End of training

e44a060 verified about 1 year ago

42.3 kB

	---
	library_name: transformers
	base_model: aubmindlab/bert-base-arabertv02
	tags:
	- generated_from_trainer
	model-index:
	- name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask2_development
	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_TestTask2_development

	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: 0.4684
	- Qwk: 0.5628
	- Mse: 0.4684
	- Rmse: 0.6844

	## 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 \| 3.4526 \| 0.0232 \| 3.4526 \| 1.8581 \|
	\| No log \| 0.0426 \| 4 \| 2.5847 \| 0.0474 \| 2.5847 \| 1.6077 \|
	\| No log \| 0.0638 \| 6 \| 1.0363 \| 0.1292 \| 1.0363 \| 1.0180 \|
	\| No log \| 0.0851 \| 8 \| 0.6277 \| 0.2594 \| 0.6277 \| 0.7923 \|
	\| No log \| 0.1064 \| 10 \| 0.6526 \| 0.2382 \| 0.6526 \| 0.8078 \|
	\| No log \| 0.1277 \| 12 \| 0.6278 \| 0.2191 \| 0.6278 \| 0.7924 \|
	\| No log \| 0.1489 \| 14 \| 0.5955 \| 0.2842 \| 0.5955 \| 0.7717 \|
	\| No log \| 0.1702 \| 16 \| 0.5924 \| 0.2817 \| 0.5924 \| 0.7696 \|
	\| No log \| 0.1915 \| 18 \| 0.6787 \| 0.2202 \| 0.6787 \| 0.8238 \|
	\| No log \| 0.2128 \| 20 \| 0.6592 \| 0.2605 \| 0.6592 \| 0.8119 \|
	\| No log \| 0.2340 \| 22 \| 0.6607 \| 0.2485 \| 0.6607 \| 0.8128 \|
	\| No log \| 0.2553 \| 24 \| 0.5976 \| 0.3110 \| 0.5976 \| 0.7731 \|
	\| No log \| 0.2766 \| 26 \| 0.5816 \| 0.3540 \| 0.5816 \| 0.7626 \|
	\| No log \| 0.2979 \| 28 \| 0.5514 \| 0.4292 \| 0.5514 \| 0.7425 \|
	\| No log \| 0.3191 \| 30 \| 0.5944 \| 0.4593 \| 0.5944 \| 0.7710 \|
	\| No log \| 0.3404 \| 32 \| 0.6123 \| 0.4738 \| 0.6123 \| 0.7825 \|
	\| No log \| 0.3617 \| 34 \| 0.5846 \| 0.4858 \| 0.5846 \| 0.7646 \|
	\| No log \| 0.3830 \| 36 \| 0.5600 \| 0.4350 \| 0.5600 \| 0.7483 \|
	\| No log \| 0.4043 \| 38 \| 0.5780 \| 0.3886 \| 0.5780 \| 0.7602 \|
	\| No log \| 0.4255 \| 40 \| 0.6345 \| 0.3205 \| 0.6345 \| 0.7966 \|
	\| No log \| 0.4468 \| 42 \| 0.7145 \| 0.2605 \| 0.7145 \| 0.8453 \|
	\| No log \| 0.4681 \| 44 \| 0.6695 \| 0.2891 \| 0.6695 \| 0.8182 \|
	\| No log \| 0.4894 \| 46 \| 0.6315 \| 0.3122 \| 0.6315 \| 0.7946 \|
	\| No log \| 0.5106 \| 48 \| 0.6534 \| 0.3003 \| 0.6534 \| 0.8083 \|
	\| No log \| 0.5319 \| 50 \| 0.6061 \| 0.3478 \| 0.6061 \| 0.7785 \|
	\| No log \| 0.5532 \| 52 \| 0.6070 \| 0.3589 \| 0.6070 \| 0.7791 \|
	\| No log \| 0.5745 \| 54 \| 0.5636 \| 0.4295 \| 0.5636 \| 0.7507 \|
	\| No log \| 0.5957 \| 56 \| 0.5674 \| 0.4151 \| 0.5674 \| 0.7533 \|
	\| No log \| 0.6170 \| 58 \| 0.5535 \| 0.3768 \| 0.5535 \| 0.7440 \|
	\| No log \| 0.6383 \| 60 \| 0.5882 \| 0.3457 \| 0.5882 \| 0.7670 \|
	\| No log \| 0.6596 \| 62 \| 0.5332 \| 0.3783 \| 0.5332 \| 0.7302 \|
	\| No log \| 0.6809 \| 64 \| 0.4978 \| 0.4667 \| 0.4978 \| 0.7056 \|
	\| No log \| 0.7021 \| 66 \| 0.4986 \| 0.4727 \| 0.4986 \| 0.7061 \|
	\| No log \| 0.7234 \| 68 \| 0.5346 \| 0.4870 \| 0.5346 \| 0.7311 \|
	\| No log \| 0.7447 \| 70 \| 0.6376 \| 0.4147 \| 0.6376 \| 0.7985 \|
	\| No log \| 0.7660 \| 72 \| 0.7796 \| 0.3301 \| 0.7796 \| 0.8829 \|
	\| No log \| 0.7872 \| 74 \| 0.7357 \| 0.4431 \| 0.7357 \| 0.8577 \|
	\| No log \| 0.8085 \| 76 \| 0.6402 \| 0.4732 \| 0.6402 \| 0.8001 \|
	\| No log \| 0.8298 \| 78 \| 0.6295 \| 0.4693 \| 0.6295 \| 0.7934 \|
	\| No log \| 0.8511 \| 80 \| 0.6925 \| 0.4713 \| 0.6925 \| 0.8322 \|
	\| No log \| 0.8723 \| 82 \| 0.6549 \| 0.4580 \| 0.6549 \| 0.8093 \|
	\| No log \| 0.8936 \| 84 \| 0.5772 \| 0.5262 \| 0.5772 \| 0.7597 \|
	\| No log \| 0.9149 \| 86 \| 0.5651 \| 0.5220 \| 0.5651 \| 0.7518 \|
	\| No log \| 0.9362 \| 88 \| 0.5914 \| 0.5299 \| 0.5914 \| 0.7690 \|
	\| No log \| 0.9574 \| 90 \| 0.5778 \| 0.5175 \| 0.5778 \| 0.7601 \|
	\| No log \| 0.9787 \| 92 \| 0.5535 \| 0.5313 \| 0.5535 \| 0.7440 \|
	\| No log \| 1.0 \| 94 \| 0.5272 \| 0.5681 \| 0.5272 \| 0.7261 \|
	\| No log \| 1.0213 \| 96 \| 0.4970 \| 0.5409 \| 0.4970 \| 0.7050 \|
	\| No log \| 1.0426 \| 98 \| 0.4852 \| 0.5237 \| 0.4852 \| 0.6966 \|
	\| No log \| 1.0638 \| 100 \| 0.5340 \| 0.3582 \| 0.5340 \| 0.7307 \|
	\| No log \| 1.0851 \| 102 \| 0.5929 \| 0.2929 \| 0.5929 \| 0.7700 \|
	\| No log \| 1.1064 \| 104 \| 0.5976 \| 0.2946 \| 0.5976 \| 0.7731 \|
	\| No log \| 1.1277 \| 106 \| 0.5446 \| 0.4019 \| 0.5446 \| 0.7380 \|
	\| No log \| 1.1489 \| 108 \| 0.4844 \| 0.4077 \| 0.4844 \| 0.6960 \|
	\| No log \| 1.1702 \| 110 \| 0.4300 \| 0.5319 \| 0.4300 \| 0.6557 \|
	\| No log \| 1.1915 \| 112 \| 0.4355 \| 0.5640 \| 0.4355 \| 0.6599 \|
	\| No log \| 1.2128 \| 114 \| 0.4384 \| 0.4965 \| 0.4384 \| 0.6621 \|
	\| No log \| 1.2340 \| 116 \| 0.4709 \| 0.3771 \| 0.4709 \| 0.6863 \|
	\| No log \| 1.2553 \| 118 \| 0.4857 \| 0.3970 \| 0.4857 \| 0.6969 \|
