End of training

086ae01 verified about 1 year ago

24.9 kB

	---
	library_name: transformers
	base_model: aubmindlab/bert-base-arabertv02
	tags:
	- generated_from_trainer
	model-index:
	- name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask1_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_TestTask1_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: 0.4088
	- Qwk: 0.5376
	- Mse: 0.4088
	- Rmse: 0.6394

	## 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 \| 3.9661 \| 0.0006 \| 3.9661 \| 1.9915 \|
	\| No log \| 0.0426 \| 4 \| 2.8142 \| 0.0570 \| 2.8142 \| 1.6775 \|
	\| No log \| 0.0638 \| 6 \| 1.3758 \| 0.0502 \| 1.3758 \| 1.1729 \|
	\| No log \| 0.0851 \| 8 \| 0.8573 \| 0.0440 \| 0.8573 \| 0.9259 \|
	\| No log \| 0.1064 \| 10 \| 0.7581 \| 0.0668 \| 0.7581 \| 0.8707 \|
	\| No log \| 0.1277 \| 12 \| 0.7360 \| 0.0830 \| 0.7360 \| 0.8579 \|
	\| No log \| 0.1489 \| 14 \| 0.6776 \| 0.0832 \| 0.6776 \| 0.8232 \|
	\| No log \| 0.1702 \| 16 \| 0.6691 \| 0.3161 \| 0.6691 \| 0.8180 \|
	\| No log \| 0.1915 \| 18 \| 0.6032 \| 0.3937 \| 0.6032 \| 0.7767 \|
	\| No log \| 0.2128 \| 20 \| 0.5791 \| 0.3812 \| 0.5791 \| 0.7610 \|
	\| No log \| 0.2340 \| 22 \| 0.6016 \| 0.3765 \| 0.6016 \| 0.7757 \|
	\| No log \| 0.2553 \| 24 \| 0.6617 \| 0.3275 \| 0.6617 \| 0.8135 \|
	\| No log \| 0.2766 \| 26 \| 0.6540 \| 0.3498 \| 0.6540 \| 0.8087 \|
	\| No log \| 0.2979 \| 28 \| 0.5786 \| 0.3889 \| 0.5786 \| 0.7607 \|
	\| No log \| 0.3191 \| 30 \| 0.5534 \| 0.3950 \| 0.5534 \| 0.7439 \|
	\| No log \| 0.3404 \| 32 \| 0.6693 \| 0.2150 \| 0.6693 \| 0.8181 \|
	\| No log \| 0.3617 \| 34 \| 0.6927 \| 0.2867 \| 0.6927 \| 0.8323 \|
	\| No log \| 0.3830 \| 36 \| 0.5389 \| 0.4632 \| 0.5389 \| 0.7341 \|
	\| No log \| 0.4043 \| 38 \| 0.5280 \| 0.4822 \| 0.5280 \| 0.7266 \|
	\| No log \| 0.4255 \| 40 \| 0.5358 \| 0.4835 \| 0.5358 \| 0.7320 \|
	\| No log \| 0.4468 \| 42 \| 0.4939 \| 0.4966 \| 0.4939 \| 0.7028 \|
	\| No log \| 0.4681 \| 44 \| 0.4797 \| 0.5075 \| 0.4797 \| 0.6926 \|
	\| No log \| 0.4894 \| 46 \| 0.4909 \| 0.4695 \| 0.4909 \| 0.7006 \|
	\| No log \| 0.5106 \| 48 \| 0.4905 \| 0.4695 \| 0.4905 \| 0.7004 \|
	\| No log \| 0.5319 \| 50 \| 0.4793 \| 0.5410 \| 0.4793 \| 0.6923 \|
	\| No log \| 0.5532 \| 52 \| 0.5706 \| 0.5437 \| 0.5706 \| 0.7554 \|
	\| No log \| 0.5745 \| 54 \| 0.5039 \| 0.5471 \| 0.5039 \| 0.7098 \|
	\| No log \| 0.5957 \| 56 \| 0.4814 \| 0.4922 \| 0.4814 \| 0.6938 \|
	\| No log \| 0.6170 \| 58 \| 0.4793 \| 0.4941 \| 0.4793 \| 0.6923 \|
	\| No log \| 0.6383 \| 60 \| 0.4930 \| 0.4755 \| 0.4930 \| 0.7021 \|
	\| No log \| 0.6596 \| 62 \| 0.5077 \| 0.4415 \| 0.5077 \| 0.7125 \|
	\| No log \| 0.6809 \| 64 \| 0.5329 \| 0.4281 \| 0.5329 \| 0.7300 \|
