244 \| 0.4902 \| 0.6443 \| 0.4902 \| 0.7001 \|
	\| No log \| 2.6170 \| 246 \| 0.4650 \| 0.6457 \| 0.4650 \| 0.6819 \|
	\| No log \| 2.6383 \| 248 \| 0.4557 \| 0.6471 \| 0.4557 \| 0.6751 \|
	\| No log \| 2.6596 \| 250 \| 0.4565 \| 0.6478 \| 0.4565 \| 0.6756 \|
	\| No log \| 2.6809 \| 252 \| 0.4394 \| 0.6072 \| 0.4394 \| 0.6628 \|
	\| No log \| 2.7021 \| 254 \| 0.4403 \| 0.5730 \| 0.4403 \| 0.6635 \|
	\| No log \| 2.7234 \| 256 \| 0.4928 \| 0.5787 \| 0.4928 \| 0.7020 \|
	\| No log \| 2.7447 \| 258 \| 0.5198 \| 0.5909 \| 0.5198 \| 0.7210 \|
	\| No log \| 2.7660 \| 260 \| 0.6181 \| 0.5315 \| 0.6181 \| 0.7862 \|
	\| No log \| 2.7872 \| 262 \| 0.6477 \| 0.5018 \| 0.6477 \| 0.8048 \|
	\| No log \| 2.8085 \| 264 \| 0.6227 \| 0.5084 \| 0.6227 \| 0.7891 \|
	\| No log \| 2.8298 \| 266 \| 0.6508 \| 0.4942 \| 0.6508 \| 0.8067 \|
	\| No log \| 2.8511 \| 268 \| 0.5119 \| 0.5928 \| 0.5119 \| 0.7155 \|
	\| No log \| 2.8723 \| 270 \| 0.4350 \| 0.6412 \| 0.4350 \| 0.6596 \|
	\| No log \| 2.8936 \| 272 \| 0.4677 \| 0.6420 \| 0.4677 \| 0.6839 \|
	\| No log \| 2.9149 \| 274 \| 0.4320 \| 0.6624 \| 0.4320 \| 0.6573 \|
	\| No log \| 2.9362 \| 276 \| 0.4648 \| 0.6020 \| 0.4648 \| 0.6818 \|
	\| No log \| 2.9574 \| 278 \| 0.6970 \| 0.5286 \| 0.6970 \| 0.8349 \|
	\| No log \| 2.9787 \| 280 \| 1.0342 \| 0.4346 \| 1.0342 \| 1.0170 \|
	\| No log \| 3.0 \| 282 \| 1.1894 \| 0.4279 \| 1.1894 \| 1.0906 \|
	\| No log \| 3.0213 \| 284 \| 1.0722 \| 0.4886 \| 1.0722 \| 1.0355 \|
	\| No log \| 3.0426 \| 286 \| 0.7646 \| 0.5839 \| 0.7646 \| 0.8744 \|
	\| No log \| 3.0638 \| 288 \| 0.6410 \| 0.6152 \| 0.6410 \| 0.8006 \|
	\| No log \| 3.0851 \| 290 \| 0.6924 \| 0.5622 \| 0.6924 \| 0.8321 \|
	\| No log \| 3.1064 \| 292 \| 0.5807 \| 0.5570 \| 0.5807 \| 0.7620 \|
	\| No log \| 3.1277 \| 294 \| 0.4183 \| 0.5795 \| 0.4183 \| 0.6468 \|
	\| No log \| 3.1489 \| 296 \| 0.3919 \| 0.5607 \| 0.3919 \| 0.6260 \|
	\| No log \| 3.1702 \| 298 \| 0.4948 \| 0.5417 \| 0.4948 \| 0.7034 \|
	\| No log \| 3.1915 \| 300 \| 0.5599 \| 0.4960 \| 0.5599 \| 0.7482 \|
	\| No log \| 3.2128 \| 302 \| 0.5366 \| 0.5328 \| 0.5366 \| 0.7326 \|
	\| No log \| 3.2340 \| 304 \| 0.4491 \| 0.5882 \| 0.4491 \| 0.6701 \|
	\| No log \| 3.2553 \| 306 \| 0.3867 \| 0.6274 \| 0.3867 \| 0.6218 \|
	\| No log \| 3.2766 \| 308 \| 0.4168 \| 0.6086 \| 0.4168 \| 0.6456 \|
	\| No log \| 3.2979 \| 310 \| 0.4436 \| 0.5729 \| 0.4436 \| 0.6660 \|
	\| No log \| 3.3191 \| 312 \| 0.4187 \| 0.6193 \| 0.4187 \| 0.6471 \|
	\| No log \| 3.3404 \| 314 \| 0.4010 \| 0.6306 \| 0.4010 \| 0.6332 \|
	\| No log \| 3.3617 \| 316 \| 0.4654 \| 0.6112 \| 0.4654 \| 0.6822 \|
	\| No log \| 3.3830 \| 318 \| 0.5424 \| 0.5836 \| 0.5424 \| 0.7365 \|
	\| No log \| 3.4043 \| 320 \| 0.5139 \| 0.5590 \| 0.5139 \| 0.7169 \|
	\| No log \| 3.4255 \| 322 \| 0.4222 \| 0.6338 \| 0.4222 \| 0.6497 \|
	\| No log \| 3.4468 \| 324 \| 0.4124 \| 0.6164 \| 0.4124 \| 0.6422 \|
	\| No log \| 3.4681 \| 326 \| 0.4405 \| 0.5635 \| 0.4405 \| 0.6637 \|
	\| No log \| 3.4894 \| 328 \| 0.4401 \| 0.5532 \| 0.4401 \| 0.6634 \|
	\| No log \| 3.5106 \| 330 \| 0.4222 \| 0.5512 \| 0.4222 \| 0.6498 \|
	\| No log \| 3.5319 \| 332 \| 0.4252 \| 0.5777 \| 0.4252 \| 0.6520 \|
	\| No log \| 3.5532 \| 334 \| 0.4582 \| 0.5738 \| 0.4582 \| 0.6769 \|
	\| No log \| 3.5745 \| 336 \| 0.5439 \| 0.5394 \| 0.5439 \| 0.7375 \|
	\| No log \| 3.5957 \| 338 \| 0.5894 \| 0.5605 \| 0.5894 \| 0.7677 \|
	\| No log \| 3.6170 \| 340 \| 0.6210 \| 0.5782 \| 0.6210 \| 0.7880 \|