	\| No log \| 1.2766 \| 120 \| 0.5370 \| 0.3932 \| 0.5370 \| 0.7328 \|
	\| No log \| 1.2979 \| 122 \| 0.5255 \| 0.4545 \| 0.5255 \| 0.7249 \|
	\| No log \| 1.3191 \| 124 \| 0.5337 \| 0.4606 \| 0.5337 \| 0.7306 \|
	\| No log \| 1.3404 \| 126 \| 0.5006 \| 0.5194 \| 0.5006 \| 0.7076 \|
	\| No log \| 1.3617 \| 128 \| 0.4942 \| 0.5736 \| 0.4942 \| 0.7030 \|
	\| No log \| 1.3830 \| 130 \| 0.5414 \| 0.4800 \| 0.5414 \| 0.7358 \|
	\| No log \| 1.4043 \| 132 \| 0.5646 \| 0.4425 \| 0.5646 \| 0.7514 \|
	\| No log \| 1.4255 \| 134 \| 0.5796 \| 0.3226 \| 0.5796 \| 0.7613 \|
	\| No log \| 1.4468 \| 136 \| 0.5563 \| 0.3841 \| 0.5563 \| 0.7459 \|
	\| No log \| 1.4681 \| 138 \| 0.5138 \| 0.4220 \| 0.5138 \| 0.7168 \|
	\| No log \| 1.4894 \| 140 \| 0.4553 \| 0.5006 \| 0.4553 \| 0.6747 \|
	\| No log \| 1.5106 \| 142 \| 0.4534 \| 0.5168 \| 0.4534 \| 0.6733 \|
	\| No log \| 1.5319 \| 144 \| 0.5363 \| 0.5586 \| 0.5363 \| 0.7324 \|
	\| No log \| 1.5532 \| 146 \| 0.6381 \| 0.5210 \| 0.6381 \| 0.7988 \|
	\| No log \| 1.5745 \| 148 \| 0.6531 \| 0.5272 \| 0.6531 \| 0.8082 \|
	\| No log \| 1.5957 \| 150 \| 0.7218 \| 0.4777 \| 0.7218 \| 0.8496 \|
	\| No log \| 1.6170 \| 152 \| 0.7591 \| 0.4635 \| 0.7591 \| 0.8713 \|
	\| No log \| 1.6383 \| 154 \| 0.7659 \| 0.4618 \| 0.7659 \| 0.8752 \|
	\| No log \| 1.6596 \| 156 \| 0.5897 \| 0.5500 \| 0.5897 \| 0.7679 \|
	\| No log \| 1.6809 \| 158 \| 0.4926 \| 0.5194 \| 0.4926 \| 0.7018 \|
	\| No log \| 1.7021 \| 160 \| 0.5014 \| 0.5251 \| 0.5014 \| 0.7081 \|
	\| No log \| 1.7234 \| 162 \| 0.4874 \| 0.5414 \| 0.4874 \| 0.6982 \|
	\| No log \| 1.7447 \| 164 \| 0.5149 \| 0.4514 \| 0.5149 \| 0.7175 \|
	\| No log \| 1.7660 \| 166 \| 0.5565 \| 0.4511 \| 0.5565 \| 0.7460 \|
	\| No log \| 1.7872 \| 168 \| 0.5718 \| 0.4461 \| 0.5718 \| 0.7562 \|
	\| No log \| 1.8085 \| 170 \| 0.5121 \| 0.4840 \| 0.5121 \| 0.7156 \|
	\| No log \| 1.8298 \| 172 \| 0.4423 \| 0.5243 \| 0.4423 \| 0.6651 \|
	\| No log \| 1.8511 \| 174 \| 0.4600 \| 0.5281 \| 0.4600 \| 0.6783 \|
	\| No log \| 1.8723 \| 176 \| 0.5547 \| 0.4928 \| 0.5547 \| 0.7448 \|
	\| No log \| 1.8936 \| 178 \| 0.7627 \| 0.3725 \| 0.7627 \| 0.8733 \|
	\| No log \| 1.9149 \| 180 \| 0.7879 \| 0.3763 \| 0.7879 \| 0.8876 \|
	\| No log \| 1.9362 \| 182 \| 0.8064 \| 0.4041 \| 0.8064 \| 0.8980 \|
	\| No log \| 1.9574 \| 184 \| 0.7147 \| 0.4890 \| 0.7147 \| 0.8454 \|
	\| No log \| 1.9787 \| 186 \| 0.5466 \| 0.5513 \| 0.5466 \| 0.7393 \|
	\| No log \| 2.0 \| 188 \| 0.4469 \| 0.5857 \| 0.4469 \| 0.6685 \|
	\| No log \| 2.0213 \| 190 \| 0.4310 \| 0.5673 \| 0.4310 \| 0.6565 \|
	\| No log \| 2.0426 \| 192 \| 0.4364 \| 0.5302 \| 0.4364 \| 0.6606 \|
	\| No log \| 2.0638 \| 194 \| 0.4610 \| 0.4893 \| 0.4610 \| 0.6790 \|
	\| No log \| 2.0851 \| 196 \| 0.5352 \| 0.4594 \| 0.5352 \| 0.7316 \|
	\| No log \| 2.1064 \| 198 \| 0.7045 \| 0.4589 \| 0.7045 \| 0.8393 \|
	\| No log \| 2.1277 \| 200 \| 0.6068 \| 0.4653 \| 0.6068 \| 0.7789 \|
	\| No log \| 2.1489 \| 202 \| 0.4866 \| 0.5413 \| 0.4866 \| 0.6975 \|
	\| No log \| 2.1702 \| 204 \| 0.4562 \| 0.5541 \| 0.4562 \| 0.6754 \|
	\| No log \| 2.1915 \| 206 \| 0.4743 \| 0.5493 \| 0.4743 \| 0.6887 \|
	\| No log \| 2.2128 \| 208 \| 0.4902 \| 0.5759 \| 0.4902 \| 0.7001 \|
	\| No log \| 2.2340 \| 210 \| 0.4613 \| 0.5871 \| 0.4613 \| 0.6792 \|
	\| No log \| 2.2553 \| 212 \| 0.6519 \| 0.5489 \| 0.6519 \| 0.8074 \|
	\| No log \| 2.2766 \| 214 \| 0.8179 \| 0.4354 \| 0.8179 \| 0.9044 \|
	\| No log \| 2.2979 \| 216 \| 0.7768 \| 0.4882 \| 0.7768 \| 0.8814 \|
	\| No log \| 2.3191 \| 218 \| 0.6515 \| 0.5912 \| 0.6515 \| 0.8072 \|
	\| No log \| 2.3404 \| 220 \| 0.5920 \| 0.6138 \| 0.5920 \| 0.7694 \|
	\| No log \| 2.3617 \| 222 \| 0.5598 \| 0.5909 \| 0.5598 \| 0.7482 \|
	\| No log \| 2.3830 \| 224 \| 0.6170 \| 0.5416 \| 0.6170 \| 0.7855 \|
	\| No log \| 2.4043 \| 226 \| 0.6112 \| 0.4412 \| 0.6112 \| 0.7818 \|
	\| No log \| 2.4255 \| 228 \| 0.5428 \| 0.4202 \| 0.5428 \| 0.7367 \|
	\| No log \| 2.4468 \| 230 \| 0.4809 \| 0.4853 \| 0.4809 \| 0.6935 \|
	\| No log \| 2.4681 \| 232 \| 0.4502 \| 0.5215 \| 0.4502 \| 0.6709 \|
	\| No log \| 2.4894 \| 234 \| 0.4492 \| 0.5632 \| 0.4492 \| 0.6702 \|
	\| No log \| 2.5106 \| 236 \| 0.4533 \| 0.5361 \| 0.4533 \| 0.6733 \|
	\| No log \| 2.5319 \| 238 \| 0.4558 \| 0.5464 \| 0.4558 \| 0.6751 \|
	\| No log \| 2.5532 \| 240 \| 0.6812 \| 0.4101 \| 0.6812 \| 0.8253 \|
	\| No log \| 2.5745 \| 242 \| 0.8476 \| 0.3577 \| 0.8476 \| 0.9206 \|
	\| No log \| 2.5957 \| 244 \| 0.8265 \| 0.3891 \| 0.8265 \| 0.9091 \|
	\| No log \| 2.6170 \| 246 \| 0.6213 \| 0.5069 \| 0.6213 \| 0.7882 \|
