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---
base_model: Daewon0808/prm800k_llama_fulltune
library_name: peft
license: llama3.1
tags:
- generated_from_trainer
model-index:
- name: VersaPRM_filtered
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. -->
# VersaPRM_filtered
This model is a fine-tuned version of [Daewon0808/prm800k_llama_fulltune](https://huggingface.co/Daewon0808/prm800k_llama_fulltune) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4419
- Prm accuracy: 0.8889
- Prm precision: 0.9043
- Prm recall: 0.9720
- Prm specificty: 0.4211
- Prm npv: 0.7273
- Prm f1: 0.9369
- Prm f1 neg: 0.5333
- Prm f1 auc: 0.8965
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0001
- train_batch_size: 2
- eval_batch_size: 4
- seed: 908932403
- distributed_type: multi-GPU
- num_devices: 8
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- total_eval_batch_size: 32
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 1
### Training results
| Training Loss | Epoch | Step | Validation Loss | Prm accuracy | Prm precision | Prm recall | Prm specificty | Prm npv | Prm f1 | Prm f1 neg | Prm f1 auc |
|:-------------:|:------:|:----:|:---------------:|:------------:|:-------------:|:----------:|:--------------:|:-------:|:------:|:----------:|:----------:|
| No log | 0 | 0 | 0.3536 | 0.8333 | 0.8772 | 0.9346 | 0.2632 | 0.4167 | 0.9050 | 0.3226 | 0.8195 |
| 0.3678 | 0.0030 | 5 | 0.3556 | 0.8333 | 0.8772 | 0.9346 | 0.2632 | 0.4167 | 0.9050 | 0.3226 | 0.8165 |
| 0.2578 | 0.0060 | 10 | 0.3513 | 0.8333 | 0.8772 | 0.9346 | 0.2632 | 0.4167 | 0.9050 | 0.3226 | 0.8185 |
| 0.3369 | 0.0090 | 15 | 0.3488 | 0.8413 | 0.8718 | 0.9533 | 0.2105 | 0.4444 | 0.9107 | 0.2857 | 0.8227 |
| 0.2075 | 0.0120 | 20 | 0.3518 | 0.8492 | 0.8667 | 0.9720 | 0.1579 | 0.5 | 0.9163 | 0.24 | 0.8259 |
| 0.1613 | 0.0151 | 25 | 0.3895 | 0.8571 | 0.8678 | 0.9813 | 0.1579 | 0.6 | 0.9211 | 0.25 | 0.8364 |
| 0.2219 | 0.0181 | 30 | 0.3917 | 0.8413 | 0.8537 | 0.9813 | 0.0526 | 0.3333 | 0.9130 | 0.0909 | 0.8502 |
| 0.1576 | 0.0211 | 35 | 0.3520 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.8566 |
| 0.1821 | 0.0241 | 40 | 0.3328 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.8628 |
| 0.1773 | 0.0271 | 45 | 0.3225 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.8701 |
| 0.2263 | 0.0301 | 50 | 0.3260 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.8756 |
| 0.1708 | 0.0331 | 55 | 0.3259 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.8778 |
| 0.1992 | 0.0361 | 60 | 0.3144 | 0.8571 | 0.8678 | 0.9813 | 0.1579 | 0.6 | 0.9211 | 0.25 | 0.8775 |
| 0.1403 | 0.0391 | 65 | 0.3022 | 0.8651 | 0.8814 | 0.9720 | 0.2632 | 0.625 | 0.9244 | 0.3704 | 0.8746 |
| 0.1494 | 0.0422 | 70 | 0.2971 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8716 |
| 0.1478 | 0.0452 | 75 | 0.3113 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.8736 |
| 0.2049 | 0.0482 | 80 | 0.3156 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.8733 |
| 0.1578 | 0.0512 | 85 | 0.3213 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8692 |
| 0.187 | 0.0542 | 90 | 0.3407 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8620 |
| 0.1523 | 0.0572 | 95 | 0.3882 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.8642 |
| 0.1976 | 0.0602 | 100 | 0.3525 | 0.8571 | 0.8803 | 0.9626 | 0.2632 | 0.5556 | 0.9196 | 0.3571 | 0.8655 |
| 0.2146 | 0.0632 | 105 | 0.3232 | 0.8571 | 0.8803 | 0.9626 | 0.2632 | 0.5556 | 0.9196 | 0.3571 | 0.8623 |
| 0.188 | 0.0662 | 110 | 0.3881 | 0.8492 | 0.8607 | 0.9813 | 0.1053 | 0.5 | 0.9170 | 0.1739 | 0.8667 |
| 0.1701 | 0.0693 | 115 | 0.3393 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.8672 |
| 0.1125 | 0.0723 | 120 | 0.3155 | 0.8492 | 0.8793 | 0.9533 | 0.2632 | 0.5 | 0.9148 | 0.3448 | 0.8630 |
| 0.1947 | 0.0753 | 125 | 0.3908 | 0.8492 | 0.8607 | 0.9813 | 0.1053 | 0.5 | 0.9170 | 0.1739 | 0.8687 |
| 0.152 | 0.0783 | 130 | 0.3040 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.8574 |
| 0.1705 | 0.0813 | 135 | 0.3095 | 0.8571 | 0.8803 | 0.9626 | 0.2632 | 0.5556 | 0.9196 | 0.3571 | 0.8630 |
| 0.1848 | 0.0843 | 140 | 0.3491 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.8645 |