	\| No log \| 3.6383 \| 342 \| 0.5611 \| 0.5978 \| 0.5611 \| 0.7491 \|
	\| No log \| 3.6596 \| 344 \| 0.5331 \| 0.5749 \| 0.5331 \| 0.7301 \|
	\| No log \| 3.6809 \| 346 \| 0.4597 \| 0.5813 \| 0.4597 \| 0.6780 \|
	\| No log \| 3.7021 \| 348 \| 0.4551 \| 0.5750 \| 0.4551 \| 0.6746 \|
	\| No log \| 3.7234 \| 350 \| 0.5070 \| 0.5301 \| 0.5070 \| 0.7121 \|
	\| No log \| 3.7447 \| 352 \| 0.6439 \| 0.4725 \| 0.6439 \| 0.8025 \|
	\| No log \| 3.7660 \| 354 \| 0.6654 \| 0.5466 \| 0.6654 \| 0.8157 \|
	\| No log \| 3.7872 \| 356 \| 0.5995 \| 0.5650 \| 0.5995 \| 0.7743 \|
	\| No log \| 3.8085 \| 358 \| 0.5218 \| 0.6410 \| 0.5218 \| 0.7223 \|
	\| No log \| 3.8298 \| 360 \| 0.5147 \| 0.5877 \| 0.5147 \| 0.7174 \|
	\| No log \| 3.8511 \| 362 \| 0.5181 \| 0.5816 \| 0.5181 \| 0.7198 \|
	\| No log \| 3.8723 \| 364 \| 0.4887 \| 0.5957 \| 0.4887 \| 0.6991 \|
	\| No log \| 3.8936 \| 366 \| 0.4936 \| 0.6376 \| 0.4936 \| 0.7026 \|
	\| No log \| 3.9149 \| 368 \| 0.6341 \| 0.5426 \| 0.6341 \| 0.7963 \|
	\| No log \| 3.9362 \| 370 \| 0.8922 \| 0.4388 \| 0.8922 \| 0.9446 \|
	\| No log \| 3.9574 \| 372 \| 0.9361 \| 0.4305 \| 0.9361 \| 0.9675 \|
	\| No log \| 3.9787 \| 374 \| 0.7767 \| 0.4754 \| 0.7767 \| 0.8813 \|
	\| No log \| 4.0 \| 376 \| 0.5546 \| 0.5944 \| 0.5546 \| 0.7447 \|
	\| No log \| 4.0213 \| 378 \| 0.4455 \| 0.6364 \| 0.4455 \| 0.6675 \|
	\| No log \| 4.0426 \| 380 \| 0.4432 \| 0.6492 \| 0.4432 \| 0.6657 \|
	\| No log \| 4.0638 \| 382 \| 0.4394 \| 0.6328 \| 0.4394 \| 0.6629 \|
	\| No log \| 4.0851 \| 384 \| 0.5231 \| 0.6165 \| 0.5231 \| 0.7232 \|
	\| No log \| 4.1064 \| 386 \| 0.6408 \| 0.5510 \| 0.6408 \| 0.8005 \|
	\| No log \| 4.1277 \| 388 \| 0.5963 \| 0.5326 \| 0.5963 \| 0.7722 \|
	\| No log \| 4.1489 \| 390 \| 0.5256 \| 0.5535 \| 0.5256 \| 0.7250 \|
	\| No log \| 4.1702 \| 392 \| 0.4583 \| 0.5754 \| 0.4583 \| 0.6770 \|
	\| No log \| 4.1915 \| 394 \| 0.4551 \| 0.5588 \| 0.4551 \| 0.6746 \|
	\| No log \| 4.2128 \| 396 \| 0.4799 \| 0.5825 \| 0.4799 \| 0.6928 \|
	\| No log \| 4.2340 \| 398 \| 0.5024 \| 0.5946 \| 0.5024 \| 0.7088 \|
	\| No log \| 4.2553 \| 400 \| 0.5062 \| 0.5914 \| 0.5062 \| 0.7115 \|
	\| No log \| 4.2766 \| 402 \| 0.5571 \| 0.5944 \| 0.5571 \| 0.7464 \|
	\| No log \| 4.2979 \| 404 \| 0.6416 \| 0.5790 \| 0.6416 \| 0.8010 \|
	\| No log \| 4.3191 \| 406 \| 0.6272 \| 0.5863 \| 0.6272 \| 0.7920 \|
	\| No log \| 4.3404 \| 408 \| 0.5662 \| 0.6118 \| 0.5662 \| 0.7525 \|
	\| No log \| 4.3617 \| 410 \| 0.5217 \| 0.6317 \| 0.5217 \| 0.7223 \|
	\| No log \| 4.3830 \| 412 \| 0.5046 \| 0.6526 \| 0.5046 \| 0.7103 \|
	\| No log \| 4.4043 \| 414 \| 0.4533 \| 0.6510 \| 0.4533 \| 0.6733 \|
	\| No log \| 4.4255 \| 416 \| 0.4523 \| 0.6337 \| 0.4523 \| 0.6725 \|
	\| No log \| 4.4468 \| 418 \| 0.5092 \| 0.6052 \| 0.5092 \| 0.7136 \|
	\| No log \| 4.4681 \| 420 \| 0.5761 \| 0.5872 \| 0.5761 \| 0.7590 \|
	\| No log \| 4.4894 \| 422 \| 0.5414 \| 0.5930 \| 0.5414 \| 0.7358 \|
	\| No log \| 4.5106 \| 424 \| 0.4877 \| 0.6322 \| 0.4877 \| 0.6983 \|
	\| No log \| 4.5319 \| 426 \| 0.4545 \| 0.6283 \| 0.4545 \| 0.6741 \|
	\| No log \| 4.5532 \| 428 \| 0.4798 \| 0.6225 \| 0.4798 \| 0.6927 \|
	\| No log \| 4.5745 \| 430 \| 0.5065 \| 0.6412 \| 0.5065 \| 0.7117 \|
	\| No log \| 4.5957 \| 432 \| 0.5108 \| 0.6217 \| 0.5108 \| 0.7147 \|
	\| No log \| 4.6170 \| 434 \| 0.5003 \| 0.6065 \| 0.5003 \| 0.7073 \|
	\| No log \| 4.6383 \| 436 \| 0.4485 \| 0.6146 \| 0.4485 \| 0.6697 \|
	\| No log \| 4.6596 \| 438 \| 0.4106 \| 0.6000 \| 0.4106 \| 0.6408 \|
	\| No log \| 4.6809 \| 440 \| 0.3994 \| 0.6045 \| 0.3994 \| 0.6320 \|