	\| No log \| 0.7021 \| 66 \| 0.4572 \| 0.5173 \| 0.4572 \| 0.6762 \|
	\| No log \| 0.7234 \| 68 \| 0.4331 \| 0.5397 \| 0.4331 \| 0.6581 \|
	\| No log \| 0.7447 \| 70 \| 0.4294 \| 0.5499 \| 0.4294 \| 0.6553 \|
	\| No log \| 0.7660 \| 72 \| 0.4208 \| 0.5787 \| 0.4208 \| 0.6487 \|
	\| No log \| 0.7872 \| 74 \| 0.4638 \| 0.5604 \| 0.4638 \| 0.6810 \|
	\| No log \| 0.8085 \| 76 \| 0.4346 \| 0.5684 \| 0.4346 \| 0.6592 \|
	\| No log \| 0.8298 \| 78 \| 0.4511 \| 0.5609 \| 0.4511 \| 0.6716 \|
	\| No log \| 0.8511 \| 80 \| 0.4506 \| 0.6079 \| 0.4506 \| 0.6713 \|
	\| No log \| 0.8723 \| 82 \| 0.4315 \| 0.5578 \| 0.4315 \| 0.6569 \|
	\| No log \| 0.8936 \| 84 \| 0.4510 \| 0.5739 \| 0.4510 \| 0.6716 \|
	\| No log \| 0.9149 \| 86 \| 0.6624 \| 0.3852 \| 0.6624 \| 0.8139 \|
	\| No log \| 0.9362 \| 88 \| 0.7905 \| 0.1659 \| 0.7905 \| 0.8891 \|
	\| No log \| 0.9574 \| 90 \| 0.7080 \| 0.2767 \| 0.7080 \| 0.8414 \|
	\| No log \| 0.9787 \| 92 \| 0.5450 \| 0.4255 \| 0.5450 \| 0.7382 \|
	\| No log \| 1.0 \| 94 \| 0.4271 \| 0.5839 \| 0.4271 \| 0.6535 \|
	\| No log \| 1.0213 \| 96 \| 0.4668 \| 0.6117 \| 0.4668 \| 0.6833 \|
	\| No log \| 1.0426 \| 98 \| 0.4931 \| 0.6038 \| 0.4931 \| 0.7022 \|
	\| No log \| 1.0638 \| 100 \| 0.4532 \| 0.6076 \| 0.4532 \| 0.6732 \|
	\| No log \| 1.0851 \| 102 \| 0.4919 \| 0.6031 \| 0.4919 \| 0.7013 \|
	\| No log \| 1.1064 \| 104 \| 0.5006 \| 0.5543 \| 0.5006 \| 0.7075 \|
	\| No log \| 1.1277 \| 106 \| 0.4613 \| 0.5426 \| 0.4613 \| 0.6792 \|
	\| No log \| 1.1489 \| 108 \| 0.4891 \| 0.5035 \| 0.4891 \| 0.6993 \|
	\| No log \| 1.1702 \| 110 \| 0.5031 \| 0.4745 \| 0.5031 \| 0.7093 \|
	\| No log \| 1.1915 \| 112 \| 0.4780 \| 0.4819 \| 0.4780 \| 0.6914 \|
	\| No log \| 1.2128 \| 114 \| 0.4851 \| 0.4873 \| 0.4851 \| 0.6965 \|
	\| No log \| 1.2340 \| 116 \| 0.4726 \| 0.5470 \| 0.4726 \| 0.6875 \|
	\| No log \| 1.2553 \| 118 \| 0.4432 \| 0.5399 \| 0.4432 \| 0.6657 \|
	\| No log \| 1.2766 \| 120 \| 0.4471 \| 0.5840 \| 0.4471 \| 0.6687 \|
	\| No log \| 1.2979 \| 122 \| 0.4497 \| 0.5659 \| 0.4497 \| 0.6706 \|
	\| No log \| 1.3191 \| 124 \| 0.5107 \| 0.5062 \| 0.5107 \| 0.7146 \|
	\| No log \| 1.3404 \| 126 \| 0.4501 \| 0.5327 \| 0.4501 \| 0.6709 \|
	\| No log \| 1.3617 \| 128 \| 0.4368 \| 0.5911 \| 0.4368 \| 0.6609 \|
	\| No log \| 1.3830 \| 130 \| 0.4683 \| 0.5990 \| 0.4683 \| 0.6844 \|
	\| No log \| 1.4043 \| 132 \| 0.6832 \| 0.5579 \| 0.6832 \| 0.8266 \|
	\| No log \| 1.4255 \| 134 \| 0.7875 \| 0.4894 \| 0.7875 \| 0.8874 \|
	\| No log \| 1.4468 \| 136 \| 0.6340 \| 0.5699 \| 0.6340 \| 0.7962 \|
	\| No log \| 1.4681 \| 138 \| 0.5137 \| 0.5868 \| 0.5137 \| 0.7167 \|
	\| No log \| 1.4894 \| 140 \| 0.4678 \| 0.5620 \| 0.4678 \| 0.6840 \|