	\| No log \| 2.6383 \| 248 \| 0.4678 \| 0.5521 \| 0.4678 \| 0.6839 \|
	\| No log \| 2.6596 \| 250 \| 0.4589 \| 0.5932 \| 0.4589 \| 0.6774 \|
	\| No log \| 2.6809 \| 252 \| 0.5031 \| 0.5740 \| 0.5031 \| 0.7093 \|
	\| No log \| 2.7021 \| 254 \| 0.6701 \| 0.4732 \| 0.6701 \| 0.8186 \|
	\| No log \| 2.7234 \| 256 \| 0.8002 \| 0.4573 \| 0.8002 \| 0.8945 \|
	\| No log \| 2.7447 \| 258 \| 0.7441 \| 0.4814 \| 0.7441 \| 0.8626 \|
	\| No log \| 2.7660 \| 260 \| 0.5712 \| 0.5601 \| 0.5712 \| 0.7558 \|
	\| No log \| 2.7872 \| 262 \| 0.5477 \| 0.5792 \| 0.5477 \| 0.7401 \|
	\| No log \| 2.8085 \| 264 \| 0.6035 \| 0.5409 \| 0.6035 \| 0.7768 \|
	\| No log \| 2.8298 \| 266 \| 0.7726 \| 0.4256 \| 0.7726 \| 0.8790 \|
	\| No log \| 2.8511 \| 268 \| 0.8900 \| 0.4245 \| 0.8900 \| 0.9434 \|
	\| No log \| 2.8723 \| 270 \| 0.8560 \| 0.4228 \| 0.8560 \| 0.9252 \|
	\| No log \| 2.8936 \| 272 \| 0.6815 \| 0.4351 \| 0.6815 \| 0.8255 \|
	\| No log \| 2.9149 \| 274 \| 0.4930 \| 0.5218 \| 0.4930 \| 0.7022 \|
	\| No log \| 2.9362 \| 276 \| 0.4430 \| 0.5266 \| 0.4430 \| 0.6656 \|
	\| No log \| 2.9574 \| 278 \| 0.4417 \| 0.5466 \| 0.4417 \| 0.6646 \|
	\| No log \| 2.9787 \| 280 \| 0.4399 \| 0.5276 \| 0.4399 \| 0.6633 \|
	\| No log \| 3.0 \| 282 \| 0.4453 \| 0.5024 \| 0.4453 \| 0.6673 \|
	\| No log \| 3.0213 \| 284 \| 0.4738 \| 0.4420 \| 0.4738 \| 0.6884 \|
	\| No log \| 3.0426 \| 286 \| 0.4874 \| 0.4407 \| 0.4874 \| 0.6981 \|
	\| No log \| 3.0638 \| 288 \| 0.4961 \| 0.4893 \| 0.4961 \| 0.7043 \|
	\| No log \| 3.0851 \| 290 \| 0.4637 \| 0.5525 \| 0.4637 \| 0.6809 \|
	\| No log \| 3.1064 \| 292 \| 0.4546 \| 0.5788 \| 0.4546 \| 0.6742 \|
	\| No log \| 3.1277 \| 294 \| 0.4600 \| 0.6195 \| 0.4600 \| 0.6782 \|
	\| No log \| 3.1489 \| 296 \| 0.5311 \| 0.6201 \| 0.5311 \| 0.7288 \|
	\| No log \| 3.1702 \| 298 \| 0.7221 \| 0.4853 \| 0.7221 \| 0.8497 \|
	\| No log \| 3.1915 \| 300 \| 0.8401 \| 0.3957 \| 0.8401 \| 0.9165 \|
	\| No log \| 3.2128 \| 302 \| 0.7627 \| 0.4143 \| 0.7627 \| 0.8733 \|
	\| No log \| 3.2340 \| 304 \| 0.6191 \| 0.5564 \| 0.6191 \| 0.7868 \|
	\| No log \| 3.2553 \| 306 \| 0.4787 \| 0.5730 \| 0.4787 \| 0.6919 \|
	\| No log \| 3.2766 \| 308 \| 0.4616 \| 0.5809 \| 0.4616 \| 0.6794 \|
	\| No log \| 3.2979 \| 310 \| 0.4621 \| 0.5903 \| 0.4621 \| 0.6798 \|
	\| No log \| 3.3191 \| 312 \| 0.4926 \| 0.5507 \| 0.4926 \| 0.7019 \|
	\| No log \| 3.3404 \| 314 \| 0.6621 \| 0.4277 \| 0.6621 \| 0.8137 \|
	\| No log \| 3.3617 \| 316 \| 0.7633 \| 0.4397 \| 0.7633 \| 0.8737 \|
	\| No log \| 3.3830 \| 318 \| 0.7237 \| 0.4458 \| 0.7237 \| 0.8507 \|
	\| No log \| 3.4043 \| 320 \| 0.5310 \| 0.5282 \| 0.5310 \| 0.7287 \|
	\| No log \| 3.4255 \| 322 \| 0.4891 \| 0.5612 \| 0.4891 \| 0.6993 \|
	\| No log \| 3.4468 \| 324 \| 0.4999 \| 0.5802 \| 0.4999 \| 0.7071 \|
	\| No log \| 3.4681 \| 326 \| 0.4969 \| 0.5844 \| 0.4969 \| 0.7049 \|
	\| No log \| 3.4894 \| 328 \| 0.6033 \| 0.5116 \| 0.6033 \| 0.7767 \|
	\| No log \| 3.5106 \| 330 \| 0.6015 \| 0.5191 \| 0.6015 \| 0.7756 \|
	\| No log \| 3.5319 \| 332 \| 0.6478 \| 0.4842 \| 0.6478 \| 0.8048 \|
	\| No log \| 3.5532 \| 334 \| 0.7473 \| 0.4734 \| 0.7473 \| 0.8645 \|
	\| No log \| 3.5745 \| 336 \| 0.6505 \| 0.5095 \| 0.6505 \| 0.8065 \|
	\| No log \| 3.5957 \| 338 \| 0.4917 \| 0.6033 \| 0.4917 \| 0.7012 \|
	\| No log \| 3.6170 \| 340 \| 0.4397 \| 0.6405 \| 0.4397 \| 0.6631 \|
	\| No log \| 3.6383 \| 342 \| 0.5104 \| 0.6129 \| 0.5104 \| 0.7144 \|
	\| No log \| 3.6596 \| 344 \| 0.4538 \| 0.5835 \| 0.4538 \| 0.6737 \|
	\| No log \| 3.6809 \| 346 \| 0.4074 \| 0.5997 \| 0.4074 \| 0.6383 \|
	\| No log \| 3.7021 \| 348 \| 0.4855 \| 0.5143 \| 0.4855 \| 0.6968 \|
	\| No log \| 3.7234 \| 350 \| 0.4950 \| 0.5060 \| 0.4950 \| 0.7035 \|
	\| No log \| 3.7447 \| 352 \| 0.4372 \| 0.5271 \| 0.4372 \| 0.6612 \|
	\| No log \| 3.7660 \| 354 \| 0.4101 \| 0.5182 \| 0.4101 \| 0.6404 \|
	\| No log \| 3.7872 \| 356 \| 0.3960 \| 0.5802 \| 0.3960 \| 0.6293 \|
	\| No log \| 3.8085 \| 358 \| 0.4032 \| 0.6059 \| 0.4032 \| 0.6350 \|
	\| No log \| 3.8298 \| 360 \| 0.4523 \| 0.6038 \| 0.4523 \| 0.6726 \|
	\| No log \| 3.8511 \| 362 \| 0.5322 \| 0.5951 \| 0.5322 \| 0.7295 \|
	\| No log \| 3.8723 \| 364 \| 0.6079 \| 0.5672 \| 0.6079 \| 0.7797 \|
	\| No log \| 3.8936 \| 366 \| 0.6190 \| 0.5762 \| 0.6190 \| 0.7868 \|
	\| No log \| 3.9149 \| 368 \| 0.5545 \| 0.6175 \| 0.5545 \| 0.7447 \|
	\| No log \| 3.9362 \| 370 \| 0.5033 \| 0.6617 \| 0.5033 \| 0.7094 \|
	\| No log \| 3.9574 \| 372 \| 0.4865 \| 0.6634 \| 0.4865 \| 0.6975 \|
	\| No log \| 3.9787 \| 374 \| 0.4616 \| 0.6412 \| 0.4616 \| 0.6794 \|
	\| No log \| 4.0 \| 376 \| 0.5284 \| 0.5719 \| 0.5284 \| 0.7269 \|