	\| No log \| 4.7021 \| 442 \| 0.4640 \| 0.6210 \| 0.4640 \| 0.6811 \|
	\| No log \| 4.7234 \| 444 \| 0.6359 \| 0.5608 \| 0.6359 \| 0.7974 \|
	\| No log \| 4.7447 \| 446 \| 0.6400 \| 0.5681 \| 0.6400 \| 0.8000 \|
	\| No log \| 4.7660 \| 448 \| 0.5044 \| 0.6469 \| 0.5044 \| 0.7102 \|
	\| No log \| 4.7872 \| 450 \| 0.4811 \| 0.6529 \| 0.4811 \| 0.6936 \|
	\| No log \| 4.8085 \| 452 \| 0.4944 \| 0.6287 \| 0.4944 \| 0.7031 \|
	\| No log \| 4.8298 \| 454 \| 0.4971 \| 0.6507 \| 0.4971 \| 0.7050 \|
	\| No log \| 4.8511 \| 456 \| 0.5233 \| 0.6160 \| 0.5233 \| 0.7234 \|
	\| No log \| 4.8723 \| 458 \| 0.5393 \| 0.5890 \| 0.5393 \| 0.7344 \|
	\| No log \| 4.8936 \| 460 \| 0.5381 \| 0.5635 \| 0.5381 \| 0.7335 \|
	\| No log \| 4.9149 \| 462 \| 0.5663 \| 0.5737 \| 0.5663 \| 0.7525 \|
	\| No log \| 4.9362 \| 464 \| 0.5866 \| 0.5785 \| 0.5866 \| 0.7659 \|
	\| No log \| 4.9574 \| 466 \| 0.6151 \| 0.5931 \| 0.6151 \| 0.7843 \|
	\| No log \| 4.9787 \| 468 \| 0.5690 \| 0.5924 \| 0.5690 \| 0.7543 \|
	\| No log \| 5.0 \| 470 \| 0.5576 \| 0.5935 \| 0.5576 \| 0.7468 \|
	\| No log \| 5.0213 \| 472 \| 0.5523 \| 0.6044 \| 0.5523 \| 0.7432 \|
	\| No log \| 5.0426 \| 474 \| 0.6575 \| 0.5839 \| 0.6575 \| 0.8108 \|
	\| No log \| 5.0638 \| 476 \| 0.6823 \| 0.5581 \| 0.6823 \| 0.8260 \|
	\| No log \| 5.0851 \| 478 \| 0.6547 \| 0.5462 \| 0.6547 \| 0.8092 \|
	\| No log \| 5.1064 \| 480 \| 0.5455 \| 0.5900 \| 0.5455 \| 0.7386 \|
	\| No log \| 5.1277 \| 482 \| 0.5264 \| 0.5911 \| 0.5264 \| 0.7255 \|
	\| No log \| 5.1489 \| 484 \| 0.4927 \| 0.6215 \| 0.4927 \| 0.7019 \|
	\| No log \| 5.1702 \| 486 \| 0.4870 \| 0.6380 \| 0.4870 \| 0.6979 \|
	\| No log \| 5.1915 \| 488 \| 0.4751 \| 0.6543 \| 0.4751 \| 0.6893 \|
	\| No log \| 5.2128 \| 490 \| 0.4543 \| 0.6647 \| 0.4543 \| 0.6740 \|
	\| No log \| 5.2340 \| 492 \| 0.4366 \| 0.6454 \| 0.4366 \| 0.6608 \|
	\| No log \| 5.2553 \| 494 \| 0.4606 \| 0.6286 \| 0.4606 \| 0.6786 \|
	\| No log \| 5.2766 \| 496 \| 0.6149 \| 0.5481 \| 0.6149 \| 0.7842 \|
	\| No log \| 5.2979 \| 498 \| 0.7406 \| 0.5233 \| 0.7406 \| 0.8606 \|
	\| 0.4903 \| 5.3191 \| 500 \| 0.6165 \| 0.5439 \| 0.6165 \| 0.7852 \|
	\| 0.4903 \| 5.3404 \| 502 \| 0.4787 \| 0.6319 \| 0.4787 \| 0.6919 \|
	\| 0.4903 \| 5.3617 \| 504 \| 0.4835 \| 0.6025 \| 0.4835 \| 0.6953 \|
	\| 0.4903 \| 5.3830 \| 506 \| 0.5211 \| 0.5982 \| 0.5211 \| 0.7219 \|
	\| 0.4903 \| 5.4043 \| 508 \| 0.5235 \| 0.5894 \| 0.5235 \| 0.7235 \|
	\| 0.4903 \| 5.4255 \| 510 \| 0.5560 \| 0.6138 \| 0.5560 \| 0.7456 \|
	\| 0.4903 \| 5.4468 \| 512 \| 0.5247 \| 0.6276 \| 0.5247 \| 0.7244 \|
	\| 0.4903 \| 5.4681 \| 514 \| 0.6057 \| 0.6063 \| 0.6057 \| 0.7783 \|
	\| 0.4903 \| 5.4894 \| 516 \| 0.7467 \| 0.5309 \| 0.7467 \| 0.8641 \|
	\| 0.4903 \| 5.5106 \| 518 \| 0.6866 \| 0.5457 \| 0.6866 \| 0.8286 \|
	\| 0.4903 \| 5.5319 \| 520 \| 0.5107 \| 0.6471 \| 0.5107 \| 0.7146 \|
	\| 0.4903 \| 5.5532 \| 522 \| 0.4700 \| 0.6359 \| 0.4700 \| 0.6855 \|
	\| 0.4903 \| 5.5745 \| 524 \| 0.5332 \| 0.5403 \| 0.5332 \| 0.7302 \|
	\| 0.4903 \| 5.5957 \| 526 \| 0.4766 \| 0.5762 \| 0.4766 \| 0.6904 \|
	\| 0.4903 \| 5.6170 \| 528 \| 0.4056 \| 0.6562 \| 0.4056 \| 0.6369 \|
	\| 0.4903 \| 5.6383 \| 530 \| 0.4921 \| 0.5498 \| 0.4921 \| 0.7015 \|
	\| 0.4903 \| 5.6596 \| 532 \| 0.6264 \| 0.5028 \| 0.6264 \| 0.7915 \|
	\| 0.4903 \| 5.6809 \| 534 \| 0.6691 \| 0.5272 \| 0.6691 \| 0.8180 \|
	\| 0.4903 \| 5.7021 \| 536 \| 0.6030 \| 0.5592 \| 0.6030 \| 0.7765 \|
	\| 0.4903 \| 5.7234 \| 538 \| 0.5649 \| 0.6073 \| 0.5649 \| 0.7516 \|