	\| No log \| 1.5106 \| 142 \| 0.4385 \| 0.5585 \| 0.4385 \| 0.6622 \|
	\| No log \| 1.5319 \| 144 \| 0.4237 \| 0.6041 \| 0.4237 \| 0.6509 \|
	\| No log \| 1.5532 \| 146 \| 0.4305 \| 0.5749 \| 0.4305 \| 0.6562 \|
	\| No log \| 1.5745 \| 148 \| 0.5813 \| 0.5527 \| 0.5813 \| 0.7624 \|
	\| No log \| 1.5957 \| 150 \| 0.6819 \| 0.4978 \| 0.6819 \| 0.8258 \|
	\| No log \| 1.6170 \| 152 \| 0.7632 \| 0.5356 \| 0.7632 \| 0.8736 \|
	\| No log \| 1.6383 \| 154 \| 0.6873 \| 0.5606 \| 0.6873 \| 0.8290 \|
	\| No log \| 1.6596 \| 156 \| 0.5527 \| 0.6069 \| 0.5527 \| 0.7434 \|
	\| No log \| 1.6809 \| 158 \| 0.4914 \| 0.6235 \| 0.4914 \| 0.7010 \|
	\| No log \| 1.7021 \| 160 \| 0.4513 \| 0.5698 \| 0.4513 \| 0.6718 \|
	\| No log \| 1.7234 \| 162 \| 0.4922 \| 0.5259 \| 0.4922 \| 0.7016 \|
	\| No log \| 1.7447 \| 164 \| 0.5357 \| 0.4956 \| 0.5357 \| 0.7319 \|
	\| No log \| 1.7660 \| 166 \| 0.6366 \| 0.4833 \| 0.6366 \| 0.7979 \|
	\| No log \| 1.7872 \| 168 \| 0.6920 \| 0.4236 \| 0.6920 \| 0.8319 \|
	\| No log \| 1.8085 \| 170 \| 0.5774 \| 0.4567 \| 0.5774 \| 0.7599 \|
	\| No log \| 1.8298 \| 172 \| 0.4541 \| 0.4634 \| 0.4541 \| 0.6739 \|
	\| No log \| 1.8511 \| 174 \| 0.4664 \| 0.4809 \| 0.4664 \| 0.6829 \|
	\| No log \| 1.8723 \| 176 \| 0.4637 \| 0.5181 \| 0.4637 \| 0.6810 \|
	\| No log \| 1.8936 \| 178 \| 0.4448 \| 0.5077 \| 0.4448 \| 0.6669 \|
	\| No log \| 1.9149 \| 180 \| 0.4541 \| 0.4803 \| 0.4541 \| 0.6739 \|
	\| No log \| 1.9362 \| 182 \| 0.4787 \| 0.4465 \| 0.4787 \| 0.6919 \|
	\| No log \| 1.9574 \| 184 \| 0.4791 \| 0.4509 \| 0.4791 \| 0.6922 \|
	\| No log \| 1.9787 \| 186 \| 0.4859 \| 0.4643 \| 0.4859 \| 0.6970 \|
	\| No log \| 2.0 \| 188 \| 0.4916 \| 0.4921 \| 0.4916 \| 0.7011 \|
	\| No log \| 2.0213 \| 190 \| 0.5040 \| 0.5278 \| 0.5040 \| 0.7099 \|
	\| No log \| 2.0426 \| 192 \| 0.4947 \| 0.5283 \| 0.4947 \| 0.7034 \|
	\| No log \| 2.0638 \| 194 \| 0.4736 \| 0.5391 \| 0.4736 \| 0.6882 \|
	\| No log \| 2.0851 \| 196 \| 0.4618 \| 0.4665 \| 0.4618 \| 0.6796 \|
	\| No log \| 2.1064 \| 198 \| 0.4611 \| 0.4778 \| 0.4611 \| 0.6790 \|
	\| No log \| 2.1277 \| 200 \| 0.4483 \| 0.5074 \| 0.4483 \| 0.6696 \|
	\| No log \| 2.1489 \| 202 \| 0.4489 \| 0.5480 \| 0.4489 \| 0.6700 \|
	\| No log \| 2.1702 \| 204 \| 0.4656 \| 0.5593 \| 0.4656 \| 0.6823 \|
	\| No log \| 2.1915 \| 206 \| 0.4482 \| 0.5474 \| 0.4482 \| 0.6695 \|
	\| No log \| 2.2128 \| 208 \| 0.4487 \| 0.5227 \| 0.4487 \| 0.6699 \|
	\| No log \| 2.2340 \| 210 \| 0.5469 \| 0.4400 \| 0.5469 \| 0.7395 \|
	\| No log \| 2.2553 \| 212 \| 0.7247 \| 0.3853 \| 0.7247 \| 0.8513 \|
	\| No log \| 2.2766 \| 214 \| 0.6856 \| 0.3684 \| 0.6856 \| 0.8280 \|
	\| No log \| 2.2979 \| 216 \| 0.5270 \| 0.3905 \| 0.5270 \| 0.7259 \|