	\| No log \| 4.0213 \| 378 \| 0.7054 \| 0.4617 \| 0.7054 \| 0.8399 \|
	\| No log \| 4.0426 \| 380 \| 0.6816 \| 0.4370 \| 0.6816 \| 0.8256 \|
	\| No log \| 4.0638 \| 382 \| 0.5327 \| 0.5138 \| 0.5327 \| 0.7299 \|
	\| No log \| 4.0851 \| 384 \| 0.4413 \| 0.5098 \| 0.4413 \| 0.6643 \|
	\| No log \| 4.1064 \| 386 \| 0.4464 \| 0.5086 \| 0.4464 \| 0.6681 \|
	\| No log \| 4.1277 \| 388 \| 0.4877 \| 0.4920 \| 0.4877 \| 0.6983 \|
	\| No log \| 4.1489 \| 390 \| 0.5479 \| 0.5419 \| 0.5479 \| 0.7402 \|
	\| No log \| 4.1702 \| 392 \| 0.6256 \| 0.5148 \| 0.6256 \| 0.7909 \|
	\| No log \| 4.1915 \| 394 \| 0.5829 \| 0.5473 \| 0.5829 \| 0.7634 \|
	\| No log \| 4.2128 \| 396 \| 0.5039 \| 0.5908 \| 0.5039 \| 0.7098 \|
	\| No log \| 4.2340 \| 398 \| 0.4430 \| 0.6244 \| 0.4430 \| 0.6656 \|
	\| No log \| 4.2553 \| 400 \| 0.4384 \| 0.5893 \| 0.4384 \| 0.6621 \|
	\| No log \| 4.2766 \| 402 \| 0.4798 \| 0.6282 \| 0.4798 \| 0.6926 \|
	\| No log \| 4.2979 \| 404 \| 0.6080 \| 0.5619 \| 0.6080 \| 0.7797 \|
	\| No log \| 4.3191 \| 406 \| 0.8779 \| 0.4757 \| 0.8779 \| 0.9370 \|
	\| No log \| 4.3404 \| 408 \| 0.9805 \| 0.4170 \| 0.9805 \| 0.9902 \|
	\| No log \| 4.3617 \| 410 \| 0.8192 \| 0.4772 \| 0.8192 \| 0.9051 \|
	\| No log \| 4.3830 \| 412 \| 0.5234 \| 0.5765 \| 0.5234 \| 0.7235 \|
	\| No log \| 4.4043 \| 414 \| 0.4243 \| 0.5705 \| 0.4243 \| 0.6514 \|
	\| No log \| 4.4255 \| 416 \| 0.4023 \| 0.5820 \| 0.4023 \| 0.6342 \|
	\| No log \| 4.4468 \| 418 \| 0.4303 \| 0.5805 \| 0.4303 \| 0.6560 \|
	\| No log \| 4.4681 \| 420 \| 0.6369 \| 0.4752 \| 0.6369 \| 0.7980 \|
	\| No log \| 4.4894 \| 422 \| 0.8783 \| 0.4269 \| 0.8783 \| 0.9372 \|
	\| No log \| 4.5106 \| 424 \| 0.8713 \| 0.4405 \| 0.8713 \| 0.9334 \|
	\| No log \| 4.5319 \| 426 \| 0.6701 \| 0.5026 \| 0.6701 \| 0.8186 \|
	\| No log \| 4.5532 \| 428 \| 0.4708 \| 0.5517 \| 0.4708 \| 0.6862 \|
	\| No log \| 4.5745 \| 430 \| 0.4308 \| 0.5828 \| 0.4308 \| 0.6564 \|
	\| No log \| 4.5957 \| 432 \| 0.4775 \| 0.5594 \| 0.4775 \| 0.6910 \|
	\| No log \| 4.6170 \| 434 \| 0.4384 \| 0.5267 \| 0.4384 \| 0.6621 \|
	\| No log \| 4.6383 \| 436 \| 0.4269 \| 0.5607 \| 0.4269 \| 0.6534 \|
	\| No log \| 4.6596 \| 438 \| 0.6101 \| 0.5244 \| 0.6101 \| 0.7811 \|
	\| No log \| 4.6809 \| 440 \| 0.7866 \| 0.4184 \| 0.7866 \| 0.8869 \|
	\| No log \| 4.7021 \| 442 \| 0.7681 \| 0.3493 \| 0.7681 \| 0.8764 \|
	\| No log \| 4.7234 \| 444 \| 0.6368 \| 0.4070 \| 0.6368 \| 0.7980 \|
	\| No log \| 4.7447 \| 446 \| 0.4926 \| 0.5065 \| 0.4926 \| 0.7018 \|
	\| No log \| 4.7660 \| 448 \| 0.4014 \| 0.5672 \| 0.4014 \| 0.6336 \|
	\| No log \| 4.7872 \| 450 \| 0.3868 \| 0.5531 \| 0.3868 \| 0.6219 \|
	\| No log \| 4.8085 \| 452 \| 0.3940 \| 0.5531 \| 0.3940 \| 0.6277 \|
	\| No log \| 4.8298 \| 454 \| 0.4808 \| 0.5637 \| 0.4808 \| 0.6934 \|
	\| No log \| 4.8511 \| 456 \| 0.5819 \| 0.5118 \| 0.5819 \| 0.7628 \|
	\| No log \| 4.8723 \| 458 \| 0.5335 \| 0.5743 \| 0.5335 \| 0.7304 \|
	\| No log \| 4.8936 \| 460 \| 0.4318 \| 0.5934 \| 0.4318 \| 0.6571 \|
	\| No log \| 4.9149 \| 462 \| 0.4209 \| 0.6107 \| 0.4209 \| 0.6487 \|
	\| No log \| 4.9362 \| 464 \| 0.4238 \| 0.6053 \| 0.4238 \| 0.6510 \|
	\| No log \| 4.9574 \| 466 \| 0.4825 \| 0.6338 \| 0.4825 \| 0.6946 \|
	\| No log \| 4.9787 \| 468 \| 0.7147 \| 0.5078 \| 0.7147 \| 0.8454 \|
	\| No log \| 5.0 \| 470 \| 0.8438 \| 0.4504 \| 0.8438 \| 0.9186 \|
	\| No log \| 5.0213 \| 472 \| 0.8153 \| 0.4586 \| 0.8153 \| 0.9029 \|
	\| No log \| 5.0426 \| 474 \| 0.6678 \| 0.5154 \| 0.6678 \| 0.8172 \|
	\| No log \| 5.0638 \| 476 \| 0.4949 \| 0.5737 \| 0.4949 \| 0.7035 \|
	\| No log \| 5.0851 \| 478 \| 0.4538 \| 0.5781 \| 0.4538 \| 0.6736 \|
	\| No log \| 5.1064 \| 480 \| 0.4416 \| 0.5986 \| 0.4416 \| 0.6645 \|
	\| No log \| 5.1277 \| 482 \| 0.4435 \| 0.5829 \| 0.4435 \| 0.6659 \|
	\| No log \| 5.1489 \| 484 \| 0.5627 \| 0.5130 \| 0.5627 \| 0.7501 \|
	\| No log \| 5.1702 \| 486 \| 0.7289 \| 0.4602 \| 0.7289 \| 0.8538 \|
	\| No log \| 5.1915 \| 488 \| 0.7818 \| 0.4394 \| 0.7818 \| 0.8842 \|
	\| No log \| 5.2128 \| 490 \| 0.6997 \| 0.4367 \| 0.6997 \| 0.8365 \|
	\| No log \| 5.2340 \| 492 \| 0.5553 \| 0.5007 \| 0.5553 \| 0.7452 \|
	\| No log \| 5.2553 \| 494 \| 0.4500 \| 0.5215 \| 0.4500 \| 0.6708 \|
	\| No log \| 5.2766 \| 496 \| 0.4277 \| 0.5318 \| 0.4277 \| 0.6540 \|
	\| No log \| 5.2979 \| 498 \| 0.4508 \| 0.5637 \| 0.4508 \| 0.6714 \|
	\| 0.4402 \| 5.3191 \| 500 \| 0.5314 \| 0.5257 \| 0.5314 \| 0.7290 \|
	\| 0.4402 \| 5.3404 \| 502 \| 0.5530 \| 0.5709 \| 0.5530 \| 0.7436 \|
	\| 0.4402 \| 5.3617 \| 504 \| 0.5710 \| 0.6039 \| 0.5710 \| 0.7556 \|
	\| 0.4402 \| 5.3830 \| 506 \| 0.6303 \| 0.5860 \| 0.6303 \| 0.7939 \|