	\| 0.4903 \| 5.7447 \| 540 \| 0.5381 \| 0.6352 \| 0.5381 \| 0.7336 \|
	\| 0.4903 \| 5.7660 \| 542 \| 0.5141 \| 0.6348 \| 0.5141 \| 0.7170 \|
	\| 0.4903 \| 5.7872 \| 544 \| 0.5405 \| 0.6020 \| 0.5405 \| 0.7352 \|
	\| 0.4903 \| 5.8085 \| 546 \| 0.6011 \| 0.5280 \| 0.6011 \| 0.7753 \|
	\| 0.4903 \| 5.8298 \| 548 \| 0.6113 \| 0.5216 \| 0.6113 \| 0.7819 \|
	\| 0.4903 \| 5.8511 \| 550 \| 0.5821 \| 0.5382 \| 0.5821 \| 0.7630 \|
	\| 0.4903 \| 5.8723 \| 552 \| 0.5400 \| 0.5812 \| 0.5400 \| 0.7348 \|
	\| 0.4903 \| 5.8936 \| 554 \| 0.5433 \| 0.6181 \| 0.5433 \| 0.7371 \|
	\| 0.4903 \| 5.9149 \| 556 \| 0.5163 \| 0.6199 \| 0.5163 \| 0.7185 \|
	\| 0.4903 \| 5.9362 \| 558 \| 0.4911 \| 0.6111 \| 0.4911 \| 0.7008 \|
	\| 0.4903 \| 5.9574 \| 560 \| 0.4706 \| 0.6137 \| 0.4706 \| 0.6860 \|
	\| 0.4903 \| 5.9787 \| 562 \| 0.4975 \| 0.5800 \| 0.4975 \| 0.7054 \|
	\| 0.4903 \| 6.0 \| 564 \| 0.5457 \| 0.5675 \| 0.5457 \| 0.7387 \|
	\| 0.4903 \| 6.0213 \| 566 \| 0.5559 \| 0.5976 \| 0.5559 \| 0.7456 \|
	\| 0.4903 \| 6.0426 \| 568 \| 0.5575 \| 0.6351 \| 0.5575 \| 0.7466 \|
	\| 0.4903 \| 6.0638 \| 570 \| 0.5470 \| 0.6322 \| 0.5470 \| 0.7396 \|
	\| 0.4903 \| 6.0851 \| 572 \| 0.5906 \| 0.6165 \| 0.5906 \| 0.7685 \|
	\| 0.4903 \| 6.1064 \| 574 \| 0.7929 \| 0.5505 \| 0.7929 \| 0.8905 \|
	\| 0.4903 \| 6.1277 \| 576 \| 0.8709 \| 0.5338 \| 0.8709 \| 0.9332 \|
	\| 0.4903 \| 6.1489 \| 578 \| 0.7076 \| 0.5431 \| 0.7076 \| 0.8412 \|
	\| 0.4903 \| 6.1702 \| 580 \| 0.4582 \| 0.5815 \| 0.4582 \| 0.6769 \|
	\| 0.4903 \| 6.1915 \| 582 \| 0.3959 \| 0.6125 \| 0.3959 \| 0.6292 \|
	\| 0.4903 \| 6.2128 \| 584 \| 0.3931 \| 0.6071 \| 0.3931 \| 0.6270 \|
	\| 0.4903 \| 6.2340 \| 586 \| 0.4199 \| 0.6174 \| 0.4199 \| 0.6480 \|
	\| 0.4903 \| 6.2553 \| 588 \| 0.5747 \| 0.5720 \| 0.5747 \| 0.7581 \|
	\| 0.4903 \| 6.2766 \| 590 \| 0.6031 \| 0.5690 \| 0.6031 \| 0.7766 \|
	\| 0.4903 \| 6.2979 \| 592 \| 0.5201 \| 0.6259 \| 0.5201 \| 0.7212 \|
	\| 0.4903 \| 6.3191 \| 594 \| 0.5171 \| 0.6402 \| 0.5171 \| 0.7191 \|
	\| 0.4903 \| 6.3404 \| 596 \| 0.5276 \| 0.6631 \| 0.5276 \| 0.7263 \|
	\| 0.4903 \| 6.3617 \| 598 \| 0.5320 \| 0.6181 \| 0.5320 \| 0.7294 \|
	\| 0.4903 \| 6.3830 \| 600 \| 0.5332 \| 0.6081 \| 0.5332 \| 0.7302 \|
	\| 0.4903 \| 6.4043 \| 602 \| 0.5423 \| 0.6053 \| 0.5423 \| 0.7364 \|
	\| 0.4903 \| 6.4255 \| 604 \| 0.5780 \| 0.5390 \| 0.5780 \| 0.7603 \|
	\| 0.4903 \| 6.4468 \| 606 \| 0.5773 \| 0.5425 \| 0.5773 \| 0.7598 \|
	\| 0.4903 \| 6.4681 \| 608 \| 0.5121 \| 0.6100 \| 0.5121 \| 0.7156 \|
	\| 0.4903 \| 6.4894 \| 610 \| 0.4438 \| 0.6129 \| 0.4438 \| 0.6662 \|
	\| 0.4903 \| 6.5106 \| 612 \| 0.4185 \| 0.5819 \| 0.4185 \| 0.6469 \|
	\| 0.4903 \| 6.5319 \| 614 \| 0.4218 \| 0.5631 \| 0.4218 \| 0.6494 \|
	\| 0.4903 \| 6.5532 \| 616 \| 0.4526 \| 0.5707 \| 0.4526 \| 0.6728 \|
	\| 0.4903 \| 6.5745 \| 618 \| 0.5468 \| 0.5461 \| 0.5468 \| 0.7394 \|
	\| 0.4903 \| 6.5957 \| 620 \| 0.6527 \| 0.5653 \| 0.6527 \| 0.8079 \|
	\| 0.4903 \| 6.6170 \| 622 \| 0.6445 \| 0.5885 \| 0.6445 \| 0.8028 \|
	\| 0.4903 \| 6.6383 \| 624 \| 0.6446 \| 0.5955 \| 0.6446 \| 0.8029 \|
	\| 0.4903 \| 6.6596 \| 626 \| 0.7383 \| 0.5771 \| 0.7383 \| 0.8592 \|
	\| 0.4903 \| 6.6809 \| 628 \| 0.6800 \| 0.5796 \| 0.6800 \| 0.8246 \|
	\| 0.4903 \| 6.7021 \| 630 \| 0.5833 \| 0.6589 \| 0.5833 \| 0.7637 \|
	\| 0.4903 \| 6.7234 \| 632 \| 0.6543 \| 0.5825 \| 0.6543 \| 0.8089 \|
	\| 0.4903 \| 6.7447 \| 634 \| 0.6764 \| 0.5294 \| 0.6764 \| 0.8224 \|
	\| 0.4903 \| 6.7660 \| 636 \| 0.5300 \| 0.5854 \| 0.5300 \| 0.7280 \|