| 0.146 | 0.0873 | 145 | 0.3668 | 0.8492 | 0.8729 | 0.9626 | 0.2105 | 0.5 | 0.9156 | 0.2963 | 0.8625 |
| 0.2446 | 0.0903 | 150 | 0.3322 | 0.8571 | 0.8803 | 0.9626 | 0.2632 | 0.5556 | 0.9196 | 0.3571 | 0.8647 |
| 0.1152 | 0.0933 | 155 | 0.3495 | 0.8571 | 0.8803 | 0.9626 | 0.2632 | 0.5556 | 0.9196 | 0.3571 | 0.8699 |
| 0.128 | 0.0964 | 160 | 0.3393 | 0.8651 | 0.8947 | 0.9533 | 0.3684 | 0.5833 | 0.9231 | 0.4516 | 0.8669 |
| 0.1425 | 0.0994 | 165 | 0.3349 | 0.8571 | 0.8803 | 0.9626 | 0.2632 | 0.5556 | 0.9196 | 0.3571 | 0.8726 |
| 0.1528 | 0.1024 | 170 | 0.3155 | 0.8651 | 0.8879 | 0.9626 | 0.3158 | 0.6 | 0.9238 | 0.4138 | 0.8672 |
| 0.1233 | 0.1054 | 175 | 0.3705 | 0.8571 | 0.8678 | 0.9813 | 0.1579 | 0.6 | 0.9211 | 0.25 | 0.8667 |
| 0.1637 | 0.1084 | 180 | 0.3753 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8574 |
| 0.1227 | 0.1114 | 185 | 0.4194 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8421 |
| 0.1523 | 0.1144 | 190 | 0.4267 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8428 |
| 0.0572 | 0.1174 | 195 | 0.3604 | 0.8571 | 0.8870 | 0.9533 | 0.3158 | 0.5455 | 0.9189 | 0.4 | 0.8490 |
| 0.1474 | 0.1204 | 200 | 0.3719 | 0.8651 | 0.8814 | 0.9720 | 0.2632 | 0.625 | 0.9244 | 0.3704 | 0.8527 |
| 0.1539 | 0.1235 | 205 | 0.3464 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8510 |
| 0.0741 | 0.1265 | 210 | 0.3895 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.8529 |
| 0.1366 | 0.1295 | 215 | 0.3710 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.8566 |
| 0.0901 | 0.1325 | 220 | 0.4182 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.8539 |
| 0.1259 | 0.1355 | 225 | 0.4166 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.8576 |
| 0.2108 | 0.1385 | 230 | 0.3671 | 0.8651 | 0.8814 | 0.9720 | 0.2632 | 0.625 | 0.9244 | 0.3704 | 0.8647 |
| 0.1041 | 0.1415 | 235 | 0.4246 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.8630 |
| 0.1122 | 0.1445 | 240 | 0.3746 | 0.8651 | 0.8814 | 0.9720 | 0.2632 | 0.625 | 0.9244 | 0.3704 | 0.8620 |
| 0.1283 | 0.1475 | 245 | 0.4168 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.8458 |
| 0.1782 | 0.1506 | 250 | 0.3723 | 0.8571 | 0.8803 | 0.9626 | 0.2632 | 0.5556 | 0.9196 | 0.3571 | 0.8529 |
| 0.102 | 0.1536 | 255 | 0.4007 | 0.8571 | 0.8678 | 0.9813 | 0.1579 | 0.6 | 0.9211 | 0.25 | 0.8652 |
| 0.1245 | 0.1566 | 260 | 0.3404 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.8719 |
| 0.0906 | 0.1596 | 265 | 0.3198 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8748 |
| 0.1652 | 0.1626 | 270 | 0.4048 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8728 |
| 0.123 | 0.1656 | 275 | 0.4252 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8694 |
| 0.0785 | 0.1686 | 280 | 0.6088 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.8660 |
| 0.1453 | 0.1716 | 285 | 0.3479 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8746 |
| 0.1138 | 0.1746 | 290 | 0.3385 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8746 |
| 0.1381 | 0.1777 | 295 | 0.3432 | 0.8651 | 0.8947 | 0.9533 | 0.3684 | 0.5833 | 0.9231 | 0.4516 | 0.8815 |
| 0.059 | 0.1807 | 300 | 0.4334 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.8640 |
| 0.1869 | 0.1837 | 305 | 0.4668 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.8566 |
| 0.2032 | 0.1867 | 310 | 0.3440 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.8780 |
| 0.1326 | 0.1897 | 315 | 0.3641 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.8694 |
| 0.1149 | 0.1927 | 320 | 0.4066 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8633 |
| 0.0769 | 0.1957 | 325 | 0.4286 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8628 |
| 0.1237 | 0.1987 | 330 | 0.3510 | 0.8651 | 0.8947 | 0.9533 | 0.3684 | 0.5833 | 0.9231 | 0.4516 | 0.8748 |
| 0.0715 | 0.2017 | 335 | 0.3413 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8765 |
| 0.1143 | 0.2048 | 340 | 0.3981 | 0.8730 | 0.8760 | 0.9907 | 0.2105 | 0.8 | 0.9298 | 0.3333 | 0.8753 |
| 0.2085 | 0.2078 | 345 | 0.3383 | 0.8571 | 0.9009 | 0.9346 | 0.4211 | 0.5333 | 0.9174 | 0.4706 | 0.8847 |
| 0.2041 | 0.2108 | 350 | 0.3997 | 0.8492 | 0.8729 | 0.9626 | 0.2105 | 0.5 | 0.9156 | 0.2963 | 0.8775 |