	\| 0.4402 \| 5.4043 \| 508 \| 0.6283 \| 0.5707 \| 0.6283 \| 0.7927 \|
	\| 0.4402 \| 5.4255 \| 510 \| 0.5794 \| 0.5932 \| 0.5794 \| 0.7612 \|
	\| 0.4402 \| 5.4468 \| 512 \| 0.5406 \| 0.6033 \| 0.5406 \| 0.7352 \|
	\| 0.4402 \| 5.4681 \| 514 \| 0.5430 \| 0.5901 \| 0.5430 \| 0.7369 \|
	\| 0.4402 \| 5.4894 \| 516 \| 0.6130 \| 0.5576 \| 0.6130 \| 0.7830 \|
	\| 0.4402 \| 5.5106 \| 518 \| 0.6070 \| 0.5518 \| 0.6070 \| 0.7791 \|
	\| 0.4402 \| 5.5319 \| 520 \| 0.7176 \| 0.5103 \| 0.7176 \| 0.8471 \|
	\| 0.4402 \| 5.5532 \| 522 \| 0.6931 \| 0.5012 \| 0.6931 \| 0.8325 \|
	\| 0.4402 \| 5.5745 \| 524 \| 0.5487 \| 0.5424 \| 0.5487 \| 0.7407 \|
	\| 0.4402 \| 5.5957 \| 526 \| 0.4567 \| 0.5435 \| 0.4567 \| 0.6758 \|
	\| 0.4402 \| 5.6170 \| 528 \| 0.4726 \| 0.5204 \| 0.4726 \| 0.6875 \|
	\| 0.4402 \| 5.6383 \| 530 \| 0.4855 \| 0.5201 \| 0.4855 \| 0.6968 \|
	\| 0.4402 \| 5.6596 \| 532 \| 0.5021 \| 0.5320 \| 0.5021 \| 0.7086 \|
	\| 0.4402 \| 5.6809 \| 534 \| 0.4771 \| 0.5489 \| 0.4771 \| 0.6907 \|
	\| 0.4402 \| 5.7021 \| 536 \| 0.4682 \| 0.5806 \| 0.4682 \| 0.6843 \|
	\| 0.4402 \| 5.7234 \| 538 \| 0.4844 \| 0.5954 \| 0.4844 \| 0.6960 \|
	\| 0.4402 \| 5.7447 \| 540 \| 0.5509 \| 0.5795 \| 0.5509 \| 0.7422 \|
	\| 0.4402 \| 5.7660 \| 542 \| 0.5836 \| 0.5748 \| 0.5836 \| 0.7639 \|
	\| 0.4402 \| 5.7872 \| 544 \| 0.6705 \| 0.5374 \| 0.6705 \| 0.8188 \|
	\| 0.4402 \| 5.8085 \| 546 \| 0.7308 \| 0.5101 \| 0.7308 \| 0.8549 \|
	\| 0.4402 \| 5.8298 \| 548 \| 0.6089 \| 0.5354 \| 0.6089 \| 0.7803 \|
	\| 0.4402 \| 5.8511 \| 550 \| 0.4585 \| 0.6003 \| 0.4585 \| 0.6771 \|
	\| 0.4402 \| 5.8723 \| 552 \| 0.4450 \| 0.5825 \| 0.4450 \| 0.6671 \|
	\| 0.4402 \| 5.8936 \| 554 \| 0.4548 \| 0.5876 \| 0.4548 \| 0.6744 \|
	\| 0.4402 \| 5.9149 \| 556 \| 0.4618 \| 0.5884 \| 0.4618 \| 0.6795 \|
	\| 0.4402 \| 5.9362 \| 558 \| 0.4673 \| 0.5898 \| 0.4673 \| 0.6836 \|
	\| 0.4402 \| 5.9574 \| 560 \| 0.4856 \| 0.5840 \| 0.4856 \| 0.6969 \|
	\| 0.4402 \| 5.9787 \| 562 \| 0.5432 \| 0.5892 \| 0.5432 \| 0.7370 \|
	\| 0.4402 \| 6.0 \| 564 \| 0.6044 \| 0.5956 \| 0.6044 \| 0.7774 \|
	\| 0.4402 \| 6.0213 \| 566 \| 0.7294 \| 0.5230 \| 0.7294 \| 0.8541 \|
	\| 0.4402 \| 6.0426 \| 568 \| 0.6378 \| 0.5710 \| 0.6378 \| 0.7986 \|
	\| 0.4402 \| 6.0638 \| 570 \| 0.6031 \| 0.5852 \| 0.6031 \| 0.7766 \|
	\| 0.4402 \| 6.0851 \| 572 \| 0.4769 \| 0.6081 \| 0.4769 \| 0.6906 \|
	\| 0.4402 \| 6.1064 \| 574 \| 0.4419 \| 0.6182 \| 0.4419 \| 0.6648 \|
	\| 0.4402 \| 6.1277 \| 576 \| 0.4405 \| 0.6134 \| 0.4405 \| 0.6637 \|
	\| 0.4402 \| 6.1489 \| 578 \| 0.5125 \| 0.6195 \| 0.5125 \| 0.7159 \|
	\| 0.4402 \| 6.1702 \| 580 \| 0.4727 \| 0.6106 \| 0.4727 \| 0.6875 \|
	\| 0.4402 \| 6.1915 \| 582 \| 0.4274 \| 0.6125 \| 0.4274 \| 0.6537 \|
	\| 0.4402 \| 6.2128 \| 584 \| 0.5026 \| 0.6086 \| 0.5026 \| 0.7090 \|
	\| 0.4402 \| 6.2340 \| 586 \| 0.5671 \| 0.5563 \| 0.5671 \| 0.7530 \|
	\| 0.4402 \| 6.2553 \| 588 \| 0.5278 \| 0.5800 \| 0.5278 \| 0.7265 \|
	\| 0.4402 \| 6.2766 \| 590 \| 0.4501 \| 0.6157 \| 0.4501 \| 0.6709 \|
	\| 0.4402 \| 6.2979 \| 592 \| 0.4122 \| 0.6481 \| 0.4122 \| 0.6420 \|
	\| 0.4402 \| 6.3191 \| 594 \| 0.4184 \| 0.6579 \| 0.4184 \| 0.6468 \|
	\| 0.4402 \| 6.3404 \| 596 \| 0.4323 \| 0.6433 \| 0.4323 \| 0.6575 \|
	\| 0.4402 \| 6.3617 \| 598 \| 0.4527 \| 0.6358 \| 0.4527 \| 0.6728 \|
	\| 0.4402 \| 6.3830 \| 600 \| 0.5514 \| 0.6144 \| 0.5514 \| 0.7425 \|
	\| 0.4402 \| 6.4043 \| 602 \| 0.5380 \| 0.5934 \| 0.5380 \| 0.7335 \|
	\| 0.4402 \| 6.4255 \| 604 \| 0.4467 \| 0.5913 \| 0.4467 \| 0.6684 \|
	\| 0.4402 \| 6.4468 \| 606 \| 0.4022 \| 0.5963 \| 0.4022 \| 0.6342 \|
	\| 0.4402 \| 6.4681 \| 608 \| 0.4262 \| 0.5939 \| 0.4262 \| 0.6528 \|
	\| 0.4402 \| 6.4894 \| 610 \| 0.5106 \| 0.5824 \| 0.5106 \| 0.7145 \|
	\| 0.4402 \| 6.5106 \| 612 \| 0.5076 \| 0.6099 \| 0.5076 \| 0.7125 \|
	\| 0.4402 \| 6.5319 \| 614 \| 0.5231 \| 0.6235 \| 0.5231 \| 0.7232 \|
	\| 0.4402 \| 6.5532 \| 616 \| 0.5407 \| 0.6353 \| 0.5407 \| 0.7353 \|
	\| 0.4402 \| 6.5745 \| 618 \| 0.5100 \| 0.5974 \| 0.5100 \| 0.7141 \|
	\| 0.4402 \| 6.5957 \| 620 \| 0.4905 \| 0.5838 \| 0.4905 \| 0.7003 \|
	\| 0.4402 \| 6.6170 \| 622 \| 0.5667 \| 0.5894 \| 0.5667 \| 0.7528 \|
	\| 0.4402 \| 6.6383 \| 624 \| 0.6786 \| 0.5048 \| 0.6786 \| 0.8238 \|
	\| 0.4402 \| 6.6596 \| 626 \| 0.8218 \| 0.4646 \| 0.8218 \| 0.9065 \|
	\| 0.4402 \| 6.6809 \| 628 \| 0.7795 \| 0.4675 \| 0.7795 \| 0.8829 \|
	\| 0.4402 \| 6.7021 \| 630 \| 0.7263 \| 0.4772 \| 0.7263 \| 0.8522 \|
	\| 0.4402 \| 6.7234 \| 632 \| 0.5880 \| 0.5319 \| 0.5880 \| 0.7668 \|
	\| 0.4402 \| 6.7447 \| 634 \| 0.4783 \| 0.5467 \| 0.4783 \| 0.6916 \|