	\| 0.4903 \| 6.7872 \| 638 \| 0.4079 \| 0.6443 \| 0.4079 \| 0.6387 \|
	\| 0.4903 \| 6.8085 \| 640 \| 0.4033 \| 0.6308 \| 0.4033 \| 0.6351 \|
	\| 0.4903 \| 6.8298 \| 642 \| 0.3983 \| 0.6257 \| 0.3983 \| 0.6311 \|
	\| 0.4903 \| 6.8511 \| 644 \| 0.4286 \| 0.6621 \| 0.4286 \| 0.6547 \|
	\| 0.4903 \| 6.8723 \| 646 \| 0.5300 \| 0.6085 \| 0.5300 \| 0.7280 \|
	\| 0.4903 \| 6.8936 \| 648 \| 0.5967 \| 0.5929 \| 0.5967 \| 0.7724 \|
	\| 0.4903 \| 6.9149 \| 650 \| 0.5728 \| 0.6206 \| 0.5728 \| 0.7568 \|
	\| 0.4903 \| 6.9362 \| 652 \| 0.4936 \| 0.6446 \| 0.4936 \| 0.7026 \|
	\| 0.4903 \| 6.9574 \| 654 \| 0.4745 \| 0.6370 \| 0.4745 \| 0.6889 \|
	\| 0.4903 \| 6.9787 \| 656 \| 0.5107 \| 0.6166 \| 0.5107 \| 0.7146 \|
	\| 0.4903 \| 7.0 \| 658 \| 0.5198 \| 0.6169 \| 0.5198 \| 0.7210 \|
	\| 0.4903 \| 7.0213 \| 660 \| 0.4914 \| 0.6335 \| 0.4914 \| 0.7010 \|
	\| 0.4903 \| 7.0426 \| 662 \| 0.4972 \| 0.6487 \| 0.4972 \| 0.7051 \|
	\| 0.4903 \| 7.0638 \| 664 \| 0.5387 \| 0.6481 \| 0.5387 \| 0.7339 \|
	\| 0.4903 \| 7.0851 \| 666 \| 0.5985 \| 0.6150 \| 0.5985 \| 0.7736 \|
	\| 0.4903 \| 7.1064 \| 668 \| 0.6087 \| 0.5891 \| 0.6087 \| 0.7802 \|
	\| 0.4903 \| 7.1277 \| 670 \| 0.5557 \| 0.5976 \| 0.5557 \| 0.7455 \|
	\| 0.4903 \| 7.1489 \| 672 \| 0.5196 \| 0.5908 \| 0.5196 \| 0.7209 \|
	\| 0.4903 \| 7.1702 \| 674 \| 0.4477 \| 0.6508 \| 0.4477 \| 0.6691 \|
	\| 0.4903 \| 7.1915 \| 676 \| 0.4425 \| 0.6496 \| 0.4425 \| 0.6652 \|
	\| 0.4903 \| 7.2128 \| 678 \| 0.4457 \| 0.6546 \| 0.4457 \| 0.6676 \|
	\| 0.4903 \| 7.2340 \| 680 \| 0.4727 \| 0.6286 \| 0.4727 \| 0.6875 \|
	\| 0.4903 \| 7.2553 \| 682 \| 0.5019 \| 0.6064 \| 0.5019 \| 0.7084 \|
	\| 0.4903 \| 7.2766 \| 684 \| 0.5237 \| 0.6000 \| 0.5237 \| 0.7237 \|
	\| 0.4903 \| 7.2979 \| 686 \| 0.4921 \| 0.6104 \| 0.4921 \| 0.7015 \|
	\| 0.4903 \| 7.3191 \| 688 \| 0.4999 \| 0.5945 \| 0.4999 \| 0.7070 \|
	\| 0.4903 \| 7.3404 \| 690 \| 0.4609 \| 0.6183 \| 0.4609 \| 0.6789 \|
	\| 0.4903 \| 7.3617 \| 692 \| 0.4572 \| 0.6137 \| 0.4572 \| 0.6762 \|
	\| 0.4903 \| 7.3830 \| 694 \| 0.4517 \| 0.6258 \| 0.4517 \| 0.6721 \|
	\| 0.4903 \| 7.4043 \| 696 \| 0.4581 \| 0.6108 \| 0.4581 \| 0.6768 \|
	\| 0.4903 \| 7.4255 \| 698 \| 0.4400 \| 0.6464 \| 0.4400 \| 0.6633 \|
	\| 0.4903 \| 7.4468 \| 700 \| 0.4856 \| 0.6336 \| 0.4856 \| 0.6969 \|
	\| 0.4903 \| 7.4681 \| 702 \| 0.5159 \| 0.6337 \| 0.5159 \| 0.7182 \|
	\| 0.4903 \| 7.4894 \| 704 \| 0.5497 \| 0.6341 \| 0.5497 \| 0.7414 \|
	\| 0.4903 \| 7.5106 \| 706 \| 0.5748 \| 0.6301 \| 0.5748 \| 0.7581 \|
	\| 0.4903 \| 7.5319 \| 708 \| 0.5131 \| 0.6284 \| 0.5131 \| 0.7163 \|
	\| 0.4903 \| 7.5532 \| 710 \| 0.5564 \| 0.6084 \| 0.5564 \| 0.7459 \|
	\| 0.4903 \| 7.5745 \| 712 \| 0.6186 \| 0.5938 \| 0.6186 \| 0.7865 \|
	\| 0.4903 \| 7.5957 \| 714 \| 0.5828 \| 0.5937 \| 0.5828 \| 0.7634 \|
	\| 0.4903 \| 7.6170 \| 716 \| 0.5826 \| 0.5930 \| 0.5826 \| 0.7633 \|
	\| 0.4903 \| 7.6383 \| 718 \| 0.5041 \| 0.6297 \| 0.5041 \| 0.7100 \|
	\| 0.4903 \| 7.6596 \| 720 \| 0.5969 \| 0.5705 \| 0.5969 \| 0.7726 \|
	\| 0.4903 \| 7.6809 \| 722 \| 0.7622 \| 0.5400 \| 0.7622 \| 0.8730 \|
	\| 0.4903 \| 7.7021 \| 724 \| 0.7441 \| 0.5490 \| 0.7441 \| 0.8626 \|
	\| 0.4903 \| 7.7234 \| 726 \| 0.5513 \| 0.6237 \| 0.5513 \| 0.7425 \|
	\| 0.4903 \| 7.7447 \| 728 \| 0.4418 \| 0.6372 \| 0.4418 \| 0.6647 \|
	\| 0.4903 \| 7.7660 \| 730 \| 0.4712 \| 0.5939 \| 0.4712 \| 0.6864 \|
	\| 0.4903 \| 7.7872 \| 732 \| 0.4409 \| 0.6186 \| 0.4409 \| 0.6640 \|
	\| 0.4903 \| 7.8085 \| 734 \| 0.4573 \| 0.6277 \| 0.4573 \| 0.6763 \|
