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ferrazzipietro/crfTask-unsup-Llama-3.1-8B-Instruct-datav2-3ep-all
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crfTask-unsup-Llama-3.1-8B-Instruct-datav2-3ep-all
This model is a fine-tuned version of ferrazzipietro/unsup-Llama-3.1-8B-Instruct-datav2-3ep on an unknown dataset. It achieves the following results on the evaluation set:
- —Loss: 0.2266
- —F1 Micro: 0.9543
- —F1 Macro: 0.3670
- —F1 Weighted: 0.9572
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: 0.0003
- —trainbatchsize: 64
- —evalbatchsize: 128
- —seed: 42
- —distributed_type: multi-GPU
- —optimizer: Use OptimizerNames.ADAMWTORCH with betas=(0.9,0.999) and epsilon=1e-07 and optimizerargs=No additional optimizer arguments
- —lrschedulertype: cosine
- —lrschedulerwarmup_ratio: 0.1
- —num_epochs: 1
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 Micro | F1 Macro | F1 Weighted |
|---|---|---|---|---|---|---|
| 2.0913 | 0.0024 | 2 | 2.2847 | 0.0 | 0.0 | 0.0 |
| 2.0913 | 0.0047 | 4 | 2.2828 | 0.0 | 0.0 | 0.0 |
| 2.0895 | 0.0071 | 6 | 2.2765 | 0.0 | 0.0 | 0.0 |
| 2.0895 | 0.0095 | 8 | 2.2618 | 0.0 | 0.0 | 0.0 |
| 1.9925 | 0.0118 | 10 | 2.2298 | 0.0 | 0.0 | 0.0 |
| 1.9925 | 0.0142 | 12 | 2.1746 | 0.0 | 0.0 | 0.0 |
| 1.9925 | 0.0165 | 14 | 2.0840 | 0.0 | 0.0 | 0.0 |
| 1.9214 | 0.0189 | 16 | 1.9575 | 0.0 | 0.0 | 0.0 |
| 1.9214 | 0.0213 | 18 | 1.8108 | 0.0 | 0.0 | 0.0 |
| 1.6222 | 0.0236 | 20 | 1.6671 | 0.0003 | 0.0000 | 0.0005 |
| 1.6222 | 0.0260 | 22 | 1.5372 | 0.0014 | 0.0000 | 0.0027 |
| 1.6222 | 0.0284 | 24 | 1.4296 | 0.0101 | 0.0003 | 0.0195 |
| 1.3861 | 0.0307 | 26 | 1.3401 | 0.1068 | 0.0036 | 0.1344 |
| 1.3861 | 0.0331 | 28 | 1.2517 | 0.3316 | 0.0078 | 0.1787 |
| 1.2599 | 0.0355 | 30 | 1.1764 | 0.3365 | 0.0093 | 0.1758 |
| 1.2599 | 0.0378 | 32 | 1.1146 | 0.3384 | 0.0320 | 0.1847 |
| 1.2599 | 0.0402 | 34 | 1.0596 | 0.3524 | 0.0199 | 0.2192 |
| 1.0485 | 0.0426 | 36 | 1.0176 | 0.5594 | 0.0163 | 0.4206 |
| 1.0485 | 0.0449 | 38 | 0.9808 | 0.5509 | 0.0198 | 0.4352 |
| 0.9687 | 0.0473 | 40 | 0.9567 | 0.3779 | 0.0414 | 0.2954 |
| 0.9687 | 0.0496 | 42 | 0.9375 | 0.3669 | 0.0762 | 0.2740 |
| 0.9687 | 0.0520 | 44 | 0.9220 | 0.4995 | 0.0347 | 0.5056 |
| 1.0337 | 0.0544 | 46 | 0.9070 | 0.4912 | 0.0243 | 0.3908 |
| 1.0337 | 0.0567 | 48 | 0.8998 | 0.4877 | 0.0642 | 0.4436 |
| 0.955 | 0.0591 | 50 | 0.8858 | 0.3861 | 0.0846 | 0.3060 |
| 0.955 | 0.0615 | 52 | 0.8745 | 0.4206 | 0.0977 | 0.3360 |
| 0.955 | 0.0638 | 54 | 0.8634 | 0.6662 | 0.0705 | 0.5975 |
| 0.8592 | 0.0662 | 56 | 0.8547 | 0.6194 | 0.0617 | 0.5038 |
| 0.8592 | 0.0686 | 58 | 0.8434 | 0.7273 | 0.1181 | 0.7163 |
| 0.8248 | 0.0709 | 60 | 0.8344 | 0.5507 | 0.1208 | 0.5185 |
| 0.8248 | 0.0733 | 62 | 0.8234 | 0.6646 | 0.1235 | 0.6514 |
| 0.8248 | 0.0757 | 64 | 0.8109 | 0.7645 | 0.1160 | 0.7404 |
| 0.9535 | 0.0780 | 66 | 0.8000 | 0.7796 | 0.1482 | 0.7669 |
| 0.9535 | 0.0804 | 68 | 0.7883 | 0.6755 | 0.1537 | 0.6947 |
| 0.9035 | 0.0827 | 70 | 0.7797 | 0.6944 | 0.1773 | 0.7165 |