	\| 0.4402 \| 6.7660 \| 636 \| 0.4452 \| 0.5725 \| 0.4452 \| 0.6672 \|
	\| 0.4402 \| 6.7872 \| 638 \| 0.5046 \| 0.5481 \| 0.5046 \| 0.7104 \|
	\| 0.4402 \| 6.8085 \| 640 \| 0.6583 \| 0.5195 \| 0.6583 \| 0.8114 \|
	\| 0.4402 \| 6.8298 \| 642 \| 0.7906 \| 0.4544 \| 0.7906 \| 0.8892 \|
	\| 0.4402 \| 6.8511 \| 644 \| 0.7493 \| 0.4743 \| 0.7493 \| 0.8656 \|
	\| 0.4402 \| 6.8723 \| 646 \| 0.6186 \| 0.5489 \| 0.6186 \| 0.7865 \|
	\| 0.4402 \| 6.8936 \| 648 \| 0.4977 \| 0.5877 \| 0.4977 \| 0.7055 \|
	\| 0.4402 \| 6.9149 \| 650 \| 0.4545 \| 0.5971 \| 0.4545 \| 0.6741 \|
	\| 0.4402 \| 6.9362 \| 652 \| 0.4540 \| 0.5888 \| 0.4540 \| 0.6738 \|
	\| 0.4402 \| 6.9574 \| 654 \| 0.5151 \| 0.5457 \| 0.5151 \| 0.7177 \|
	\| 0.4402 \| 6.9787 \| 656 \| 0.6449 \| 0.4792 \| 0.6449 \| 0.8031 \|
	\| 0.4402 \| 7.0 \| 658 \| 0.7760 \| 0.4594 \| 0.7760 \| 0.8809 \|
	\| 0.4402 \| 7.0213 \| 660 \| 0.7492 \| 0.4664 \| 0.7492 \| 0.8655 \|
	\| 0.4402 \| 7.0426 \| 662 \| 0.5932 \| 0.5335 \| 0.5932 \| 0.7702 \|
	\| 0.4402 \| 7.0638 \| 664 \| 0.5307 \| 0.5602 \| 0.5307 \| 0.7285 \|
	\| 0.4402 \| 7.0851 \| 666 \| 0.6106 \| 0.5579 \| 0.6106 \| 0.7814 \|
	\| 0.4402 \| 7.1064 \| 668 \| 0.7034 \| 0.5510 \| 0.7034 \| 0.8387 \|
	\| 0.4402 \| 7.1277 \| 670 \| 0.7255 \| 0.5401 \| 0.7255 \| 0.8517 \|
	\| 0.4402 \| 7.1489 \| 672 \| 0.5623 \| 0.5665 \| 0.5623 \| 0.7499 \|
	\| 0.4402 \| 7.1702 \| 674 \| 0.4562 \| 0.6516 \| 0.4562 \| 0.6754 \|
	\| 0.4402 \| 7.1915 \| 676 \| 0.4465 \| 0.6154 \| 0.4465 \| 0.6682 \|
	\| 0.4402 \| 7.2128 \| 678 \| 0.5246 \| 0.5244 \| 0.5246 \| 0.7243 \|
	\| 0.4402 \| 7.2340 \| 680 \| 0.6788 \| 0.4973 \| 0.6788 \| 0.8239 \|
	\| 0.4402 \| 7.2553 \| 682 \| 0.6782 \| 0.4938 \| 0.6782 \| 0.8236 \|
	\| 0.4402 \| 7.2766 \| 684 \| 0.5439 \| 0.5324 \| 0.5439 \| 0.7375 \|
	\| 0.4402 \| 7.2979 \| 686 \| 0.4196 \| 0.5860 \| 0.4196 \| 0.6478 \|
	\| 0.4402 \| 7.3191 \| 688 \| 0.4031 \| 0.6030 \| 0.4031 \| 0.6349 \|
	\| 0.4402 \| 7.3404 \| 690 \| 0.4213 \| 0.6224 \| 0.4213 \| 0.6491 \|
	\| 0.4402 \| 7.3617 \| 692 \| 0.4635 \| 0.5798 \| 0.4635 \| 0.6808 \|
	\| 0.4402 \| 7.3830 \| 694 \| 0.5289 \| 0.5394 \| 0.5289 \| 0.7272 \|
	\| 0.4402 \| 7.4043 \| 696 \| 0.5444 \| 0.5523 \| 0.5444 \| 0.7378 \|
	\| 0.4402 \| 7.4255 \| 698 \| 0.5956 \| 0.5591 \| 0.5956 \| 0.7718 \|
	\| 0.4402 \| 7.4468 \| 700 \| 0.5326 \| 0.5559 \| 0.5326 \| 0.7298 \|
	\| 0.4402 \| 7.4681 \| 702 \| 0.5569 \| 0.5679 \| 0.5569 \| 0.7463 \|
	\| 0.4402 \| 7.4894 \| 704 \| 0.5244 \| 0.5763 \| 0.5244 \| 0.7242 \|
	\| 0.4402 \| 7.5106 \| 706 \| 0.4865 \| 0.5874 \| 0.4865 \| 0.6975 \|
	\| 0.4402 \| 7.5319 \| 708 \| 0.4275 \| 0.6278 \| 0.4275 \| 0.6538 \|
	\| 0.4402 \| 7.5532 \| 710 \| 0.4146 \| 0.6361 \| 0.4146 \| 0.6439 \|
	\| 0.4402 \| 7.5745 \| 712 \| 0.4554 \| 0.5908 \| 0.4554 \| 0.6748 \|
	\| 0.4402 \| 7.5957 \| 714 \| 0.5663 \| 0.5422 \| 0.5663 \| 0.7526 \|
	\| 0.4402 \| 7.6170 \| 716 \| 0.6764 \| 0.5177 \| 0.6764 \| 0.8225 \|
	\| 0.4402 \| 7.6383 \| 718 \| 0.6020 \| 0.5446 \| 0.6020 \| 0.7759 \|
	\| 0.4402 \| 7.6596 \| 720 \| 0.5300 \| 0.5330 \| 0.5300 \| 0.7280 \|
	\| 0.4402 \| 7.6809 \| 722 \| 0.4651 \| 0.5490 \| 0.4651 \| 0.6820 \|
	\| 0.4402 \| 7.7021 \| 724 \| 0.4021 \| 0.5669 \| 0.4021 \| 0.6341 \|
	\| 0.4402 \| 7.7234 \| 726 \| 0.4002 \| 0.6023 \| 0.4002 \| 0.6326 \|
	\| 0.4402 \| 7.7447 \| 728 \| 0.4654 \| 0.5674 \| 0.4654 \| 0.6822 \|
	\| 0.4402 \| 7.7660 \| 730 \| 0.6458 \| 0.5577 \| 0.6458 \| 0.8036 \|
	\| 0.4402 \| 7.7872 \| 732 \| 0.7354 \| 0.5416 \| 0.7354 \| 0.8576 \|
	\| 0.4402 \| 7.8085 \| 734 \| 0.7329 \| 0.5472 \| 0.7329 \| 0.8561 \|
	\| 0.4402 \| 7.8298 \| 736 \| 0.5352 \| 0.5843 \| 0.5352 \| 0.7316 \|
	\| 0.4402 \| 7.8511 \| 738 \| 0.4342 \| 0.6139 \| 0.4342 \| 0.6589 \|
	\| 0.4402 \| 7.8723 \| 740 \| 0.4580 \| 0.6106 \| 0.4580 \| 0.6767 \|
	\| 0.4402 \| 7.8936 \| 742 \| 0.5550 \| 0.5974 \| 0.5550 \| 0.7450 \|
	\| 0.4402 \| 7.9149 \| 744 \| 0.7089 \| 0.5537 \| 0.7089 \| 0.8420 \|
	\| 0.4402 \| 7.9362 \| 746 \| 0.8006 \| 0.5147 \| 0.8006 \| 0.8948 \|
	\| 0.4402 \| 7.9574 \| 748 \| 0.7012 \| 0.5355 \| 0.7012 \| 0.8374 \|
	\| 0.4402 \| 7.9787 \| 750 \| 0.5466 \| 0.5908 \| 0.5466 \| 0.7393 \|
	\| 0.4402 \| 8.0 \| 752 \| 0.4704 \| 0.5887 \| 0.4704 \| 0.6859 \|
	\| 0.4402 \| 8.0213 \| 754 \| 0.4814 \| 0.5708 \| 0.4814 \| 0.6938 \|
	\| 0.4402 \| 8.0426 \| 756 \| 0.5221 \| 0.5563 \| 0.5221 \| 0.7226 \|
	\| 0.4402 \| 8.0638 \| 758 \| 0.4868 \| 0.5579 \| 0.4868 \| 0.6977 \|
	\| 0.4402 \| 8.0851 \| 760 \| 0.4513 \| 0.6194 \| 0.4513 \| 0.6718 \|
	\| 0.4402 \| 8.1064 \| 762 \| 0.5033 \| 0.5806 \| 0.5033 \| 0.7094 \|
	\| 0.4402 \| 8.1277 \| 764 \| 0.6365 \| 0.5191 \| 0.6365 \| 0.7978 \|