	\| 0.4903 \| 7.8298 \| 736 \| 0.5263 \| 0.6211 \| 0.5263 \| 0.7254 \|
	\| 0.4903 \| 7.8511 \| 738 \| 0.5376 \| 0.6063 \| 0.5376 \| 0.7332 \|
	\| 0.4903 \| 7.8723 \| 740 \| 0.4989 \| 0.6231 \| 0.4989 \| 0.7063 \|
	\| 0.4903 \| 7.8936 \| 742 \| 0.4419 \| 0.6320 \| 0.4419 \| 0.6647 \|
	\| 0.4903 \| 7.9149 \| 744 \| 0.4350 \| 0.6500 \| 0.4350 \| 0.6595 \|
	\| 0.4903 \| 7.9362 \| 746 \| 0.4330 \| 0.6725 \| 0.4330 \| 0.6580 \|
	\| 0.4903 \| 7.9574 \| 748 \| 0.4651 \| 0.6662 \| 0.4651 \| 0.6820 \|
	\| 0.4903 \| 7.9787 \| 750 \| 0.5595 \| 0.6037 \| 0.5595 \| 0.7480 \|
	\| 0.4903 \| 8.0 \| 752 \| 0.6944 \| 0.5845 \| 0.6944 \| 0.8333 \|
	\| 0.4903 \| 8.0213 \| 754 \| 0.7048 \| 0.5904 \| 0.7048 \| 0.8396 \|
	\| 0.4903 \| 8.0426 \| 756 \| 0.5956 \| 0.6106 \| 0.5956 \| 0.7717 \|
	\| 0.4903 \| 8.0638 \| 758 \| 0.5244 \| 0.6324 \| 0.5244 \| 0.7242 \|
	\| 0.4903 \| 8.0851 \| 760 \| 0.5033 \| 0.6282 \| 0.5033 \| 0.7094 \|
	\| 0.4903 \| 8.1064 \| 762 \| 0.4860 \| 0.6383 \| 0.4860 \| 0.6972 \|
	\| 0.4903 \| 8.1277 \| 764 \| 0.5426 \| 0.6188 \| 0.5426 \| 0.7366 \|
	\| 0.4903 \| 8.1489 \| 766 \| 0.6312 \| 0.5751 \| 0.6312 \| 0.7945 \|
	\| 0.4903 \| 8.1702 \| 768 \| 0.5948 \| 0.5983 \| 0.5948 \| 0.7712 \|
	\| 0.4903 \| 8.1915 \| 770 \| 0.5054 \| 0.6136 \| 0.5054 \| 0.7109 \|
	\| 0.4903 \| 8.2128 \| 772 \| 0.4580 \| 0.6038 \| 0.4580 \| 0.6768 \|
	\| 0.4903 \| 8.2340 \| 774 \| 0.4705 \| 0.6148 \| 0.4705 \| 0.6859 \|
	\| 0.4903 \| 8.2553 \| 776 \| 0.5105 \| 0.6252 \| 0.5105 \| 0.7145 \|
	\| 0.4903 \| 8.2766 \| 778 \| 0.6202 \| 0.6133 \| 0.6202 \| 0.7875 \|
	\| 0.4903 \| 8.2979 \| 780 \| 0.6445 \| 0.5978 \| 0.6445 \| 0.8028 \|
	\| 0.4903 \| 8.3191 \| 782 \| 0.5443 \| 0.6268 \| 0.5443 \| 0.7378 \|
	\| 0.4903 \| 8.3404 \| 784 \| 0.5007 \| 0.6070 \| 0.5007 \| 0.7076 \|
	\| 0.4903 \| 8.3617 \| 786 \| 0.4914 \| 0.6315 \| 0.4914 \| 0.7010 \|
	\| 0.4903 \| 8.3830 \| 788 \| 0.5560 \| 0.5926 \| 0.5560 \| 0.7457 \|
	\| 0.4903 \| 8.4043 \| 790 \| 0.6438 \| 0.5837 \| 0.6438 \| 0.8024 \|
	\| 0.4903 \| 8.4255 \| 792 \| 0.5899 \| 0.5927 \| 0.5899 \| 0.7681 \|
	\| 0.4903 \| 8.4468 \| 794 \| 0.5468 \| 0.6098 \| 0.5468 \| 0.7395 \|
	\| 0.4903 \| 8.4681 \| 796 \| 0.5458 \| 0.6238 \| 0.5458 \| 0.7388 \|
	\| 0.4903 \| 8.4894 \| 798 \| 0.5565 \| 0.6238 \| 0.5565 \| 0.7460 \|
	\| 0.4903 \| 8.5106 \| 800 \| 0.5586 \| 0.6167 \| 0.5586 \| 0.7474 \|
	\| 0.4903 \| 8.5319 \| 802 \| 0.5663 \| 0.5858 \| 0.5663 \| 0.7525 \|
	\| 0.4903 \| 8.5532 \| 804 \| 0.4707 \| 0.6141 \| 0.4707 \| 0.6860 \|
	\| 0.4903 \| 8.5745 \| 806 \| 0.4048 \| 0.6414 \| 0.4048 \| 0.6363 \|
	\| 0.4903 \| 8.5957 \| 808 \| 0.3901 \| 0.6268 \| 0.3901 \| 0.6246 \|
	\| 0.4903 \| 8.6170 \| 810 \| 0.4012 \| 0.6680 \| 0.4012 \| 0.6334 \|
	\| 0.4903 \| 8.6383 \| 812 \| 0.4415 \| 0.6413 \| 0.4415 \| 0.6644 \|
	\| 0.4903 \| 8.6596 \| 814 \| 0.4835 \| 0.6403 \| 0.4835 \| 0.6953 \|
	\| 0.4903 \| 8.6809 \| 816 \| 0.4930 \| 0.6401 \| 0.4930 \| 0.7021 \|
	\| 0.4903 \| 8.7021 \| 818 \| 0.4878 \| 0.6348 \| 0.4878 \| 0.6984 \|
	\| 0.4903 \| 8.7234 \| 820 \| 0.5341 \| 0.6323 \| 0.5341 \| 0.7308 \|
	\| 0.4903 \| 8.7447 \| 822 \| 0.5990 \| 0.6079 \| 0.5990 \| 0.7739 \|
	\| 0.4903 \| 8.7660 \| 824 \| 0.7268 \| 0.5961 \| 0.7268 \| 0.8525 \|
	\| 0.4903 \| 8.7872 \| 826 \| 0.6839 \| 0.5939 \| 0.6839 \| 0.8270 \|
	\| 0.4903 \| 8.8085 \| 828 \| 0.5499 \| 0.5957 \| 0.5499 \| 0.7416 \|
	\| 0.4903 \| 8.8298 \| 830 \| 0.4265 \| 0.6613 \| 0.4265 \| 0.6531 \|
	\| 0.4903 \| 8.8511 \| 832 \| 0.4123 \| 0.6330 \| 0.4123 \| 0.6421 \|