| 0.9035 | 0.0851 | 72 | 0.7726 | 0.7574 | 0.1438 | 0.7663 |
| 0.9035 | 0.0875 | 74 | 0.7674 | 0.7336 | 0.1679 | 0.7466 |
| 0.8172 | 0.0898 | 76 | 0.7616 | 0.7872 | 0.1323 | 0.7706 |
| 0.8172 | 0.0922 | 78 | 0.7563 | 0.7840 | 0.1395 | 0.7707 |
| 0.8917 | 0.0946 | 80 | 0.7536 | 0.7256 | 0.1340 | 0.7141 |
| 0.8917 | 0.0969 | 82 | 0.7499 | 0.7757 | 0.1291 | 0.7515 |
| 0.8917 | 0.0993 | 84 | 0.7468 | 0.6380 | 0.1466 | 0.6559 |
| 0.784 | 0.1017 | 86 | 0.7431 | 0.7223 | 0.1445 | 0.7588 |
| 0.784 | 0.1040 | 88 | 0.7390 | 0.7612 | 0.1400 | 0.7415 |
| 0.7626 | 0.1064 | 90 | 0.7370 | 0.6361 | 0.1487 | 0.6343 |
| 0.7626 | 0.1087 | 92 | 0.7326 | 0.7924 | 0.1525 | 0.7942 |
| 0.7626 | 0.1111 | 94 | 0.7304 | 0.7840 | 0.1370 | 0.7651 |
| 0.7551 | 0.1135 | 96 | 0.7281 | 0.7035 | 0.1883 | 0.7267 |
| 0.7551 | 0.1158 | 98 | 0.7266 | 0.7407 | 0.2094 | 0.7602 |
| 0.731 | 0.1182 | 100 | 0.7243 | 0.8289 | 0.1909 | 0.8270 |
| 0.731 | 0.1206 | 102 | 0.7203 | 0.8335 | 0.1657 | 0.8321 |
| 0.731 | 0.1229 | 104 | 0.7189 | 0.8335 | 0.1989 | 0.8396 |
| 0.8184 | 0.1253 | 106 | 0.7165 | 0.8198 | 0.1584 | 0.8154 |
| 0.8184 | 0.1277 | 108 | 0.7163 | 0.8527 | 0.1256 | 0.8346 |
| 0.7473 | 0.1300 | 110 | 0.7145 | 0.8631 | 0.1330 | 0.8508 |
| 0.7473 | 0.1324 | 112 | 0.7136 | 0.7976 | 0.2394 | 0.8050 |
| 0.7473 | 0.1348 | 114 | 0.7107 | 0.8677 | 0.1630 | 0.8710 |
| 0.7513 | 0.1371 | 116 | 0.7112 | 0.8488 | 0.1662 | 0.8514 |
| 0.7513 | 0.1395 | 118 | 0.7079 | 0.8549 | 0.1944 | 0.8645 |
| 0.7692 | 0.1418 | 120 | 0.7053 | 0.8814 | 0.2016 | 0.8870 |
| 0.7692 | 0.1442 | 122 | 0.7031 | 0.8686 | 0.1412 | 0.8584 |
| 0.7692 | 0.1466 | 124 | 0.7014 | 0.8973 | 0.1767 | 0.8933 |
| 0.7769 | 0.1489 | 126 | 0.6998 | 0.8530 | 0.2312 | 0.8603 |
| 0.7769 | 0.1513 | 128 | 0.6985 | 0.8417 | 0.2780 | 0.8578 |
| 0.7019 | 0.1537 | 130 | 0.6962 | 0.8896 | 0.2957 | 0.8987 |
| 0.7019 | 0.1560 | 132 | 0.6944 | 0.8839 | 0.2512 | 0.8894 |
| 0.7019 | 0.1584 | 134 | 0.6928 | 0.9031 | 0.2305 | 0.9084 |
| 0.7917 | 0.1608 | 136 | 0.6911 | 0.8949 | 0.2241 | 0.9009 |
| 0.7917 | 0.1631 | 138 | 0.6892 | 0.9116 | 0.2298 | 0.9156 |
| 0.6955 | 0.1655 | 140 | 0.6873 | 0.9105 | 0.2270 | 0.9138 |
| 0.6955 | 0.1678 | 142 | 0.6867 | 0.9053 | 0.2277 | 0.9070 |
| 0.6955 | 0.1702 | 144 | 0.6842 | 0.9129 | 0.2359 | 0.9153 |
| 0.7487 | 0.1726 | 146 | 0.6829 | 0.9127 | 0.2276 | 0.9149 |
| 0.7487 | 0.1749 | 148 | 0.6817 | 0.9236 | 0.2518 | 0.9245 |
| 0.7458 | 0.1773 | 150 | 0.6804 | 0.9211 | 0.2368 | 0.9212 |
| 0.7458 | 0.1797 | 152 | 0.6784 | 0.9236 | 0.2440 | 0.9259 |
| 0.7458 | 0.1820 | 154 | 0.6768 | 0.9187 | 0.3141 | 0.9242 |
| 0.7461 | 0.1844 | 156 | 0.6749 | 0.9209 | 0.3206 | 0.9257 |
| 0.7461 | 0.1868 | 158 | 0.6720 | 0.9269 | 0.3011 | 0.9283 |
| 0.7382 | 0.1891 | 160 | 0.6712 | 0.9266 | 0.3154 | 0.9281 |
| 0.7382 | 0.1915 | 162 | 0.6684 | 0.9222 | 0.3391 | 0.9219 |
| 0.7382 | 0.1939 | 164 | 0.6663 | 0.9192 | 0.2952 | 0.9169 |
| 0.726 | 0.1962 | 166 | 0.6648 | 0.9189 | 0.2816 | 0.9165 |
| 0.726 | 0.1986 | 168 | 0.6645 | 0.9162 | 0.2909 | 0.9154 |