| 0.0644 | 0.2138 | 355 | 0.4266 | 0.8730 | 0.8760 | 0.9907 | 0.2105 | 0.8 | 0.9298 | 0.3333 | 0.8728 |
| 0.1037 | 0.2168 | 360 | 0.3931 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.8669 |
| 0.1153 | 0.2198 | 365 | 0.3426 | 0.8571 | 0.9009 | 0.9346 | 0.4211 | 0.5333 | 0.9174 | 0.4706 | 0.8660 |
| 0.1254 | 0.2228 | 370 | 0.3772 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.8689 |
| 0.0605 | 0.2258 | 375 | 0.4060 | 0.8651 | 0.8879 | 0.9626 | 0.3158 | 0.6 | 0.9238 | 0.4138 | 0.8637 |
| 0.0766 | 0.2288 | 380 | 0.4248 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.8623 |
| 0.1124 | 0.2319 | 385 | 0.3547 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.8815 |
| 0.1141 | 0.2349 | 390 | 0.3166 | 0.8889 | 0.9115 | 0.9626 | 0.4737 | 0.6923 | 0.9364 | 0.5625 | 0.8854 |
| 0.0947 | 0.2379 | 395 | 0.3302 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.8780 |
| 0.1011 | 0.2409 | 400 | 0.4250 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8613 |
| 0.2363 | 0.2439 | 405 | 0.4003 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8650 |
| 0.0928 | 0.2469 | 410 | 0.3737 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.8706 |
| 0.1075 | 0.2499 | 415 | 0.3968 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.8736 |
| 0.114 | 0.2529 | 420 | 0.4012 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8647 |
| 0.0785 | 0.2559 | 425 | 0.4344 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8534 |
| 0.0866 | 0.2590 | 430 | 0.4403 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.8738 |
| 0.1272 | 0.2620 | 435 | 0.3997 | 0.8571 | 0.8870 | 0.9533 | 0.3158 | 0.5455 | 0.9189 | 0.4 | 0.8854 |
| 0.1322 | 0.2650 | 440 | 0.3932 | 0.8730 | 0.9027 | 0.9533 | 0.4211 | 0.6154 | 0.9273 | 0.5 | 0.8765 |
| 0.0392 | 0.2680 | 445 | 0.4634 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8574 |
| 0.0445 | 0.2710 | 450 | 0.3923 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8692 |
| 0.0949 | 0.2740 | 455 | 0.3737 | 0.8651 | 0.8879 | 0.9626 | 0.3158 | 0.6 | 0.9238 | 0.4138 | 0.8839 |
| 0.0559 | 0.2770 | 460 | 0.4511 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8847 |
| 0.1651 | 0.2800 | 465 | 0.4305 | 0.8651 | 0.8947 | 0.9533 | 0.3684 | 0.5833 | 0.9231 | 0.4516 | 0.8839 |
| 0.1601 | 0.2830 | 470 | 0.3996 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.8864 |
| 0.1024 | 0.2861 | 475 | 0.4367 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.8797 |
| 0.0807 | 0.2891 | 480 | 0.3707 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.8815 |
| 0.0881 | 0.2921 | 485 | 0.3262 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8812 |
| 0.0505 | 0.2951 | 490 | 0.3560 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.8819 |
| 0.0271 | 0.2981 | 495 | 0.4572 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8805 |
| 0.0756 | 0.3011 | 500 | 0.4332 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.8763 |
| 0.0903 | 0.3041 | 505 | 0.3597 | 0.8730 | 0.9027 | 0.9533 | 0.4211 | 0.6154 | 0.9273 | 0.5 | 0.8765 |
| 0.0639 | 0.3071 | 510 | 0.4337 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8731 |
| 0.0915 | 0.3101 | 515 | 0.4004 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.8773 |
| 0.0522 | 0.3132 | 520 | 0.3702 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.8819 |
| 0.0932 | 0.3162 | 525 | 0.3705 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8827 |
| 0.0983 | 0.3192 | 530 | 0.4161 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8844 |
| 0.0784 | 0.3222 | 535 | 0.4878 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8864 |
| 0.099 | 0.3252 | 540 | 0.4134 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8955 |
| 0.0607 | 0.3282 | 545 | 0.3933 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8955 |
| 0.1602 | 0.3312 | 550 | 0.4176 | 0.8651 | 0.8879 | 0.9626 | 0.3158 | 0.6 | 0.9238 | 0.4138 | 0.8876 |
| 0.2345 | 0.3342 | 555 | 0.4244 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8859 |
| 0.0863 | 0.3372 | 560 | 0.3258 | 0.8571 | 0.8938 | 0.9439 | 0.3684 | 0.5385 | 0.9182 | 0.4375 | 0.8970 |
| 0.0733 | 0.3403 | 565 | 0.3567 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8906 |