	\| 0.4903 \| 8.8723 \| 834 \| 0.4035 \| 0.6484 \| 0.4035 \| 0.6352 \|
	\| 0.4903 \| 8.8936 \| 836 \| 0.4318 \| 0.6357 \| 0.4318 \| 0.6571 \|
	\| 0.4903 \| 8.9149 \| 838 \| 0.4902 \| 0.5960 \| 0.4902 \| 0.7001 \|
	\| 0.4903 \| 8.9362 \| 840 \| 0.5219 \| 0.5899 \| 0.5219 \| 0.7224 \|
	\| 0.4903 \| 8.9574 \| 842 \| 0.5746 \| 0.5829 \| 0.5746 \| 0.7580 \|
	\| 0.4903 \| 8.9787 \| 844 \| 0.5407 \| 0.6083 \| 0.5407 \| 0.7353 \|
	\| 0.4903 \| 9.0 \| 846 \| 0.5144 \| 0.6201 \| 0.5144 \| 0.7172 \|
	\| 0.4903 \| 9.0213 \| 848 \| 0.5362 \| 0.6325 \| 0.5362 \| 0.7323 \|
	\| 0.4903 \| 9.0426 \| 850 \| 0.5306 \| 0.6313 \| 0.5306 \| 0.7284 \|
	\| 0.4903 \| 9.0638 \| 852 \| 0.5043 \| 0.6399 \| 0.5043 \| 0.7102 \|
	\| 0.4903 \| 9.0851 \| 854 \| 0.5045 \| 0.6352 \| 0.5045 \| 0.7103 \|
	\| 0.4903 \| 9.1064 \| 856 \| 0.4816 \| 0.6027 \| 0.4816 \| 0.6940 \|
	\| 0.4903 \| 9.1277 \| 858 \| 0.4231 \| 0.6392 \| 0.4231 \| 0.6504 \|
	\| 0.4903 \| 9.1489 \| 860 \| 0.4156 \| 0.6571 \| 0.4156 \| 0.6447 \|
	\| 0.4903 \| 9.1702 \| 862 \| 0.4425 \| 0.6036 \| 0.4425 \| 0.6652 \|
	\| 0.4903 \| 9.1915 \| 864 \| 0.5906 \| 0.5855 \| 0.5906 \| 0.7685 \|
	\| 0.4903 \| 9.2128 \| 866 \| 0.6833 \| 0.5411 \| 0.6833 \| 0.8266 \|
	\| 0.4903 \| 9.2340 \| 868 \| 0.5948 \| 0.5660 \| 0.5948 \| 0.7713 \|
	\| 0.4903 \| 9.2553 \| 870 \| 0.4663 \| 0.6076 \| 0.4663 \| 0.6829 \|
	\| 0.4903 \| 9.2766 \| 872 \| 0.3784 \| 0.6258 \| 0.3784 \| 0.6152 \|
	\| 0.4903 \| 9.2979 \| 874 \| 0.3891 \| 0.6258 \| 0.3891 \| 0.6238 \|
	\| 0.4903 \| 9.3191 \| 876 \| 0.3968 \| 0.6384 \| 0.3968 \| 0.6299 \|
	\| 0.4903 \| 9.3404 \| 878 \| 0.4048 \| 0.6507 \| 0.4048 \| 0.6362 \|
	\| 0.4903 \| 9.3617 \| 880 \| 0.4573 \| 0.6414 \| 0.4573 \| 0.6762 \|
	\| 0.4903 \| 9.3830 \| 882 \| 0.5205 \| 0.6074 \| 0.5205 \| 0.7215 \|
	\| 0.4903 \| 9.4043 \| 884 \| 0.5356 \| 0.5871 \| 0.5356 \| 0.7318 \|
	\| 0.4903 \| 9.4255 \| 886 \| 0.5485 \| 0.5789 \| 0.5485 \| 0.7406 \|
	\| 0.4903 \| 9.4468 \| 888 \| 0.5719 \| 0.5746 \| 0.5719 \| 0.7562 \|
	\| 0.4903 \| 9.4681 \| 890 \| 0.5122 \| 0.6077 \| 0.5122 \| 0.7157 \|
	\| 0.4903 \| 9.4894 \| 892 \| 0.4637 \| 0.6064 \| 0.4637 \| 0.6810 \|
	\| 0.4903 \| 9.5106 \| 894 \| 0.4426 \| 0.6614 \| 0.4426 \| 0.6653 \|
	\| 0.4903 \| 9.5319 \| 896 \| 0.4574 \| 0.6422 \| 0.4574 \| 0.6763 \|
	\| 0.4903 \| 9.5532 \| 898 \| 0.5543 \| 0.6116 \| 0.5543 \| 0.7445 \|
	\| 0.4903 \| 9.5745 \| 900 \| 0.6265 \| 0.6037 \| 0.6265 \| 0.7915 \|
	\| 0.4903 \| 9.5957 \| 902 \| 0.5594 \| 0.5999 \| 0.5594 \| 0.7480 \|
	\| 0.4903 \| 9.6170 \| 904 \| 0.4909 \| 0.6316 \| 0.4909 \| 0.7007 \|
	\| 0.4903 \| 9.6383 \| 906 \| 0.4693 \| 0.6321 \| 0.4693 \| 0.6850 \|
	\| 0.4903 \| 9.6596 \| 908 \| 0.4779 \| 0.6255 \| 0.4779 \| 0.6913 \|
	\| 0.4903 \| 9.6809 \| 910 \| 0.5305 \| 0.6203 \| 0.5305 \| 0.7284 \|
	\| 0.4903 \| 9.7021 \| 912 \| 0.5235 \| 0.6091 \| 0.5235 \| 0.7236 \|
	\| 0.4903 \| 9.7234 \| 914 \| 0.4707 \| 0.6293 \| 0.4707 \| 0.6860 \|
	\| 0.4903 \| 9.7447 \| 916 \| 0.4403 \| 0.6414 \| 0.4403 \| 0.6636 \|
	\| 0.4903 \| 9.7660 \| 918 \| 0.4233 \| 0.6328 \| 0.4233 \| 0.6506 \|
	\| 0.4903 \| 9.7872 \| 920 \| 0.4429 \| 0.6430 \| 0.4429 \| 0.6655 \|
	\| 0.4903 \| 9.8085 \| 922 \| 0.5016 \| 0.6192 \| 0.5016 \| 0.7083 \|
	\| 0.4903 \| 9.8298 \| 924 \| 0.5553 \| 0.6252 \| 0.5553 \| 0.7452 \|
	\| 0.4903 \| 9.8511 \| 926 \| 0.6412 \| 0.6000 \| 0.6412 \| 0.8007 \|
	\| 0.4903 \| 9.8723 \| 928 \| 0.6095 \| 0.5986 \| 0.6095 \| 0.7807 \|
	\| 0.4903 \| 9.8936 \| 930 \| 0.5057 \| 0.6305 \| 0.5057 \| 0.7111 \|