	\| No log \| 2.3191 \| 218 \| 0.4537 \| 0.4889 \| 0.4537 \| 0.6736 \|
	\| No log \| 2.3404 \| 220 \| 0.4555 \| 0.5166 \| 0.4555 \| 0.6749 \|
	\| No log \| 2.3617 \| 222 \| 0.4364 \| 0.5333 \| 0.4364 \| 0.6606 \|
	\| No log \| 2.3830 \| 224 \| 0.4357 \| 0.5555 \| 0.4357 \| 0.6600 \|
	\| No log \| 2.4043 \| 226 \| 0.5339 \| 0.5511 \| 0.5339 \| 0.7307 \|
	\| No log \| 2.4255 \| 228 \| 0.6457 \| 0.5215 \| 0.6457 \| 0.8036 \|
	\| No log \| 2.4468 \| 230 \| 0.6696 \| 0.5236 \| 0.6696 \| 0.8183 \|
	\| No log \| 2.4681 \| 232 \| 0.6229 \| 0.5307 \| 0.6229 \| 0.7892 \|
	\| No log \| 2.4894 \| 234 \| 0.5367 \| 0.5788 \| 0.5367 \| 0.7326 \|
	\| No log \| 2.5106 \| 236 \| 0.5040 \| 0.5810 \| 0.5040 \| 0.7099 \|
	\| No log \| 2.5319 \| 238 \| 0.4577 \| 0.5682 \| 0.4577 \| 0.6765 \|
	\| No log \| 2.5532 \| 240 \| 0.4783 \| 0.5195 \| 0.4783 \| 0.6916 \|
	\| No log \| 2.5745 \| 242 \| 0.4666 \| 0.4917 \| 0.4666 \| 0.6831 \|
	\| No log \| 2.5957 \| 244 \| 0.4885 \| 0.4597 \| 0.4885 \| 0.6989 \|
	\| No log \| 2.6170 \| 246 \| 0.4939 \| 0.4501 \| 0.4939 \| 0.7028 \|
	\| No log \| 2.6383 \| 248 \| 0.4492 \| 0.5435 \| 0.4492 \| 0.6703 \|
	\| No log \| 2.6596 \| 250 \| 0.4392 \| 0.5359 \| 0.4392 \| 0.6628 \|
	\| No log \| 2.6809 \| 252 \| 0.5860 \| 0.5539 \| 0.5860 \| 0.7655 \|
	\| No log \| 2.7021 \| 254 \| 0.5884 \| 0.5417 \| 0.5884 \| 0.7671 \|
	\| No log \| 2.7234 \| 256 \| 0.4743 \| 0.5152 \| 0.4743 \| 0.6887 \|
	\| No log \| 2.7447 \| 258 \| 0.4565 \| 0.5130 \| 0.4565 \| 0.6756 \|
	\| No log \| 2.7660 \| 260 \| 0.5037 \| 0.3659 \| 0.5037 \| 0.7097 \|
	\| No log \| 2.7872 \| 262 \| 0.5783 \| 0.2961 \| 0.5783 \| 0.7605 \|
	\| No log \| 2.8085 \| 264 \| 0.5960 \| 0.3071 \| 0.5960 \| 0.7720 \|
	\| No log \| 2.8298 \| 266 \| 0.5651 \| 0.3744 \| 0.5651 \| 0.7517 \|
	\| No log \| 2.8511 \| 268 \| 0.4834 \| 0.5467 \| 0.4834 \| 0.6952 \|
	\| No log \| 2.8723 \| 270 \| 0.4120 \| 0.6208 \| 0.4120 \| 0.6418 \|
	\| No log \| 2.8936 \| 272 \| 0.4382 \| 0.6142 \| 0.4382 \| 0.6620 \|
	\| No log \| 2.9149 \| 274 \| 0.4525 \| 0.6080 \| 0.4525 \| 0.6727 \|
	\| No log \| 2.9362 \| 276 \| 0.4681 \| 0.6217 \| 0.4681 \| 0.6841 \|
	\| No log \| 2.9574 \| 278 \| 0.5913 \| 0.5677 \| 0.5913 \| 0.7689 \|
	\| No log \| 2.9787 \| 280 \| 0.6915 \| 0.4377 \| 0.6915 \| 0.8316 \|
	\| No log \| 3.0 \| 282 \| 0.8460 \| 0.3413 \| 0.8460 \| 0.9198 \|
	\| No log \| 3.0213 \| 284 \| 0.8891 \| 0.2589 \| 0.8891 \| 0.9429 \|
	\| No log \| 3.0426 \| 286 \| 0.7502 \| 0.3368 \| 0.7502 \| 0.8662 \|
	\| No log \| 3.0638 \| 288 \| 0.5640 \| 0.4077 \| 0.5640 \| 0.7510 \|
	\| No log \| 3.0851 \| 290 \| 0.6634 \| 0.3049 \| 0.6634 \| 0.8145 \|
	\| No log \| 3.1064 \| 292 \| 0.6560 \| 0.3207 \| 0.6560 \| 0.8099 \|