| 0.1253 | 0.3433 | 570 | 0.4396 | 0.8730 | 0.8760 | 0.9907 | 0.2105 | 0.8 | 0.9298 | 0.3333 | 0.8827 |
| 0.0973 | 0.3463 | 575 | 0.3835 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8879 |
| 0.0799 | 0.3493 | 580 | 0.3279 | 0.8730 | 0.9027 | 0.9533 | 0.4211 | 0.6154 | 0.9273 | 0.5 | 0.8918 |
| 0.0625 | 0.3523 | 585 | 0.3759 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8933 |
| 0.0937 | 0.3553 | 590 | 0.5063 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8822 |
| 0.1189 | 0.3583 | 595 | 0.4078 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8883 |
| 0.1028 | 0.3613 | 600 | 0.3082 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8992 |
| 0.0798 | 0.3643 | 605 | 0.3231 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.9014 |
| 0.0855 | 0.3674 | 610 | 0.4184 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8901 |
| 0.1058 | 0.3704 | 615 | 0.3652 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8910 |
| 0.079 | 0.3734 | 620 | 0.3655 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8871 |
| 0.059 | 0.3764 | 625 | 0.4346 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8832 |
| 0.1099 | 0.3794 | 630 | 0.5183 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8797 |
| 0.0523 | 0.3824 | 635 | 0.4690 | 0.8651 | 0.8879 | 0.9626 | 0.3158 | 0.6 | 0.9238 | 0.4138 | 0.8792 |
| 0.0695 | 0.3854 | 640 | 0.4463 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.8819 |
| 0.1217 | 0.3884 | 645 | 0.4508 | 0.8651 | 0.8879 | 0.9626 | 0.3158 | 0.6 | 0.9238 | 0.4138 | 0.8834 |
| 0.0513 | 0.3914 | 650 | 0.4349 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8861 |
| 0.0774 | 0.3945 | 655 | 0.3229 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.9063 |
| 0.0839 | 0.3975 | 660 | 0.3058 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.9058 |
| 0.0784 | 0.4005 | 665 | 0.3712 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.9026 |
| 0.1478 | 0.4035 | 670 | 0.3959 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8935 |
| 0.0797 | 0.4065 | 675 | 0.4169 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8972 |
| 0.1034 | 0.4095 | 680 | 0.4243 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8979 |
| 0.0645 | 0.4125 | 685 | 0.3868 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8997 |
| 0.0398 | 0.4155 | 690 | 0.3470 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.9004 |
| 0.1113 | 0.4185 | 695 | 0.3747 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.9011 |
| 0.1202 | 0.4216 | 700 | 0.4083 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.9026 |
| 0.1156 | 0.4246 | 705 | 0.3377 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.9058 |
| 0.0658 | 0.4276 | 710 | 0.3480 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.9043 |
| 0.0547 | 0.4306 | 715 | 0.3962 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.8994 |
| 0.0236 | 0.4336 | 720 | 0.4048 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.8994 |
| 0.0542 | 0.4366 | 725 | 0.4356 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8950 |
| 0.0976 | 0.4396 | 730 | 0.4741 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8920 |
| 0.0477 | 0.4426 | 735 | 0.4458 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8883 |
| 0.0538 | 0.4456 | 740 | 0.4279 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8859 |
| 0.0658 | 0.4487 | 745 | 0.4040 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8829 |
| 0.0921 | 0.4517 | 750 | 0.3898 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8842 |
| 0.0352 | 0.4547 | 755 | 0.4056 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8827 |
| 0.0588 | 0.4577 | 760 | 0.4124 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8879 |
| 0.0648 | 0.4607 | 765 | 0.3911 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8910 |
| 0.05 | 0.4637 | 770 | 0.3883 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8933 |
| 0.0498 | 0.4667 | 775 | 0.4078 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8950 |
| 0.1127 | 0.4697 | 780 | 0.5070 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8928 |
| 0.0723 | 0.4727 | 785 | 0.4364 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8928 |