| 0.6657 | 0.2009 | 170 | 0.6637 | 0.9209 | 0.3049 | 0.9214 |
| 0.6657 | 0.2033 | 172 | 0.6630 | 0.9291 | 0.2750 | 0.9295 |
| 0.6657 | 0.2057 | 174 | 0.6598 | 0.9113 | 0.2521 | 0.9092 |
| 0.7134 | 0.2080 | 176 | 0.6582 | 0.9211 | 0.2486 | 0.9240 |
| 0.7134 | 0.2104 | 178 | 0.6563 | 0.9154 | 0.2718 | 0.9236 |
| 0.665 | 0.2128 | 180 | 0.6543 | 0.9077 | 0.2962 | 0.9169 |
| 0.665 | 0.2151 | 182 | 0.6533 | 0.9247 | 0.2775 | 0.9293 |
| 0.665 | 0.2175 | 184 | 0.6518 | 0.9228 | 0.2208 | 0.9208 |
| 0.6892 | 0.2199 | 186 | 0.6513 | 0.9124 | 0.2511 | 0.9144 |
| 0.6892 | 0.2222 | 188 | 0.6488 | 0.9222 | 0.2420 | 0.9231 |
| 0.7224 | 0.2246 | 190 | 0.6464 | 0.9154 | 0.2420 | 0.9135 |
| 0.7224 | 0.2270 | 192 | 0.6460 | 0.9192 | 0.2375 | 0.9172 |
| 0.7224 | 0.2293 | 194 | 0.6445 | 0.9214 | 0.2694 | 0.9228 |
| 0.6982 | 0.2317 | 196 | 0.6437 | 0.9233 | 0.2600 | 0.9250 |
| 0.6982 | 0.2340 | 198 | 0.6414 | 0.9247 | 0.2899 | 0.9242 |
| 0.7423 | 0.2364 | 200 | 0.6396 | 0.9263 | 0.3040 | 0.9271 |
| 0.7423 | 0.2388 | 202 | 0.6372 | 0.9225 | 0.3133 | 0.9246 |
| 0.7423 | 0.2411 | 204 | 0.6355 | 0.9329 | 0.2896 | 0.9354 |
| 0.7002 | 0.2435 | 206 | 0.6344 | 0.9266 | 0.2951 | 0.9289 |
| 0.7002 | 0.2459 | 208 | 0.6313 | 0.9181 | 0.2843 | 0.9210 |
| 0.7494 | 0.2482 | 210 | 0.6314 | 0.9340 | 0.2901 | 0.9397 |
| 0.7494 | 0.2506 | 212 | 0.6291 | 0.9206 | 0.3273 | 0.9265 |
| 0.7494 | 0.2530 | 214 | 0.6280 | 0.9419 | 0.3325 | 0.9464 |
| 0.6538 | 0.2553 | 216 | 0.6268 | 0.9299 | 0.2480 | 0.9328 |
| 0.6538 | 0.2577 | 218 | 0.6241 | 0.9384 | 0.2547 | 0.9416 |
| 0.6642 | 0.2600 | 220 | 0.6232 | 0.9348 | 0.2390 | 0.9374 |
| 0.6642 | 0.2624 | 222 | 0.6210 | 0.9315 | 0.2251 | 0.9318 |
| 0.6642 | 0.2648 | 224 | 0.6198 | 0.9318 | 0.2067 | 0.9319 |
| 0.6667 | 0.2671 | 226 | 0.6183 | 0.9337 | 0.2481 | 0.9340 |
| 0.6667 | 0.2695 | 228 | 0.6163 | 0.9359 | 0.2672 | 0.9358 |
| 0.6905 | 0.2719 | 230 | 0.6147 | 0.9392 | 0.3216 | 0.9396 |
| 0.6905 | 0.2742 | 232 | 0.6131 | 0.9403 | 0.2701 | 0.9387 |
| 0.6905 | 0.2766 | 234 | 0.6115 | 0.9236 | 0.2562 | 0.9172 |
| 0.6108 | 0.2790 | 236 | 0.6098 | 0.9313 | 0.2617 | 0.9266 |
| 0.6108 | 0.2813 | 238 | 0.6077 | 0.9335 | 0.3102 | 0.9339 |
| 0.625 | 0.2837 | 240 | 0.6065 | 0.9398 | 0.3009 | 0.9410 |
| 0.625 | 0.2861 | 242 | 0.6043 | 0.9439 | 0.3149 | 0.9456 |
| 0.625 | 0.2884 | 244 | 0.6013 | 0.9378 | 0.2842 | 0.9397 |
| 0.6154 | 0.2908 | 246 | 0.5997 | 0.9315 | 0.2772 | 0.9334 |
| 0.6154 | 0.2931 | 248 | 0.5977 | 0.9430 | 0.3052 | 0.9475 |
| 0.6723 | 0.2955 | 250 | 0.5959 | 0.9365 | 0.2993 | 0.9439 |
| 0.6723 | 0.2979 | 252 | 0.5942 | 0.9373 | 0.3146 | 0.9442 |
| 0.6723 | 0.3002 | 254 | 0.5923 | 0.9359 | 0.3101 | 0.9425 |
| 0.6257 | 0.3026 | 256 | 0.5911 | 0.9384 | 0.2951 | 0.9425 |
| 0.6257 | 0.3050 | 258 | 0.5890 | 0.9373 | 0.2914 | 0.9404 |
| 0.5907 | 0.3073 | 260 | 0.5874 | 0.9392 | 0.2416 | 0.9400 |
| 0.5907 | 0.3097 | 262 | 0.5867 | 0.9307 | 0.1968 | 0.9299 |
| 0.5907 | 0.3121 | 264 | 0.5847 | 0.9329 | 0.2411 | 0.9348 |
| 0.6544 | 0.3144 | 266 | 0.5840 | 0.9266 | 0.2709 | 0.9302 |