	\| No log \| 3.1277 \| 294 \| 0.5246 \| 0.5175 \| 0.5246 \| 0.7243 \|
	\| No log \| 3.1489 \| 296 \| 0.4454 \| 0.5169 \| 0.4454 \| 0.6674 \|
	\| No log \| 3.1702 \| 298 \| 0.4860 \| 0.4285 \| 0.4860 \| 0.6971 \|
	\| No log \| 3.1915 \| 300 \| 0.5543 \| 0.5088 \| 0.5543 \| 0.7445 \|
	\| No log \| 3.2128 \| 302 \| 0.5703 \| 0.5592 \| 0.5703 \| 0.7552 \|
	\| No log \| 3.2340 \| 304 \| 0.6814 \| 0.5316 \| 0.6814 \| 0.8255 \|
	\| No log \| 3.2553 \| 306 \| 0.5497 \| 0.5704 \| 0.5497 \| 0.7414 \|
	\| No log \| 3.2766 \| 308 \| 0.4852 \| 0.5788 \| 0.4852 \| 0.6966 \|
	\| No log \| 3.2979 \| 310 \| 0.4808 \| 0.5853 \| 0.4808 \| 0.6934 \|
	\| No log \| 3.3191 \| 312 \| 0.4876 \| 0.6232 \| 0.4876 \| 0.6983 \|
	\| No log \| 3.3404 \| 314 \| 0.4442 \| 0.5722 \| 0.4442 \| 0.6665 \|
	\| No log \| 3.3617 \| 316 \| 0.4602 \| 0.5201 \| 0.4602 \| 0.6784 \|
	\| No log \| 3.3830 \| 318 \| 0.5018 \| 0.4900 \| 0.5018 \| 0.7084 \|
	\| No log \| 3.4043 \| 320 \| 0.4665 \| 0.5059 \| 0.4665 \| 0.6830 \|
	\| No log \| 3.4255 \| 322 \| 0.4330 \| 0.5721 \| 0.4330 \| 0.6580 \|
	\| No log \| 3.4468 \| 324 \| 0.4265 \| 0.5661 \| 0.4265 \| 0.6531 \|
	\| No log \| 3.4681 \| 326 \| 0.4309 \| 0.5708 \| 0.4309 \| 0.6565 \|
	\| No log \| 3.4894 \| 328 \| 0.4452 \| 0.5651 \| 0.4452 \| 0.6672 \|
	\| No log \| 3.5106 \| 330 \| 0.4438 \| 0.5648 \| 0.4438 \| 0.6662 \|
	\| No log \| 3.5319 \| 332 \| 0.4198 \| 0.5478 \| 0.4198 \| 0.6479 \|
	\| No log \| 3.5532 \| 334 \| 0.4053 \| 0.5411 \| 0.4053 \| 0.6366 \|
	\| No log \| 3.5745 \| 336 \| 0.4120 \| 0.5259 \| 0.4120 \| 0.6419 \|
	\| No log \| 3.5957 \| 338 \| 0.4094 \| 0.5385 \| 0.4094 \| 0.6398 \|
	\| No log \| 3.6170 \| 340 \| 0.4232 \| 0.5686 \| 0.4232 \| 0.6505 \|
	\| No log \| 3.6383 \| 342 \| 0.4051 \| 0.5656 \| 0.4051 \| 0.6365 \|
	\| No log \| 3.6596 \| 344 \| 0.4120 \| 0.5688 \| 0.4120 \| 0.6419 \|
	\| No log \| 3.6809 \| 346 \| 0.4502 \| 0.5418 \| 0.4502 \| 0.6710 \|
	\| No log \| 3.7021 \| 348 \| 0.4652 \| 0.5069 \| 0.4652 \| 0.6820 \|
	\| No log \| 3.7234 \| 350 \| 0.4670 \| 0.5426 \| 0.4670 \| 0.6834 \|
	\| No log \| 3.7447 \| 352 \| 0.5051 \| 0.5283 \| 0.5051 \| 0.7107 \|
	\| No log \| 3.7660 \| 354 \| 0.4791 \| 0.5605 \| 0.4791 \| 0.6921 \|
	\| No log \| 3.7872 \| 356 \| 0.4123 \| 0.5928 \| 0.4123 \| 0.6421 \|
	\| No log \| 3.8085 \| 358 \| 0.3877 \| 0.5926 \| 0.3877 \| 0.6226 \|
	\| No log \| 3.8298 \| 360 \| 0.3934 \| 0.5989 \| 0.3934 \| 0.6273 \|
	\| No log \| 3.8511 \| 362 \| 0.3935 \| 0.5523 \| 0.3935 \| 0.6273 \|
	\| No log \| 3.8723 \| 364 \| 0.4069 \| 0.5750 \| 0.4069 \| 0.6379 \|
	\| No log \| 3.8936 \| 366 \| 0.4524 \| 0.5934 \| 0.4524 \| 0.6726 \|
	\| No log \| 3.9149 \| 368 \| 0.5945 \| 0.5394 \| 0.5945 \| 0.7711 \|