| 0.0624 | 0.4758 | 790 | 0.4118 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8965 |
| 0.0792 | 0.4788 | 795 | 0.4532 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8952 |
| 0.1286 | 0.4818 | 800 | 0.4345 | 0.8730 | 0.8760 | 0.9907 | 0.2105 | 0.8 | 0.9298 | 0.3333 | 0.8999 |
| 0.0408 | 0.4848 | 805 | 0.4087 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8923 |
| 0.0869 | 0.4878 | 810 | 0.3950 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8910 |
| 0.086 | 0.4908 | 815 | 0.3818 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8908 |
| 0.0757 | 0.4938 | 820 | 0.4097 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8942 |
| 0.1398 | 0.4968 | 825 | 0.3968 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.8960 |
| 0.1556 | 0.4998 | 830 | 0.4014 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8910 |
| 0.0334 | 0.5029 | 835 | 0.4638 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8896 |
| 0.0932 | 0.5059 | 840 | 0.4882 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8898 |
| 0.0744 | 0.5089 | 845 | 0.4852 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8896 |
| 0.0691 | 0.5119 | 850 | 0.4165 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8955 |
| 0.0533 | 0.5149 | 855 | 0.4148 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.9006 |
| 0.068 | 0.5179 | 860 | 0.4289 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.9038 |
| 0.0368 | 0.5209 | 865 | 0.4150 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.9038 |
| 0.0832 | 0.5239 | 870 | 0.3931 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.9085 |
| 0.0822 | 0.5269 | 875 | 0.3930 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.9065 |
| 0.0517 | 0.5300 | 880 | 0.4242 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.9068 |
| 0.0478 | 0.5330 | 885 | 0.4243 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.9061 |
| 0.107 | 0.5360 | 890 | 0.4305 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.9073 |
| 0.063 | 0.5390 | 895 | 0.4867 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.9097 |
| 0.0219 | 0.5420 | 900 | 0.5191 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.9095 |
| 0.0619 | 0.5450 | 905 | 0.4686 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.9115 |
| 0.0784 | 0.5480 | 910 | 0.4012 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.9070 |
| 0.1324 | 0.5510 | 915 | 0.4038 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.9043 |
| 0.0405 | 0.5540 | 920 | 0.4294 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.8957 |
| 0.0478 | 0.5571 | 925 | 0.4321 | 0.8651 | 0.8814 | 0.9720 | 0.2632 | 0.625 | 0.9244 | 0.3704 | 0.8952 |
| 0.0931 | 0.5601 | 930 | 0.3942 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8965 |
| 0.0768 | 0.5631 | 935 | 0.3556 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.9011 |
| 0.083 | 0.5661 | 940 | 0.3654 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.9024 |
| 0.0561 | 0.5691 | 945 | 0.4170 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.8925 |
| 0.0651 | 0.5721 | 950 | 0.4502 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.8930 |
| 0.0527 | 0.5751 | 955 | 0.4123 | 0.8651 | 0.8814 | 0.9720 | 0.2632 | 0.625 | 0.9244 | 0.3704 | 0.8970 |
| 0.0974 | 0.5781 | 960 | 0.3897 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.8957 |
| 0.1064 | 0.5812 | 965 | 0.3799 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.8942 |
| 0.0904 | 0.5842 | 970 | 0.3994 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8893 |
| 0.0526 | 0.5872 | 975 | 0.4316 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8849 |
| 0.0398 | 0.5902 | 980 | 0.4119 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8881 |
| 0.0414 | 0.5932 | 985 | 0.3880 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8913 |
| 0.112 | 0.5962 | 990 | 0.3652 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8938 |
| 0.04 | 0.5992 | 995 | 0.3812 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8950 |
| 0.0396 | 0.6022 | 1000 | 0.4163 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8940 |
| 0.0431 | 0.6052 | 1005 | 0.4434 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8925 |