| 0.6544 | 0.3168 | 268 | 0.5825 | 0.9354 | 0.2465 | 0.9376 |
| 0.595 | 0.3191 | 270 | 0.5799 | 0.9280 | 0.2415 | 0.9275 |
| 0.595 | 0.3215 | 272 | 0.5786 | 0.9376 | 0.2481 | 0.9374 |
| 0.595 | 0.3239 | 274 | 0.5766 | 0.9398 | 0.2852 | 0.9401 |
| 0.5709 | 0.3262 | 276 | 0.5766 | 0.9294 | 0.2857 | 0.9309 |
| 0.5709 | 0.3286 | 278 | 0.5743 | 0.9116 | 0.3419 | 0.9139 |
| 0.5868 | 0.3310 | 280 | 0.5737 | 0.9294 | 0.3171 | 0.9314 |
| 0.5868 | 0.3333 | 282 | 0.5713 | 0.9455 | 0.3452 | 0.9479 |
| 0.5868 | 0.3357 | 284 | 0.5706 | 0.9307 | 0.2730 | 0.9331 |
| 0.636 | 0.3381 | 286 | 0.5659 | 0.9255 | 0.2678 | 0.9300 |
| 0.636 | 0.3404 | 288 | 0.5647 | 0.9313 | 0.2816 | 0.9369 |
| 0.6015 | 0.3428 | 290 | 0.5620 | 0.9378 | 0.3205 | 0.9441 |
| 0.6015 | 0.3452 | 292 | 0.5615 | 0.9450 | 0.3165 | 0.9488 |
| 0.6015 | 0.3475 | 294 | 0.5585 | 0.9436 | 0.3456 | 0.9467 |
| 0.5966 | 0.3499 | 296 | 0.5561 | 0.9430 | 0.2841 | 0.9448 |
| 0.5966 | 0.3522 | 298 | 0.5542 | 0.9340 | 0.2831 | 0.9343 |
| 0.5204 | 0.3546 | 300 | 0.5524 | 0.9354 | 0.2739 | 0.9355 |
| 0.5204 | 0.3570 | 302 | 0.5503 | 0.9450 | 0.3013 | 0.9462 |
| 0.5204 | 0.3593 | 304 | 0.5490 | 0.9376 | 0.3354 | 0.9403 |
| 0.5617 | 0.3617 | 306 | 0.5483 | 0.9321 | 0.3150 | 0.9352 |
| 0.5617 | 0.3641 | 308 | 0.5457 | 0.9469 | 0.2929 | 0.9497 |
| 0.5438 | 0.3664 | 310 | 0.5434 | 0.9422 | 0.2824 | 0.9441 |
| 0.5438 | 0.3688 | 312 | 0.5420 | 0.9378 | 0.2759 | 0.9402 |
| 0.5438 | 0.3712 | 314 | 0.5390 | 0.9436 | 0.2973 | 0.9473 |
| 0.5939 | 0.3735 | 316 | 0.5381 | 0.9362 | 0.3030 | 0.9425 |
| 0.5939 | 0.3759 | 318 | 0.5364 | 0.9110 | 0.3162 | 0.9200 |
| 0.5662 | 0.3783 | 320 | 0.5352 | 0.9389 | 0.3025 | 0.9451 |
| 0.5662 | 0.3806 | 322 | 0.5341 | 0.9370 | 0.2959 | 0.9419 |
| 0.5662 | 0.3830 | 324 | 0.5316 | 0.9343 | 0.3123 | 0.9385 |
| 0.5981 | 0.3853 | 326 | 0.5303 | 0.9387 | 0.3059 | 0.9433 |
| 0.5981 | 0.3877 | 328 | 0.5287 | 0.9430 | 0.2997 | 0.9483 |
| 0.4633 | 0.3901 | 330 | 0.5264 | 0.9425 | 0.3092 | 0.9477 |
| 0.4633 | 0.3924 | 332 | 0.5248 | 0.9430 | 0.2953 | 0.9481 |
| 0.4633 | 0.3948 | 334 | 0.5222 | 0.9450 | 0.3187 | 0.9495 |
| 0.5257 | 0.3972 | 336 | 0.5202 | 0.9474 | 0.3044 | 0.9507 |
| 0.5257 | 0.3995 | 338 | 0.5195 | 0.9458 | 0.3011 | 0.9486 |
| 0.4878 | 0.4019 | 340 | 0.5155 | 0.9477 | 0.3016 | 0.9505 |
| 0.4878 | 0.4043 | 342 | 0.5134 | 0.9480 | 0.3057 | 0.9507 |
| 0.4878 | 0.4066 | 344 | 0.5101 | 0.9472 | 0.2982 | 0.9496 |
| 0.5194 | 0.4090 | 346 | 0.5080 | 0.9447 | 0.2994 | 0.9469 |
| 0.5194 | 0.4113 | 348 | 0.5063 | 0.9491 | 0.2943 | 0.9514 |
| 0.5061 | 0.4137 | 350 | 0.5039 | 0.9502 | 0.3160 | 0.9525 |
| 0.5061 | 0.4161 | 352 | 0.5017 | 0.9474 | 0.3273 | 0.9501 |
| 0.5061 | 0.4184 | 354 | 0.4996 | 0.9428 | 0.3381 | 0.9462 |
| 0.508 | 0.4208 | 356 | 0.4967 | 0.9430 | 0.3316 | 0.9473 |
| 0.508 | 0.4232 | 358 | 0.4938 | 0.9403 | 0.3086 | 0.9455 |
| 0.509 | 0.4255 | 360 | 0.4913 | 0.9362 | 0.3459 | 0.9420 |
| 0.509 | 0.4279 | 362 | 0.4897 | 0.9406 | 0.3337 | 0.9457 |
| 0.509 | 0.4303 | 364 | 0.4877 | 0.9458 | 0.3097 | 0.9496 |