	\| No log \| 3.9362 \| 370 \| 0.6755 \| 0.5534 \| 0.6755 \| 0.8219 \|
	\| No log \| 3.9574 \| 372 \| 0.6053 \| 0.5956 \| 0.6053 \| 0.7780 \|
	\| No log \| 3.9787 \| 374 \| 0.4928 \| 0.6326 \| 0.4928 \| 0.7020 \|
	\| No log \| 4.0 \| 376 \| 0.4880 \| 0.6508 \| 0.4880 \| 0.6986 \|
	\| No log \| 4.0213 \| 378 \| 0.4584 \| 0.6462 \| 0.4584 \| 0.6771 \|
	\| No log \| 4.0426 \| 380 \| 0.4568 \| 0.6149 \| 0.4568 \| 0.6758 \|
	\| No log \| 4.0638 \| 382 \| 0.4601 \| 0.5931 \| 0.4601 \| 0.6783 \|
	\| No log \| 4.0851 \| 384 \| 0.4218 \| 0.5833 \| 0.4218 \| 0.6495 \|
	\| No log \| 4.1064 \| 386 \| 0.4170 \| 0.5574 \| 0.4170 \| 0.6458 \|
	\| No log \| 4.1277 \| 388 \| 0.4103 \| 0.5575 \| 0.4103 \| 0.6406 \|
	\| No log \| 4.1489 \| 390 \| 0.4059 \| 0.5597 \| 0.4059 \| 0.6371 \|
	\| No log \| 4.1702 \| 392 \| 0.4462 \| 0.5944 \| 0.4462 \| 0.6680 \|
	\| No log \| 4.1915 \| 394 \| 0.4308 \| 0.6010 \| 0.4308 \| 0.6563 \|
	\| No log \| 4.2128 \| 396 \| 0.4690 \| 0.5524 \| 0.4690 \| 0.6848 \|
	\| No log \| 4.2340 \| 398 \| 0.4814 \| 0.5282 \| 0.4814 \| 0.6938 \|
	\| No log \| 4.2553 \| 400 \| 0.5534 \| 0.5092 \| 0.5534 \| 0.7439 \|
	\| No log \| 4.2766 \| 402 \| 0.6290 \| 0.5354 \| 0.6290 \| 0.7931 \|
	\| No log \| 4.2979 \| 404 \| 0.6553 \| 0.5475 \| 0.6553 \| 0.8095 \|
	\| No log \| 4.3191 \| 406 \| 0.5146 \| 0.6036 \| 0.5146 \| 0.7174 \|
	\| No log \| 4.3404 \| 408 \| 0.5226 \| 0.6054 \| 0.5226 \| 0.7229 \|
	\| No log \| 4.3617 \| 410 \| 0.6431 \| 0.5968 \| 0.6431 \| 0.8020 \|
	\| No log \| 4.3830 \| 412 \| 0.6137 \| 0.5980 \| 0.6137 \| 0.7834 \|
	\| No log \| 4.4043 \| 414 \| 0.6730 \| 0.5499 \| 0.6730 \| 0.8204 \|
	\| No log \| 4.4255 \| 416 \| 0.5656 \| 0.5738 \| 0.5656 \| 0.7521 \|
	\| No log \| 4.4468 \| 418 \| 0.4316 \| 0.6334 \| 0.4316 \| 0.6570 \|
	\| No log \| 4.4681 \| 420 \| 0.4480 \| 0.5767 \| 0.4480 \| 0.6693 \|
	\| No log \| 4.4894 \| 422 \| 0.4281 \| 0.5523 \| 0.4281 \| 0.6543 \|
	\| No log \| 4.5106 \| 424 \| 0.4249 \| 0.5525 \| 0.4249 \| 0.6518 \|
	\| No log \| 4.5319 \| 426 \| 0.4029 \| 0.5712 \| 0.4029 \| 0.6348 \|
	\| No log \| 4.5532 \| 428 \| 0.4092 \| 0.6486 \| 0.4092 \| 0.6397 \|
	\| No log \| 4.5745 \| 430 \| 0.4363 \| 0.6061 \| 0.4363 \| 0.6606 \|
	\| No log \| 4.5957 \| 432 \| 0.4401 \| 0.5857 \| 0.4401 \| 0.6634 \|
	\| No log \| 4.6170 \| 434 \| 0.4174 \| 0.6027 \| 0.4174 \| 0.6460 \|
	\| No log \| 4.6383 \| 436 \| 0.4183 \| 0.5956 \| 0.4183 \| 0.6467 \|
	\| No log \| 4.6596 \| 438 \| 0.3976 \| 0.6053 \| 0.3976 \| 0.6305 \|
	\| No log \| 4.6809 \| 440 \| 0.4289 \| 0.6319 \| 0.4289 \| 0.6549 \|
	\| No log \| 4.7021 \| 442 \| 0.5079 \| 0.6080 \| 0.5079 \| 0.7126 \|
	\| No log \| 4.7234 \| 444 \| 0.5477 \| 0.5795 \| 0.5477 \| 0.7401 \|