| 0.0899 | 0.6083 | 1010 | 0.4686 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8903 |
| 0.0775 | 0.6113 | 1015 | 0.4535 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8906 |
| 0.0312 | 0.6143 | 1020 | 0.4438 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8915 |
| 0.087 | 0.6173 | 1025 | 0.4568 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8923 |
| 0.0113 | 0.6203 | 1030 | 0.4112 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8935 |
| 0.1133 | 0.6233 | 1035 | 0.3838 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8962 |
| 0.059 | 0.6263 | 1040 | 0.3850 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8925 |
| 0.0474 | 0.6293 | 1045 | 0.3964 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8915 |
| 0.1056 | 0.6323 | 1050 | 0.3992 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8933 |
| 0.0734 | 0.6354 | 1055 | 0.3949 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8940 |
| 0.0713 | 0.6384 | 1060 | 0.4032 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8974 |
| 0.1008 | 0.6414 | 1065 | 0.4091 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8999 |
| 0.0417 | 0.6444 | 1070 | 0.3879 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.9021 |
| 0.091 | 0.6474 | 1075 | 0.3752 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8977 |
| 0.0869 | 0.6504 | 1080 | 0.3916 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8955 |
| 0.0411 | 0.6534 | 1085 | 0.3969 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8970 |
| 0.0195 | 0.6564 | 1090 | 0.3770 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8955 |
| 0.0251 | 0.6594 | 1095 | 0.3721 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8965 |
| 0.0262 | 0.6625 | 1100 | 0.3930 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8962 |
| 0.0844 | 0.6655 | 1105 | 0.4328 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8925 |
| 0.1102 | 0.6685 | 1110 | 0.4661 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8896 |
| 0.1111 | 0.6715 | 1115 | 0.4330 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.8913 |
| 0.0596 | 0.6745 | 1120 | 0.4037 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8913 |
| 0.0536 | 0.6775 | 1125 | 0.4028 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8913 |
| 0.0196 | 0.6805 | 1130 | 0.4216 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8915 |
| 0.0713 | 0.6835 | 1135 | 0.4365 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.8942 |
| 0.03 | 0.6865 | 1140 | 0.4306 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.8989 |
| 0.0386 | 0.6896 | 1145 | 0.4261 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.9046 |
| 0.0814 | 0.6926 | 1150 | 0.4198 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.9024 |
| 0.0758 | 0.6956 | 1155 | 0.4069 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.9031 |
| 0.0431 | 0.6986 | 1160 | 0.3958 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.9058 |
| 0.0631 | 0.7016 | 1165 | 0.3911 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.9046 |
| 0.086 | 0.7046 | 1170 | 0.4004 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.9053 |
| 0.027 | 0.7076 | 1175 | 0.3878 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.9038 |
| 0.1377 | 0.7106 | 1180 | 0.3852 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.9038 |
| 0.0226 | 0.7136 | 1185 | 0.3876 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.8997 |
| 0.1012 | 0.7167 | 1190 | 0.3913 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.8989 |
| 0.0793 | 0.7197 | 1195 | 0.3794 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.8979 |
| 0.0817 | 0.7227 | 1200 | 0.3542 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8947 |
| 0.0465 | 0.7257 | 1205 | 0.3468 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8933 |
| 0.0336 | 0.7287 | 1210 | 0.3571 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8920 |
| 0.0165 | 0.7317 | 1215 | 0.3630 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8913 |
| 0.0559 | 0.7347 | 1220 | 0.3690 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8923 |
| 0.0979 | 0.7377 | 1225 | 0.3871 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8908 |