| 0.4604 | 0.4326 | 366 | 0.4860 | 0.9458 | 0.2926 | 0.9479 |
| 0.4604 | 0.4350 | 368 | 0.4832 | 0.9428 | 0.2890 | 0.9445 |
| 0.4926 | 0.4374 | 370 | 0.4803 | 0.9419 | 0.2969 | 0.9434 |
| 0.4926 | 0.4397 | 372 | 0.4778 | 0.9409 | 0.2771 | 0.9435 |
| 0.4926 | 0.4421 | 374 | 0.4762 | 0.9461 | 0.2949 | 0.9498 |
| 0.4892 | 0.4444 | 376 | 0.4741 | 0.9389 | 0.3100 | 0.9439 |
| 0.4892 | 0.4468 | 378 | 0.4751 | 0.9436 | 0.3270 | 0.9479 |
| 0.4712 | 0.4492 | 380 | 0.4721 | 0.9480 | 0.3143 | 0.9514 |
| 0.4712 | 0.4515 | 382 | 0.4691 | 0.9474 | 0.3009 | 0.9505 |
| 0.4712 | 0.4539 | 384 | 0.4656 | 0.9461 | 0.3056 | 0.9483 |
| 0.4644 | 0.4563 | 386 | 0.4648 | 0.9414 | 0.2863 | 0.9440 |
| 0.4644 | 0.4586 | 388 | 0.4606 | 0.9439 | 0.2751 | 0.9473 |
| 0.4311 | 0.4610 | 390 | 0.4593 | 0.9436 | 0.2898 | 0.9475 |
| 0.4311 | 0.4634 | 392 | 0.4571 | 0.9439 | 0.2966 | 0.9478 |
| 0.4311 | 0.4657 | 394 | 0.4553 | 0.9455 | 0.2921 | 0.9491 |
| 0.4821 | 0.4681 | 396 | 0.4522 | 0.9488 | 0.3140 | 0.9515 |
| 0.4821 | 0.4704 | 398 | 0.4515 | 0.9461 | 0.3373 | 0.9485 |
| 0.4272 | 0.4728 | 400 | 0.4484 | 0.9480 | 0.3373 | 0.9503 |
| 0.4272 | 0.4752 | 402 | 0.4450 | 0.9482 | 0.3097 | 0.9508 |
| 0.4272 | 0.4775 | 404 | 0.4432 | 0.9493 | 0.2945 | 0.9518 |
| 0.4122 | 0.4799 | 406 | 0.4423 | 0.9496 | 0.2943 | 0.9522 |
| 0.4122 | 0.4823 | 408 | 0.4394 | 0.9482 | 0.2947 | 0.9506 |
| 0.4142 | 0.4846 | 410 | 0.4368 | 0.9463 | 0.2981 | 0.9482 |
| 0.4142 | 0.4870 | 412 | 0.4341 | 0.9452 | 0.2875 | 0.9471 |
| 0.4142 | 0.4894 | 414 | 0.4317 | 0.9491 | 0.3005 | 0.9510 |
| 0.462 | 0.4917 | 416 | 0.4297 | 0.9507 | 0.2907 | 0.9529 |
| 0.462 | 0.4941 | 418 | 0.4277 | 0.9417 | 0.3194 | 0.9446 |
| 0.4122 | 0.4965 | 420 | 0.4258 | 0.9381 | 0.3235 | 0.9414 |
| 0.4122 | 0.4988 | 422 | 0.4240 | 0.9466 | 0.3129 | 0.9490 |
| 0.4122 | 0.5012 | 424 | 0.4211 | 0.9466 | 0.2829 | 0.9482 |
| 0.4114 | 0.5035 | 426 | 0.4190 | 0.9365 | 0.2664 | 0.9377 |
| 0.4114 | 0.5059 | 428 | 0.4165 | 0.9419 | 0.2896 | 0.9433 |
| 0.3982 | 0.5083 | 430 | 0.4144 | 0.9518 | 0.3353 | 0.9539 |
| 0.3982 | 0.5106 | 432 | 0.4119 | 0.9515 | 0.3214 | 0.9544 |
| 0.3982 | 0.5130 | 434 | 0.4106 | 0.9493 | 0.3094 | 0.9531 |
| 0.3892 | 0.5154 | 436 | 0.4083 | 0.9496 | 0.3155 | 0.9534 |
| 0.3892 | 0.5177 | 438 | 0.4067 | 0.9488 | 0.3037 | 0.9526 |
| 0.3687 | 0.5201 | 440 | 0.4049 | 0.9469 | 0.2988 | 0.9511 |
| 0.3687 | 0.5225 | 442 | 0.4030 | 0.9447 | 0.2916 | 0.9483 |
| 0.3687 | 0.5248 | 444 | 0.4015 | 0.9452 | 0.2795 | 0.9489 |
| 0.3427 | 0.5272 | 446 | 0.4003 | 0.9488 | 0.3130 | 0.9526 |
| 0.3427 | 0.5296 | 448 | 0.3977 | 0.9488 | 0.3214 | 0.9526 |
| 0.3717 | 0.5319 | 450 | 0.3956 | 0.9502 | 0.3542 | 0.9537 |
| 0.3717 | 0.5343 | 452 | 0.3950 | 0.9499 | 0.3528 | 0.9537 |
| 0.3717 | 0.5366 | 454 | 0.3930 | 0.9510 | 0.3718 | 0.9543 |
| 0.3749 | 0.5390 | 456 | 0.3906 | 0.9504 | 0.3636 | 0.9535 |
| 0.3749 | 0.5414 | 458 | 0.3891 | 0.9458 | 0.3194 | 0.9482 |
| 0.3524 | 0.5437 | 460 | 0.3867 | 0.9439 | 0.2650 | 0.9462 |