	\| 0.4402 \| 8.1489 \| 766 \| 0.6766 \| 0.5379 \| 0.6766 \| 0.8226 \|
	\| 0.4402 \| 8.1702 \| 768 \| 0.5978 \| 0.5607 \| 0.5978 \| 0.7732 \|
	\| 0.4402 \| 8.1915 \| 770 \| 0.5223 \| 0.6006 \| 0.5223 \| 0.7227 \|
	\| 0.4402 \| 8.2128 \| 772 \| 0.5313 \| 0.5920 \| 0.5313 \| 0.7289 \|
	\| 0.4402 \| 8.2340 \| 774 \| 0.6068 \| 0.5703 \| 0.6068 \| 0.7790 \|
	\| 0.4402 \| 8.2553 \| 776 \| 0.5520 \| 0.5659 \| 0.5520 \| 0.7430 \|
	\| 0.4402 \| 8.2766 \| 778 \| 0.5526 \| 0.5797 \| 0.5526 \| 0.7434 \|
	\| 0.4402 \| 8.2979 \| 780 \| 0.5685 \| 0.5799 \| 0.5685 \| 0.7540 \|
	\| 0.4402 \| 8.3191 \| 782 \| 0.6417 \| 0.5426 \| 0.6417 \| 0.8010 \|
	\| 0.4402 \| 8.3404 \| 784 \| 0.7893 \| 0.5063 \| 0.7893 \| 0.8884 \|
	\| 0.4402 \| 8.3617 \| 786 \| 0.8075 \| 0.4879 \| 0.8075 \| 0.8986 \|
	\| 0.4402 \| 8.3830 \| 788 \| 0.6980 \| 0.5353 \| 0.6980 \| 0.8355 \|
	\| 0.4402 \| 8.4043 \| 790 \| 0.5059 \| 0.5473 \| 0.5059 \| 0.7113 \|
	\| 0.4402 \| 8.4255 \| 792 \| 0.4354 \| 0.5543 \| 0.4354 \| 0.6599 \|
	\| 0.4402 \| 8.4468 \| 794 \| 0.4356 \| 0.5271 \| 0.4356 \| 0.6600 \|
	\| 0.4402 \| 8.4681 \| 796 \| 0.4525 \| 0.5387 \| 0.4525 \| 0.6727 \|
	\| 0.4402 \| 8.4894 \| 798 \| 0.5282 \| 0.5102 \| 0.5282 \| 0.7268 \|
	\| 0.4402 \| 8.5106 \| 800 \| 0.6946 \| 0.4652 \| 0.6946 \| 0.8334 \|
	\| 0.4402 \| 8.5319 \| 802 \| 0.7039 \| 0.4974 \| 0.7039 \| 0.8390 \|
	\| 0.4402 \| 8.5532 \| 804 \| 0.5716 \| 0.5467 \| 0.5716 \| 0.7561 \|
	\| 0.4402 \| 8.5745 \| 806 \| 0.4948 \| 0.6248 \| 0.4948 \| 0.7034 \|
	\| 0.4402 \| 8.5957 \| 808 \| 0.5159 \| 0.6358 \| 0.5159 \| 0.7183 \|
	\| 0.4402 \| 8.6170 \| 810 \| 0.5656 \| 0.5973 \| 0.5656 \| 0.7521 \|
	\| 0.4402 \| 8.6383 \| 812 \| 0.5609 \| 0.5963 \| 0.5609 \| 0.7489 \|
	\| 0.4402 \| 8.6596 \| 814 \| 0.6025 \| 0.5716 \| 0.6025 \| 0.7762 \|
	\| 0.4402 \| 8.6809 \| 816 \| 0.6675 \| 0.5409 \| 0.6675 \| 0.8170 \|
	\| 0.4402 \| 8.7021 \| 818 \| 0.6718 \| 0.5170 \| 0.6718 \| 0.8196 \|
	\| 0.4402 \| 8.7234 \| 820 \| 0.5828 \| 0.5591 \| 0.5828 \| 0.7634 \|
	\| 0.4402 \| 8.7447 \| 822 \| 0.5345 \| 0.5847 \| 0.5345 \| 0.7311 \|
	\| 0.4402 \| 8.7660 \| 824 \| 0.4530 \| 0.6308 \| 0.4530 \| 0.6731 \|
	\| 0.4402 \| 8.7872 \| 826 \| 0.3837 \| 0.6056 \| 0.3837 \| 0.6194 \|
	\| 0.4402 \| 8.8085 \| 828 \| 0.3804 \| 0.6122 \| 0.3804 \| 0.6167 \|
	\| 0.4402 \| 8.8298 \| 830 \| 0.4130 \| 0.5951 \| 0.4130 \| 0.6427 \|
	\| 0.4402 \| 8.8511 \| 832 \| 0.5233 \| 0.5647 \| 0.5233 \| 0.7234 \|
	\| 0.4402 \| 8.8723 \| 834 \| 0.6722 \| 0.5188 \| 0.6722 \| 0.8199 \|
	\| 0.4402 \| 8.8936 \| 836 \| 0.7026 \| 0.5043 \| 0.7026 \| 0.8382 \|
	\| 0.4402 \| 8.9149 \| 838 \| 0.6313 \| 0.5369 \| 0.6313 \| 0.7946 \|
	\| 0.4402 \| 8.9362 \| 840 \| 0.5887 \| 0.5716 \| 0.5887 \| 0.7672 \|
	\| 0.4402 \| 8.9574 \| 842 \| 0.5764 \| 0.5875 \| 0.5764 \| 0.7592 \|
	\| 0.4402 \| 8.9787 \| 844 \| 0.5492 \| 0.6047 \| 0.5492 \| 0.7411 \|
	\| 0.4402 \| 9.0 \| 846 \| 0.5217 \| 0.6139 \| 0.5217 \| 0.7223 \|
	\| 0.4402 \| 9.0213 \| 848 \| 0.5843 \| 0.5960 \| 0.5843 \| 0.7644 \|
	\| 0.4402 \| 9.0426 \| 850 \| 0.6195 \| 0.5544 \| 0.6195 \| 0.7871 \|
	\| 0.4402 \| 9.0638 \| 852 \| 0.5868 \| 0.5734 \| 0.5868 \| 0.7660 \|
	\| 0.4402 \| 9.0851 \| 854 \| 0.5043 \| 0.5836 \| 0.5043 \| 0.7102 \|
	\| 0.4402 \| 9.1064 \| 856 \| 0.4690 \| 0.5943 \| 0.4690 \| 0.6848 \|
	\| 0.4402 \| 9.1277 \| 858 \| 0.4616 \| 0.5790 \| 0.4616 \| 0.6794 \|
	\| 0.4402 \| 9.1489 \| 860 \| 0.4784 \| 0.5731 \| 0.4784 \| 0.6917 \|
	\| 0.4402 \| 9.1702 \| 862 \| 0.5467 \| 0.5535 \| 0.5467 \| 0.7394 \|
	\| 0.4402 \| 9.1915 \| 864 \| 0.6816 \| 0.5068 \| 0.6816 \| 0.8256 \|
	\| 0.4402 \| 9.2128 \| 866 \| 0.6694 \| 0.5072 \| 0.6694 \| 0.8182 \|
	\| 0.4402 \| 9.2340 \| 868 \| 0.5139 \| 0.5911 \| 0.5139 \| 0.7169 \|
	\| 0.4402 \| 9.2553 \| 870 \| 0.3882 \| 0.6427 \| 0.3882 \| 0.6231 \|
	\| 0.4402 \| 9.2766 \| 872 \| 0.3856 \| 0.6205 \| 0.3856 \| 0.6209 \|
	\| 0.4402 \| 9.2979 \| 874 \| 0.3905 \| 0.6229 \| 0.3905 \| 0.6249 \|
	\| 0.4402 \| 9.3191 \| 876 \| 0.4375 \| 0.6103 \| 0.4375 \| 0.6615 \|
	\| 0.4402 \| 9.3404 \| 878 \| 0.5262 \| 0.5628 \| 0.5262 \| 0.7254 \|
	\| 0.4402 \| 9.3617 \| 880 \| 0.6058 \| 0.5243 \| 0.6058 \| 0.7783 \|
	\| 0.4402 \| 9.3830 \| 882 \| 0.6603 \| 0.5157 \| 0.6603 \| 0.8126 \|
	\| 0.4402 \| 9.4043 \| 884 \| 0.5968 \| 0.5277 \| 0.5968 \| 0.7725 \|
	\| 0.4402 \| 9.4255 \| 886 \| 0.4851 \| 0.5771 \| 0.4851 \| 0.6965 \|
	\| 0.4402 \| 9.4468 \| 888 \| 0.4463 \| 0.6314 \| 0.4463 \| 0.6681 \|
	\| 0.4402 \| 9.4681 \| 890 \| 0.4491 \| 0.6335 \| 0.4491 \| 0.6702 \|
	\| 0.4402 \| 9.4894 \| 892 \| 0.4721 \| 0.5978 \| 0.4721 \| 0.6871 \|
	\| 0.4402 \| 9.5106 \| 894 \| 0.5728 \| 0.5632 \| 0.5728 \| 0.7568 \|