| 0.0993 | 0.7407 | 1230 | 0.3996 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8908 |
| 0.055 | 0.7438 | 1235 | 0.4120 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.8871 |
| 0.0763 | 0.7468 | 1240 | 0.4184 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8896 |
| 0.0567 | 0.7498 | 1245 | 0.4035 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8935 |
| 0.0429 | 0.7528 | 1250 | 0.4027 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8913 |
| 0.0571 | 0.7558 | 1255 | 0.4149 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8935 |
| 0.0482 | 0.7588 | 1260 | 0.4408 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8913 |
| 0.0335 | 0.7618 | 1265 | 0.4618 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.8930 |
| 0.0341 | 0.7648 | 1270 | 0.4767 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.8935 |
| 0.1123 | 0.7678 | 1275 | 0.4728 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.8920 |
| 0.0566 | 0.7709 | 1280 | 0.4591 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.8933 |
| 0.0306 | 0.7739 | 1285 | 0.4508 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.8910 |
| 0.0259 | 0.7769 | 1290 | 0.4379 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.8913 |
| 0.0686 | 0.7799 | 1295 | 0.4344 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8879 |
| 0.0619 | 0.7829 | 1300 | 0.4394 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.8883 |
| 0.0426 | 0.7859 | 1305 | 0.4474 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.8886 |
| 0.0967 | 0.7889 | 1310 | 0.4514 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.8883 |
| 0.0473 | 0.7919 | 1315 | 0.4366 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8901 |
| 0.0808 | 0.7949 | 1320 | 0.4245 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8938 |
| 0.0236 | 0.7980 | 1325 | 0.4122 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8947 |
| 0.0913 | 0.8010 | 1330 | 0.4065 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8950 |
| 0.0746 | 0.8040 | 1335 | 0.4134 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8942 |
| 0.0223 | 0.8070 | 1340 | 0.4166 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8955 |
| 0.0273 | 0.8100 | 1345 | 0.4233 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8960 |
| 0.0761 | 0.8130 | 1350 | 0.4303 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8960 |
| 0.0162 | 0.8160 | 1355 | 0.4381 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8940 |
| 0.1051 | 0.8190 | 1360 | 0.4406 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8947 |
| 0.03 | 0.8220 | 1365 | 0.4364 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8952 |
| 0.0544 | 0.8251 | 1370 | 0.4442 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.8938 |
| 0.0299 | 0.8281 | 1375 | 0.4467 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.8920 |
| 0.0254 | 0.8311 | 1380 | 0.4521 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.8918 |
| 0.0959 | 0.8341 | 1385 | 0.4579 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.8920 |
| 0.0395 | 0.8371 | 1390 | 0.4556 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.8918 |
| 0.0453 | 0.8401 | 1395 | 0.4519 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.8918 |
| 0.0484 | 0.8431 | 1400 | 0.4443 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8913 |
| 0.0343 | 0.8461 | 1405 | 0.4355 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8920 |
| 0.0458 | 0.8491 | 1410 | 0.4409 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8935 |
| 0.0412 | 0.8522 | 1415 | 0.4422 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8923 |
| 0.0158 | 0.8552 | 1420 | 0.4424 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8952 |
| 0.0466 | 0.8582 | 1425 | 0.4533 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8928 |
| 0.0607 | 0.8612 | 1430 | 0.4559 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8933 |
| 0.0654 | 0.8642 | 1435 | 0.4573 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8935 |
| 0.0177 | 0.8672 | 1440 | 0.4616 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8940 |
| 0.0688 | 0.8702 | 1445 | 0.4597 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8952 |