| 0.3524 | 0.5461 | 462 | 0.3844 | 0.9441 | 0.2651 | 0.9463 |
| 0.3524 | 0.5485 | 464 | 0.3813 | 0.9461 | 0.2960 | 0.9487 |
| 0.348 | 0.5508 | 466 | 0.3788 | 0.9510 | 0.3061 | 0.9538 |
| 0.348 | 0.5532 | 468 | 0.3765 | 0.9515 | 0.3191 | 0.9544 |
| 0.3033 | 0.5556 | 470 | 0.3742 | 0.9521 | 0.3326 | 0.9550 |
| 0.3033 | 0.5579 | 472 | 0.3721 | 0.9532 | 0.3590 | 0.9564 |
| 0.3033 | 0.5603 | 474 | 0.3705 | 0.9510 | 0.3160 | 0.9537 |
| 0.3573 | 0.5626 | 476 | 0.3686 | 0.9477 | 0.2936 | 0.9501 |
| 0.3573 | 0.5650 | 478 | 0.3679 | 0.9455 | 0.2772 | 0.9480 |
| 0.2964 | 0.5674 | 480 | 0.3655 | 0.9409 | 0.2904 | 0.9429 |
| 0.2964 | 0.5697 | 482 | 0.3639 | 0.9411 | 0.2827 | 0.9433 |
| 0.2964 | 0.5721 | 484 | 0.3620 | 0.9461 | 0.2967 | 0.9489 |
| 0.32 | 0.5745 | 486 | 0.3603 | 0.9485 | 0.3346 | 0.9524 |
| 0.32 | 0.5768 | 488 | 0.3580 | 0.9529 | 0.3812 | 0.9568 |
| 0.3559 | 0.5792 | 490 | 0.3560 | 0.9515 | 0.3777 | 0.9553 |
| 0.3559 | 0.5816 | 492 | 0.3545 | 0.9526 | 0.3618 | 0.9559 |
| 0.3559 | 0.5839 | 494 | 0.3526 | 0.9532 | 0.3319 | 0.9560 |
| 0.3167 | 0.5863 | 496 | 0.3510 | 0.9513 | 0.3164 | 0.9542 |
| 0.3167 | 0.5887 | 498 | 0.3492 | 0.9515 | 0.3158 | 0.9544 |
| 0.3016 | 0.5910 | 500 | 0.3474 | 0.9507 | 0.3158 | 0.9539 |
| 0.3016 | 0.5934 | 502 | 0.3462 | 0.9499 | 0.3180 | 0.9530 |
| 0.3016 | 0.5957 | 504 | 0.3444 | 0.9499 | 0.3578 | 0.9535 |
| 0.2856 | 0.5981 | 506 | 0.3424 | 0.9518 | 0.4010 | 0.9556 |
| 0.2856 | 0.6005 | 508 | 0.3405 | 0.9524 | 0.4619 | 0.9564 |
| 0.2882 | 0.6028 | 510 | 0.3387 | 0.9504 | 0.4367 | 0.9552 |
| 0.2882 | 0.6052 | 512 | 0.3371 | 0.9499 | 0.4363 | 0.9550 |
| 0.2882 | 0.6076 | 514 | 0.3352 | 0.9504 | 0.4370 | 0.9552 |
| 0.3013 | 0.6099 | 516 | 0.3333 | 0.9515 | 0.4060 | 0.9560 |
| 0.3013 | 0.6123 | 518 | 0.3320 | 0.9513 | 0.3562 | 0.9551 |
| 0.2769 | 0.6147 | 520 | 0.3304 | 0.9532 | 0.3906 | 0.9564 |
| 0.2769 | 0.6170 | 522 | 0.3287 | 0.9537 | 0.3860 | 0.9564 |
| 0.2769 | 0.6194 | 524 | 0.3273 | 0.9537 | 0.3727 | 0.9565 |
| 0.2889 | 0.6217 | 526 | 0.3257 | 0.9515 | 0.3889 | 0.9547 |
| 0.2889 | 0.6241 | 528 | 0.3243 | 0.9521 | 0.3899 | 0.9553 |
| 0.2777 | 0.6265 | 530 | 0.3229 | 0.9515 | 0.3884 | 0.9547 |
| 0.2777 | 0.6288 | 532 | 0.3216 | 0.9529 | 0.4024 | 0.9561 |
| 0.2777 | 0.6312 | 534 | 0.3199 | 0.9540 | 0.4057 | 0.9570 |
| 0.2964 | 0.6336 | 536 | 0.3186 | 0.9548 | 0.3844 | 0.9573 |
| 0.2964 | 0.6359 | 538 | 0.3177 | 0.9518 | 0.3279 | 0.9544 |
| 0.2563 | 0.6383 | 540 | 0.3165 | 0.9510 | 0.2959 | 0.9531 |
| 0.2563 | 0.6407 | 542 | 0.3154 | 0.9526 | 0.3199 | 0.9548 |
| 0.2563 | 0.6430 | 544 | 0.3139 | 0.9526 | 0.3577 | 0.9548 |
| 0.2739 | 0.6454 | 546 | 0.3121 | 0.9543 | 0.4359 | 0.9562 |
| 0.2739 | 0.6478 | 548 | 0.3104 | 0.9556 | 0.4361 | 0.9576 |
| 0.2753 | 0.6501 | 550 | 0.3088 | 0.9554 | 0.4365 | 0.9575 |
| 0.2753 | 0.6525 | 552 | 0.3070 | 0.9543 | 0.4233 | 0.9568 |
| 0.2753 | 0.6548 | 554 | 0.3055 | 0.9543 | 0.3939 | 0.9569 |
| 0.287 | 0.6572 | 556 | 0.3042 | 0.9559 | 0.3734 | 0.9585 |
| 0.287 | 0.6596 | 558 | 0.3023 | 0.9548 | 0.3519 | 0.9571 |