	\| 0.4402 \| 9.5319 \| 896 \| 0.7062 \| 0.4976 \| 0.7062 \| 0.8404 \|
	\| 0.4402 \| 9.5532 \| 898 \| 0.8108 \| 0.4850 \| 0.8108 \| 0.9004 \|
	\| 0.4402 \| 9.5745 \| 900 \| 0.7063 \| 0.5516 \| 0.7063 \| 0.8404 \|
	\| 0.4402 \| 9.5957 \| 902 \| 0.5087 \| 0.6134 \| 0.5087 \| 0.7132 \|
	\| 0.4402 \| 9.6170 \| 904 \| 0.4155 \| 0.6157 \| 0.4155 \| 0.6446 \|
	\| 0.4402 \| 9.6383 \| 906 \| 0.4100 \| 0.6433 \| 0.4100 \| 0.6403 \|
	\| 0.4402 \| 9.6596 \| 908 \| 0.4023 \| 0.6165 \| 0.4023 \| 0.6343 \|
	\| 0.4402 \| 9.6809 \| 910 \| 0.4381 \| 0.5924 \| 0.4381 \| 0.6619 \|
	\| 0.4402 \| 9.7021 \| 912 \| 0.5477 \| 0.5579 \| 0.5477 \| 0.7401 \|
	\| 0.4402 \| 9.7234 \| 914 \| 0.5742 \| 0.5624 \| 0.5742 \| 0.7578 \|
	\| 0.4402 \| 9.7447 \| 916 \| 0.5592 \| 0.5634 \| 0.5592 \| 0.7478 \|
	\| 0.4402 \| 9.7660 \| 918 \| 0.5115 \| 0.5896 \| 0.5115 \| 0.7152 \|
	\| 0.4402 \| 9.7872 \| 920 \| 0.4832 \| 0.6204 \| 0.4832 \| 0.6952 \|
	\| 0.4402 \| 9.8085 \| 922 \| 0.4728 \| 0.6202 \| 0.4728 \| 0.6876 \|
	\| 0.4402 \| 9.8298 \| 924 \| 0.5167 \| 0.6177 \| 0.5167 \| 0.7188 \|
	\| 0.4402 \| 9.8511 \| 926 \| 0.5625 \| 0.6053 \| 0.5625 \| 0.7500 \|
	\| 0.4402 \| 9.8723 \| 928 \| 0.6254 \| 0.5808 \| 0.6254 \| 0.7908 \|
	\| 0.4402 \| 9.8936 \| 930 \| 0.6657 \| 0.5375 \| 0.6657 \| 0.8159 \|
	\| 0.4402 \| 9.9149 \| 932 \| 0.6002 \| 0.5400 \| 0.6002 \| 0.7747 \|
	\| 0.4402 \| 9.9362 \| 934 \| 0.5649 \| 0.5541 \| 0.5649 \| 0.7516 \|
	\| 0.4402 \| 9.9574 \| 936 \| 0.5112 \| 0.5729 \| 0.5112 \| 0.7150 \|
	\| 0.4402 \| 9.9787 \| 938 \| 0.4434 \| 0.5777 \| 0.4434 \| 0.6659 \|
	\| 0.4402 \| 10.0 \| 940 \| 0.4201 \| 0.5430 \| 0.4201 \| 0.6481 \|
	\| 0.4402 \| 10.0213 \| 942 \| 0.4224 \| 0.5530 \| 0.4224 \| 0.6499 \|
	\| 0.4402 \| 10.0426 \| 944 \| 0.4679 \| 0.5656 \| 0.4679 \| 0.6840 \|
	\| 0.4402 \| 10.0638 \| 946 \| 0.5333 \| 0.5353 \| 0.5333 \| 0.7302 \|
	\| 0.4402 \| 10.0851 \| 948 \| 0.7041 \| 0.5007 \| 0.7041 \| 0.8391 \|
	\| 0.4402 \| 10.1064 \| 950 \| 0.8107 \| 0.4935 \| 0.8107 \| 0.9004 \|
	\| 0.4402 \| 10.1277 \| 952 \| 0.7682 \| 0.5033 \| 0.7682 \| 0.8764 \|
	\| 0.4402 \| 10.1489 \| 954 \| 0.5770 \| 0.5604 \| 0.5770 \| 0.7596 \|
	\| 0.4402 \| 10.1702 \| 956 \| 0.4458 \| 0.5954 \| 0.4458 \| 0.6677 \|
	\| 0.4402 \| 10.1915 \| 958 \| 0.4160 \| 0.6356 \| 0.4160 \| 0.6450 \|
	\| 0.4402 \| 10.2128 \| 960 \| 0.4164 \| 0.6220 \| 0.4164 \| 0.6453 \|
	\| 0.4402 \| 10.2340 \| 962 \| 0.4777 \| 0.6109 \| 0.4777 \| 0.6912 \|
	\| 0.4402 \| 10.2553 \| 964 \| 0.6592 \| 0.5285 \| 0.6592 \| 0.8119 \|
	\| 0.4402 \| 10.2766 \| 966 \| 0.7633 \| 0.5072 \| 0.7633 \| 0.8736 \|
	\| 0.4402 \| 10.2979 \| 968 \| 0.7026 \| 0.5043 \| 0.7026 \| 0.8382 \|
	\| 0.4402 \| 10.3191 \| 970 \| 0.5533 \| 0.5429 \| 0.5533 \| 0.7439 \|
	\| 0.4402 \| 10.3404 \| 972 \| 0.4338 \| 0.5751 \| 0.4338 \| 0.6586 \|
	\| 0.4402 \| 10.3617 \| 974 \| 0.4081 \| 0.5828 \| 0.4081 \| 0.6388 \|
	\| 0.4402 \| 10.3830 \| 976 \| 0.4163 \| 0.5769 \| 0.4163 \| 0.6452 \|
	\| 0.4402 \| 10.4043 \| 978 \| 0.4081 \| 0.6073 \| 0.4081 \| 0.6388 \|
	\| 0.4402 \| 10.4255 \| 980 \| 0.4385 \| 0.6025 \| 0.4385 \| 0.6622 \|
	\| 0.4402 \| 10.4468 \| 982 \| 0.5392 \| 0.5539 \| 0.5392 \| 0.7343 \|
	\| 0.4402 \| 10.4681 \| 984 \| 0.6389 \| 0.5488 \| 0.6389 \| 0.7993 \|
	\| 0.4402 \| 10.4894 \| 986 \| 0.7049 \| 0.4976 \| 0.7049 \| 0.8396 \|
	\| 0.4402 \| 10.5106 \| 988 \| 0.6352 \| 0.5275 \| 0.6352 \| 0.7970 \|
	\| 0.4402 \| 10.5319 \| 990 \| 0.5323 \| 0.5521 \| 0.5323 \| 0.7296 \|
	\| 0.4402 \| 10.5532 \| 992 \| 0.4492 \| 0.5683 \| 0.4492 \| 0.6703 \|
	\| 0.4402 \| 10.5745 \| 994 \| 0.4566 \| 0.5661 \| 0.4566 \| 0.6758 \|
	\| 0.4402 \| 10.5957 \| 996 \| 0.5413 \| 0.5711 \| 0.5413 \| 0.7357 \|
	\| 0.4402 \| 10.6170 \| 998 \| 0.6071 \| 0.5847 \| 0.6071 \| 0.7791 \|
	\| 0.14 \| 10.6383 \| 1000 \| 0.6162 \| 0.6033 \| 0.6162 \| 0.7850 \|
	\| 0.14 \| 10.6596 \| 1002 \| 0.5734 \| 0.5969 \| 0.5734 \| 0.7573 \|
	\| 0.14 \| 10.6809 \| 1004 \| 0.4931 \| 0.6272 \| 0.4931 \| 0.7022 \|
	\| 0.14 \| 10.7021 \| 1006 \| 0.4526 \| 0.6495 \| 0.4526 \| 0.6727 \|
	\| 0.14 \| 10.7234 \| 1008 \| 0.4495 \| 0.6568 \| 0.4495 \| 0.6705 \|
	\| 0.14 \| 10.7447 \| 1010 \| 0.5047 \| 0.6289 \| 0.5047 \| 0.7104 \|
	\| 0.14 \| 10.7660 \| 1012 \| 0.6086 \| 0.5884 \| 0.6086 \| 0.7801 \|
	\| 0.14 \| 10.7872 \| 1014 \| 0.7153 \| 0.5277 \| 0.7153 \| 0.8457 \|
	\| 0.14 \| 10.8085 \| 1016 \| 0.7215 \| 0.5129 \| 0.7215 \| 0.8494 \|
	\| 0.14 \| 10.8298 \| 1018 \| 0.5777 \| 0.5758 \| 0.5777 \| 0.7600 \|
	\| 0.14 \| 10.8511 \| 1020 \| 0.4684 \| 0.5628 \| 0.4684 \| 0.6844 \|


	### Framework versions

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