	\| 0.4903 \| 9.9149 \| 932 \| 0.4643 \| 0.6464 \| 0.4643 \| 0.6814 \|
	\| 0.4903 \| 9.9362 \| 934 \| 0.5045 \| 0.6344 \| 0.5045 \| 0.7103 \|
	\| 0.4903 \| 9.9574 \| 936 \| 0.5219 \| 0.6139 \| 0.5219 \| 0.7224 \|
	\| 0.4903 \| 9.9787 \| 938 \| 0.5684 \| 0.5950 \| 0.5684 \| 0.7539 \|
	\| 0.4903 \| 10.0 \| 940 \| 0.5052 \| 0.6154 \| 0.5052 \| 0.7108 \|
	\| 0.4903 \| 10.0213 \| 942 \| 0.4475 \| 0.6289 \| 0.4475 \| 0.6689 \|
	\| 0.4903 \| 10.0426 \| 944 \| 0.4249 \| 0.6449 \| 0.4249 \| 0.6519 \|
	\| 0.4903 \| 10.0638 \| 946 \| 0.4646 \| 0.6331 \| 0.4646 \| 0.6816 \|
	\| 0.4903 \| 10.0851 \| 948 \| 0.4930 \| 0.6256 \| 0.4930 \| 0.7021 \|
	\| 0.4903 \| 10.1064 \| 950 \| 0.5995 \| 0.6164 \| 0.5995 \| 0.7743 \|
	\| 0.4903 \| 10.1277 \| 952 \| 0.5893 \| 0.6003 \| 0.5893 \| 0.7677 \|
	\| 0.4903 \| 10.1489 \| 954 \| 0.5386 \| 0.6032 \| 0.5386 \| 0.7339 \|
	\| 0.4903 \| 10.1702 \| 956 \| 0.4793 \| 0.6120 \| 0.4793 \| 0.6923 \|
	\| 0.4903 \| 10.1915 \| 958 \| 0.4486 \| 0.6321 \| 0.4486 \| 0.6698 \|
	\| 0.4903 \| 10.2128 \| 960 \| 0.4257 \| 0.6287 \| 0.4257 \| 0.6525 \|
	\| 0.4903 \| 10.2340 \| 962 \| 0.4271 \| 0.6367 \| 0.4271 \| 0.6536 \|
	\| 0.4903 \| 10.2553 \| 964 \| 0.4580 \| 0.6240 \| 0.4580 \| 0.6768 \|
	\| 0.4903 \| 10.2766 \| 966 \| 0.5162 \| 0.6277 \| 0.5162 \| 0.7185 \|
	\| 0.4903 \| 10.2979 \| 968 \| 0.5614 \| 0.6059 \| 0.5614 \| 0.7493 \|
	\| 0.4903 \| 10.3191 \| 970 \| 0.6056 \| 0.5744 \| 0.6056 \| 0.7782 \|
	\| 0.4903 \| 10.3404 \| 972 \| 0.5455 \| 0.6087 \| 0.5455 \| 0.7386 \|
	\| 0.4903 \| 10.3617 \| 974 \| 0.4684 \| 0.6112 \| 0.4684 \| 0.6844 \|
	\| 0.4903 \| 10.3830 \| 976 \| 0.4086 \| 0.6669 \| 0.4086 \| 0.6392 \|
	\| 0.4903 \| 10.4043 \| 978 \| 0.4279 \| 0.6445 \| 0.4279 \| 0.6541 \|
	\| 0.4903 \| 10.4255 \| 980 \| 0.5047 \| 0.5993 \| 0.5047 \| 0.7104 \|
	\| 0.4903 \| 10.4468 \| 982 \| 0.5931 \| 0.5754 \| 0.5931 \| 0.7701 \|
	\| 0.4903 \| 10.4681 \| 984 \| 0.5725 \| 0.6091 \| 0.5725 \| 0.7566 \|
	\| 0.4903 \| 10.4894 \| 986 \| 0.5294 \| 0.6270 \| 0.5294 \| 0.7276 \|
	\| 0.4903 \| 10.5106 \| 988 \| 0.4977 \| 0.6177 \| 0.4977 \| 0.7055 \|
	\| 0.4903 \| 10.5319 \| 990 \| 0.5169 \| 0.6355 \| 0.5169 \| 0.7190 \|
	\| 0.4903 \| 10.5532 \| 992 \| 0.4869 \| 0.6504 \| 0.4869 \| 0.6978 \|
	\| 0.4903 \| 10.5745 \| 994 \| 0.4243 \| 0.6832 \| 0.4243 \| 0.6514 \|
	\| 0.4903 \| 10.5957 \| 996 \| 0.4027 \| 0.6832 \| 0.4027 \| 0.6346 \|
	\| 0.4903 \| 10.6170 \| 998 \| 0.4229 \| 0.6642 \| 0.4229 \| 0.6503 \|
	\| 0.1525 \| 10.6383 \| 1000 \| 0.4326 \| 0.6396 \| 0.4326 \| 0.6577 \|
	\| 0.1525 \| 10.6596 \| 1002 \| 0.4540 \| 0.6299 \| 0.4540 \| 0.6738 \|
	\| 0.1525 \| 10.6809 \| 1004 \| 0.4356 \| 0.6574 \| 0.4356 \| 0.6600 \|
	\| 0.1525 \| 10.7021 \| 1006 \| 0.4296 \| 0.6553 \| 0.4296 \| 0.6555 \|
	\| 0.1525 \| 10.7234 \| 1008 \| 0.4411 \| 0.6463 \| 0.4411 \| 0.6642 \|
	\| 0.1525 \| 10.7447 \| 1010 \| 0.4490 \| 0.6328 \| 0.4490 \| 0.6701 \|
	\| 0.1525 \| 10.7660 \| 1012 \| 0.4341 \| 0.6607 \| 0.4341 \| 0.6589 \|
	\| 0.1525 \| 10.7872 \| 1014 \| 0.4507 \| 0.6514 \| 0.4507 \| 0.6714 \|
	\| 0.1525 \| 10.8085 \| 1016 \| 0.4731 \| 0.6344 \| 0.4731 \| 0.6878 \|
	\| 0.1525 \| 10.8298 \| 1018 \| 0.5877 \| 0.5880 \| 0.5877 \| 0.7666 \|
	\| 0.1525 \| 10.8511 \| 1020 \| 0.6606 \| 0.5635 \| 0.6606 \| 0.8128 \|
	\| 0.1525 \| 10.8723 \| 1022 \| 0.5995 \| 0.5623 \| 0.5995 \| 0.7743 \|
	\| 0.1525 \| 10.8936 \| 1024 \| 0.5312 \| 0.5729 \| 0.5312 \| 0.7289 \|


	### Framework versions

	- Transformers 4.44.2
	- Pytorch 2.4.0+cu118
	- Datasets 2.21.0
	- Tokenizers 0.19.1