| 0.028 | 0.8732 | 1450 | 0.4612 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.8945 |
| 0.1213 | 0.8762 | 1455 | 0.4543 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8960 |
| 0.0254 | 0.8793 | 1460 | 0.4517 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8947 |
| 0.0399 | 0.8823 | 1465 | 0.4461 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8962 |
| 0.0312 | 0.8853 | 1470 | 0.4416 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8972 |
| 0.0252 | 0.8883 | 1475 | 0.4412 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8960 |
| 0.0279 | 0.8913 | 1480 | 0.4456 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8933 |
| 0.0688 | 0.8943 | 1485 | 0.4431 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8947 |
| 0.0342 | 0.8973 | 1490 | 0.4473 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8933 |
| 0.0455 | 0.9003 | 1495 | 0.4479 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8933 |
| 0.0238 | 0.9033 | 1500 | 0.4456 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8947 |
| 0.0421 | 0.9064 | 1505 | 0.4473 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8950 |
| 0.0427 | 0.9094 | 1510 | 0.4510 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8942 |
| 0.0638 | 0.9124 | 1515 | 0.4488 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8950 |
| 0.0479 | 0.9154 | 1520 | 0.4480 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8957 |
| 0.0397 | 0.9184 | 1525 | 0.4474 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8965 |
| 0.0542 | 0.9214 | 1530 | 0.4472 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8935 |
| 0.0767 | 0.9244 | 1535 | 0.4451 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8957 |
| 0.0169 | 0.9274 | 1540 | 0.4408 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8970 |
| 0.053 | 0.9304 | 1545 | 0.4434 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8965 |
| 0.0201 | 0.9335 | 1550 | 0.4412 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8967 |
| 0.1083 | 0.9365 | 1555 | 0.4398 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8979 |
| 0.0358 | 0.9395 | 1560 | 0.4407 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8960 |
| 0.059 | 0.9425 | 1565 | 0.4388 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8972 |
| 0.0341 | 0.9455 | 1570 | 0.4407 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8962 |
| 0.0463 | 0.9485 | 1575 | 0.4385 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8977 |
| 0.0434 | 0.9515 | 1580 | 0.4403 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8957 |
| 0.0313 | 0.9545 | 1585 | 0.4410 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8957 |
| 0.0612 | 0.9575 | 1590 | 0.4394 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8965 |
| 0.0555 | 0.9606 | 1595 | 0.4391 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8977 |
| 0.0683 | 0.9636 | 1600 | 0.4373 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8967 |
| 0.1061 | 0.9666 | 1605 | 0.4391 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8974 |
| 0.0391 | 0.9696 | 1610 | 0.4397 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8952 |
| 0.0826 | 0.9726 | 1615 | 0.4419 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8979 |
| 0.0407 | 0.9756 | 1620 | 0.4407 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8957 |
| 0.0554 | 0.9786 | 1625 | 0.4404 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8957 |
| 0.0754 | 0.9816 | 1630 | 0.4413 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8977 |
| 0.1043 | 0.9846 | 1635 | 0.4405 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8950 |
| 0.0487 | 0.9877 | 1640 | 0.4391 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8970 |
| 0.0321 | 0.9907 | 1645 | 0.4389 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8972 |
| 0.053 | 0.9937 | 1650 | 0.4385 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8977 |
| 0.046 | 0.9967 | 1655 | 0.4424 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8950 |
| 0.0383 | 0.9997 | 1660 | 0.4419 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.8965 |
### Framework versions
- PEFT 0.12.0
- Transformers 4.46.0
- Pytorch 2.4.0+cu118
- Datasets 3.0.0
- Tokenizers 0.20.1 |