	\| No log \| 4.7447 \| 446 \| 0.5512 \| 0.5918 \| 0.5512 \| 0.7424 \|
	\| No log \| 4.7660 \| 448 \| 0.5499 \| 0.6019 \| 0.5499 \| 0.7415 \|
	\| No log \| 4.7872 \| 450 \| 0.4962 \| 0.5989 \| 0.4962 \| 0.7044 \|
	\| No log \| 4.8085 \| 452 \| 0.4837 \| 0.6148 \| 0.4837 \| 0.6955 \|
	\| No log \| 4.8298 \| 454 \| 0.4119 \| 0.6346 \| 0.4119 \| 0.6418 \|
	\| No log \| 4.8511 \| 456 \| 0.4047 \| 0.5990 \| 0.4047 \| 0.6362 \|
	\| No log \| 4.8723 \| 458 \| 0.4108 \| 0.5605 \| 0.4108 \| 0.6409 \|
	\| No log \| 4.8936 \| 460 \| 0.4426 \| 0.4997 \| 0.4426 \| 0.6653 \|
	\| No log \| 4.9149 \| 462 \| 0.5077 \| 0.4524 \| 0.5077 \| 0.7125 \|
	\| No log \| 4.9362 \| 464 \| 0.4933 \| 0.5046 \| 0.4933 \| 0.7024 \|
	\| No log \| 4.9574 \| 466 \| 0.4723 \| 0.5452 \| 0.4723 \| 0.6872 \|
	\| No log \| 4.9787 \| 468 \| 0.4308 \| 0.5926 \| 0.4308 \| 0.6564 \|
	\| No log \| 5.0 \| 470 \| 0.4272 \| 0.5785 \| 0.4272 \| 0.6536 \|
	\| No log \| 5.0213 \| 472 \| 0.4132 \| 0.5911 \| 0.4132 \| 0.6428 \|
	\| No log \| 5.0426 \| 474 \| 0.4730 \| 0.6206 \| 0.4730 \| 0.6877 \|
	\| No log \| 5.0638 \| 476 \| 0.5411 \| 0.5917 \| 0.5411 \| 0.7356 \|
	\| No log \| 5.0851 \| 478 \| 0.4614 \| 0.6025 \| 0.4614 \| 0.6792 \|
	\| No log \| 5.1064 \| 480 \| 0.4207 \| 0.5840 \| 0.4207 \| 0.6486 \|
	\| No log \| 5.1277 \| 482 \| 0.4282 \| 0.5737 \| 0.4282 \| 0.6544 \|
	\| No log \| 5.1489 \| 484 \| 0.5156 \| 0.5876 \| 0.5156 \| 0.7181 \|
	\| No log \| 5.1702 \| 486 \| 0.5548 \| 0.5716 \| 0.5548 \| 0.7448 \|
	\| No log \| 5.1915 \| 488 \| 0.4640 \| 0.6395 \| 0.4640 \| 0.6812 \|
	\| No log \| 5.2128 \| 490 \| 0.4520 \| 0.6008 \| 0.4520 \| 0.6723 \|
	\| No log \| 5.2340 \| 492 \| 0.4696 \| 0.6422 \| 0.4696 \| 0.6852 \|
	\| No log \| 5.2553 \| 494 \| 0.5115 \| 0.6101 \| 0.5115 \| 0.7152 \|
	\| No log \| 5.2766 \| 496 \| 0.5953 \| 0.5710 \| 0.5953 \| 0.7716 \|
	\| No log \| 5.2979 \| 498 \| 0.5338 \| 0.6147 \| 0.5338 \| 0.7306 \|
	\| 0.4408 \| 5.3191 \| 500 \| 0.4227 \| 0.5767 \| 0.4227 \| 0.6502 \|
	\| 0.4408 \| 5.3404 \| 502 \| 0.4154 \| 0.5858 \| 0.4154 \| 0.6445 \|
	\| 0.4408 \| 5.3617 \| 504 \| 0.4910 \| 0.6080 \| 0.4910 \| 0.7007 \|
	\| 0.4408 \| 5.3830 \| 506 \| 0.6428 \| 0.5427 \| 0.6428 \| 0.8017 \|
	\| 0.4408 \| 5.4043 \| 508 \| 0.5662 \| 0.5934 \| 0.5662 \| 0.7525 \|
	\| 0.4408 \| 5.4255 \| 510 \| 0.4544 \| 0.6087 \| 0.4544 \| 0.6741 \|
	\| 0.4408 \| 5.4468 \| 512 \| 0.4561 \| 0.5974 \| 0.4561 \| 0.6753 \|
	\| 0.4408 \| 5.4681 \| 514 \| 0.5265 \| 0.5743 \| 0.5265 \| 0.7256 \|
	\| 0.4408 \| 5.4894 \| 516 \| 0.6612 \| 0.5555 \| 0.6612 \| 0.8131 \|
	\| 0.4408 \| 5.5106 \| 518 \| 0.5593 \| 0.6011 \| 0.5593 \| 0.7479 \|
	\| 0.4408 \| 5.5319 \| 520 \| 0.4783 \| 0.6292 \| 0.4783 \| 0.6916 \|