| 0.2486 | 0.6619 | 560 | 0.3006 | 0.9540 | 0.3520 | 0.9563 |
| 0.2486 | 0.6643 | 562 | 0.2996 | 0.9540 | 0.3435 | 0.9563 |
| 0.2486 | 0.6667 | 564 | 0.2981 | 0.9543 | 0.3436 | 0.9564 |
| 0.2609 | 0.6690 | 566 | 0.2968 | 0.9556 | 0.3631 | 0.9579 |
| 0.2609 | 0.6714 | 568 | 0.2952 | 0.9559 | 0.3660 | 0.9582 |
| 0.2495 | 0.6738 | 570 | 0.2940 | 0.9540 | 0.3840 | 0.9568 |
| 0.2495 | 0.6761 | 572 | 0.2926 | 0.9526 | 0.3909 | 0.9556 |
| 0.2495 | 0.6785 | 574 | 0.2912 | 0.9535 | 0.4157 | 0.9565 |
| 0.2591 | 0.6809 | 576 | 0.2897 | 0.9524 | 0.4085 | 0.9555 |
| 0.2591 | 0.6832 | 578 | 0.2882 | 0.9529 | 0.3841 | 0.9558 |
| 0.2939 | 0.6856 | 580 | 0.2871 | 0.9545 | 0.3841 | 0.9572 |
| 0.2939 | 0.6879 | 582 | 0.2862 | 0.9554 | 0.3739 | 0.9575 |
| 0.2939 | 0.6903 | 584 | 0.2855 | 0.9545 | 0.3495 | 0.9568 |
| 0.2362 | 0.6927 | 586 | 0.2846 | 0.9545 | 0.3512 | 0.9561 |
| 0.2362 | 0.6950 | 588 | 0.2836 | 0.9551 | 0.3349 | 0.9570 |
| 0.2635 | 0.6974 | 590 | 0.2824 | 0.9562 | 0.3288 | 0.9584 |
| 0.2635 | 0.6998 | 592 | 0.2815 | 0.9551 | 0.3424 | 0.9572 |
| 0.2635 | 0.7021 | 594 | 0.2805 | 0.9548 | 0.3561 | 0.9568 |
| 0.2444 | 0.7045 | 596 | 0.2797 | 0.9535 | 0.3648 | 0.9559 |
| 0.2444 | 0.7069 | 598 | 0.2786 | 0.9543 | 0.3808 | 0.9565 |
| 0.2028 | 0.7092 | 600 | 0.2777 | 0.9548 | 0.3806 | 0.9569 |
| 0.2028 | 0.7116 | 602 | 0.2767 | 0.9535 | 0.3616 | 0.9555 |
| 0.2028 | 0.7139 | 604 | 0.2756 | 0.9554 | 0.3426 | 0.9576 |
| 0.2351 | 0.7163 | 606 | 0.2746 | 0.9559 | 0.3534 | 0.9580 |
| 0.2351 | 0.7187 | 608 | 0.2740 | 0.9562 | 0.3646 | 0.9584 |
| 0.2254 | 0.7210 | 610 | 0.2732 | 0.9551 | 0.3835 | 0.9573 |
| 0.2254 | 0.7234 | 612 | 0.2722 | 0.9537 | 0.3586 | 0.9560 |
| 0.2254 | 0.7258 | 614 | 0.2709 | 0.9524 | 0.3552 | 0.9544 |
| 0.2148 | 0.7281 | 616 | 0.2694 | 0.9518 | 0.3344 | 0.9535 |
| 0.2148 | 0.7305 | 618 | 0.2682 | 0.9545 | 0.3379 | 0.9563 |
| 0.2071 | 0.7329 | 620 | 0.2670 | 0.9556 | 0.3432 | 0.9574 |
| 0.2071 | 0.7352 | 622 | 0.2661 | 0.9565 | 0.3434 | 0.9582 |
| 0.2071 | 0.7376 | 624 | 0.2654 | 0.9554 | 0.3649 | 0.9576 |
| 0.2221 | 0.7400 | 626 | 0.2645 | 0.9537 | 0.3260 | 0.9558 |
| 0.2221 | 0.7423 | 628 | 0.2639 | 0.9545 | 0.3544 | 0.9569 |
| 0.1841 | 0.7447 | 630 | 0.2631 | 0.9543 | 0.3355 | 0.9564 |
| 0.1841 | 0.7470 | 632 | 0.2623 | 0.9565 | 0.3359 | 0.9584 |
| 0.1841 | 0.7494 | 634 | 0.2612 | 0.9567 | 0.3804 | 0.9587 |
| 0.2435 | 0.7518 | 636 | 0.2603 | 0.9562 | 0.3731 | 0.9579 |
| 0.2435 | 0.7541 | 638 | 0.2594 | 0.9554 | 0.3864 | 0.9575 |
| 0.2015 | 0.7565 | 640 | 0.2585 | 0.9556 | 0.3676 | 0.9577 |
| 0.2015 | 0.7589 | 642 | 0.2574 | 0.9559 | 0.3731 | 0.9578 |
| 0.2015 | 0.7612 | 644 | 0.2564 | 0.9559 | 0.3731 | 0.9579 |
| 0.2242 | 0.7636 | 646 | 0.2554 | 0.9565 | 0.3737 | 0.9585 |
| 0.2242 | 0.7660 | 648 | 0.2546 | 0.9540 | 0.3580 | 0.9558 |
| 0.1671 | 0.7683 | 650 | 0.2540 | 0.9545 | 0.3870 | 0.9565 |
| 0.1671 | 0.7707 | 652 | 0.2531 | 0.9548 | 0.3873 | 0.9570 |
| 0.1671 | 0.7730 | 654 | 0.2524 | 0.9543 | 0.3870 | 0.9567 |