	\| 0.4408 \| 5.5532 \| 522 \| 0.4702 \| 0.5976 \| 0.4702 \| 0.6857 \|
	\| 0.4408 \| 5.5745 \| 524 \| 0.4426 \| 0.6160 \| 0.4426 \| 0.6653 \|
	\| 0.4408 \| 5.5957 \| 526 \| 0.4581 \| 0.6378 \| 0.4581 \| 0.6769 \|
	\| 0.4408 \| 5.6170 \| 528 \| 0.5307 \| 0.5955 \| 0.5307 \| 0.7285 \|
	\| 0.4408 \| 5.6383 \| 530 \| 0.5133 \| 0.6090 \| 0.5133 \| 0.7164 \|
	\| 0.4408 \| 5.6596 \| 532 \| 0.4372 \| 0.6279 \| 0.4372 \| 0.6612 \|
	\| 0.4408 \| 5.6809 \| 534 \| 0.4346 \| 0.6228 \| 0.4346 \| 0.6592 \|
	\| 0.4408 \| 5.7021 \| 536 \| 0.4987 \| 0.5880 \| 0.4987 \| 0.7062 \|
	\| 0.4408 \| 5.7234 \| 538 \| 0.6290 \| 0.5233 \| 0.6290 \| 0.7931 \|
	\| 0.4408 \| 5.7447 \| 540 \| 0.5660 \| 0.5294 \| 0.5660 \| 0.7523 \|
	\| 0.4408 \| 5.7660 \| 542 \| 0.4648 \| 0.6267 \| 0.4648 \| 0.6818 \|
	\| 0.4408 \| 5.7872 \| 544 \| 0.4184 \| 0.6184 \| 0.4184 \| 0.6468 \|
	\| 0.4408 \| 5.8085 \| 546 \| 0.4122 \| 0.6284 \| 0.4122 \| 0.6420 \|
	\| 0.4408 \| 5.8298 \| 548 \| 0.4384 \| 0.6273 \| 0.4384 \| 0.6621 \|
	\| 0.4408 \| 5.8511 \| 550 \| 0.5868 \| 0.5337 \| 0.5868 \| 0.7660 \|
	\| 0.4408 \| 5.8723 \| 552 \| 0.7145 \| 0.5199 \| 0.7145 \| 0.8453 \|
	\| 0.4408 \| 5.8936 \| 554 \| 0.5561 \| 0.5821 \| 0.5561 \| 0.7457 \|
	\| 0.4408 \| 5.9149 \| 556 \| 0.4488 \| 0.6387 \| 0.4488 \| 0.6700 \|
	\| 0.4408 \| 5.9362 \| 558 \| 0.4575 \| 0.6300 \| 0.4575 \| 0.6764 \|
	\| 0.4408 \| 5.9574 \| 560 \| 0.5166 \| 0.6150 \| 0.5166 \| 0.7188 \|
	\| 0.4408 \| 5.9787 \| 562 \| 0.7070 \| 0.5283 \| 0.7070 \| 0.8408 \|
	\| 0.4408 \| 6.0 \| 564 \| 0.6845 \| 0.5256 \| 0.6845 \| 0.8273 \|
	\| 0.4408 \| 6.0213 \| 566 \| 0.4975 \| 0.5945 \| 0.4975 \| 0.7054 \|
	\| 0.4408 \| 6.0426 \| 568 \| 0.4445 \| 0.5716 \| 0.4445 \| 0.6667 \|
	\| 0.4408 \| 6.0638 \| 570 \| 0.4293 \| 0.5760 \| 0.4293 \| 0.6552 \|
	\| 0.4408 \| 6.0851 \| 572 \| 0.4427 \| 0.6201 \| 0.4427 \| 0.6653 \|
	\| 0.4408 \| 6.1064 \| 574 \| 0.5550 \| 0.5536 \| 0.5550 \| 0.7450 \|
	\| 0.4408 \| 6.1277 \| 576 \| 0.5314 \| 0.5714 \| 0.5314 \| 0.7290 \|
	\| 0.4408 \| 6.1489 \| 578 \| 0.4474 \| 0.5914 \| 0.4474 \| 0.6689 \|
	\| 0.4408 \| 6.1702 \| 580 \| 0.4070 \| 0.6072 \| 0.4070 \| 0.6380 \|
	\| 0.4408 \| 6.1915 \| 582 \| 0.4053 \| 0.5952 \| 0.4053 \| 0.6366 \|
	\| 0.4408 \| 6.2128 \| 584 \| 0.4212 \| 0.6040 \| 0.4212 \| 0.6490 \|
	\| 0.4408 \| 6.2340 \| 586 \| 0.5671 \| 0.5313 \| 0.5671 \| 0.7531 \|
	\| 0.4408 \| 6.2553 \| 588 \| 0.6355 \| 0.4988 \| 0.6355 \| 0.7972 \|
	\| 0.4408 \| 6.2766 \| 590 \| 0.5195 \| 0.5689 \| 0.5195 \| 0.7208 \|
	\| 0.4408 \| 6.2979 \| 592 \| 0.4083 \| 0.5654 \| 0.4083 \| 0.6390 \|
	\| 0.4408 \| 6.3191 \| 594 \| 0.4088 \| 0.5376 \| 0.4088 \| 0.6394 \|


	### Framework versions

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