| 0.1906 | 0.7754 | 656 | 0.2515 | 0.9551 | 0.3574 | 0.9575 |
| 0.1906 | 0.7778 | 658 | 0.2507 | 0.9543 | 0.3681 | 0.9567 |
| 0.189 | 0.7801 | 660 | 0.2499 | 0.9543 | 0.3574 | 0.9565 |
| 0.189 | 0.7825 | 662 | 0.2491 | 0.9543 | 0.3571 | 0.9568 |
| 0.189 | 0.7849 | 664 | 0.2484 | 0.9543 | 0.3573 | 0.9568 |
| 0.2215 | 0.7872 | 666 | 0.2478 | 0.9548 | 0.3571 | 0.9575 |
| 0.2215 | 0.7896 | 668 | 0.2472 | 0.9545 | 0.3569 | 0.9572 |
| 0.1839 | 0.7920 | 670 | 0.2467 | 0.9543 | 0.3570 | 0.9570 |
| 0.1839 | 0.7943 | 672 | 0.2462 | 0.9543 | 0.3568 | 0.9570 |
| 0.1839 | 0.7967 | 674 | 0.2457 | 0.9551 | 0.3580 | 0.9576 |
| 0.204 | 0.7991 | 676 | 0.2454 | 0.9551 | 0.3770 | 0.9580 |
| 0.204 | 0.8014 | 678 | 0.2450 | 0.9554 | 0.3580 | 0.9580 |
| 0.2008 | 0.8038 | 680 | 0.2445 | 0.9554 | 0.3578 | 0.9583 |
| 0.2008 | 0.8061 | 682 | 0.2441 | 0.9554 | 0.3801 | 0.9586 |
| 0.2008 | 0.8085 | 684 | 0.2436 | 0.9537 | 0.3756 | 0.9567 |
| 0.2113 | 0.8109 | 686 | 0.2431 | 0.9543 | 0.3773 | 0.9572 |
| 0.2113 | 0.8132 | 688 | 0.2426 | 0.9551 | 0.3774 | 0.9582 |
| 0.1666 | 0.8156 | 690 | 0.2421 | 0.9540 | 0.3578 | 0.9570 |
| 0.1666 | 0.8180 | 692 | 0.2416 | 0.9535 | 0.3434 | 0.9566 |
| 0.1666 | 0.8203 | 694 | 0.2409 | 0.9540 | 0.3624 | 0.9571 |
| 0.2078 | 0.8227 | 696 | 0.2402 | 0.9535 | 0.3434 | 0.9566 |
| 0.2078 | 0.8251 | 698 | 0.2396 | 0.9543 | 0.3625 | 0.9575 |
| 0.1769 | 0.8274 | 700 | 0.2391 | 0.9551 | 0.3774 | 0.9582 |
| 0.1769 | 0.8298 | 702 | 0.2385 | 0.9545 | 0.3627 | 0.9578 |
| 0.1769 | 0.8322 | 704 | 0.2380 | 0.9535 | 0.3577 | 0.9564 |
| 0.1974 | 0.8345 | 706 | 0.2376 | 0.9535 | 0.3453 | 0.9565 |
| 0.1974 | 0.8369 | 708 | 0.2372 | 0.9532 | 0.3575 | 0.9561 |
| 0.1793 | 0.8392 | 710 | 0.2367 | 0.9543 | 0.3597 | 0.9571 |
| 0.1793 | 0.8416 | 712 | 0.2363 | 0.9540 | 0.3597 | 0.9568 |
| 0.1793 | 0.8440 | 714 | 0.2360 | 0.9537 | 0.3626 | 0.9568 |
| 0.1676 | 0.8463 | 716 | 0.2357 | 0.9543 | 0.3824 | 0.9572 |
| 0.1676 | 0.8487 | 718 | 0.2354 | 0.9551 | 0.3842 | 0.9582 |
| 0.1565 | 0.8511 | 720 | 0.2351 | 0.9559 | 0.4048 | 0.9590 |
| 0.1565 | 0.8534 | 722 | 0.2347 | 0.9545 | 0.3745 | 0.9577 |
| 0.1565 | 0.8558 | 724 | 0.2343 | 0.9545 | 0.3837 | 0.9576 |
| 0.2036 | 0.8582 | 726 | 0.2339 | 0.9548 | 0.3922 | 0.9581 |
| 0.2036 | 0.8605 | 728 | 0.2335 | 0.9548 | 0.3727 | 0.9580 |
| 0.178 | 0.8629 | 730 | 0.2332 | 0.9548 | 0.3675 | 0.9580 |
| 0.178 | 0.8652 | 732 | 0.2328 | 0.9548 | 0.3869 | 0.9582 |
| 0.178 | 0.8676 | 734 | 0.2326 | 0.9540 | 0.3866 | 0.9575 |
| 0.1764 | 0.8700 | 736 | 0.2323 | 0.9548 | 0.3672 | 0.9582 |
| 0.1764 | 0.8723 | 738 | 0.2320 | 0.9543 | 0.3672 | 0.9575 |
| 0.1828 | 0.8747 | 740 | 0.2317 | 0.9551 | 0.3921 | 0.9584 |
| 0.1828 | 0.8771 | 742 | 0.2314 | 0.9543 | 0.3671 | 0.9576 |
| 0.1828 | 0.8794 | 744 | 0.2311 | 0.9548 | 0.3868 | 0.9581 |
| 0.1759 | 0.8818 | 746 | 0.2308 | 0.9548 | 0.3673 | 0.9579 |
| 0.1759 | 0.8842 | 748 | 0.2305 | 0.9551 | 0.3727 | 0.9581 |
| 0.1762 | 0.8865 | 750 | 0.2303 | 0.9545 | 0.3786 | 0.9573 |
| 0.1762 | 0.8889 | 752 | 0.2301 | 0.9535 | 0.3674 | 0.9563 |
| 0.1762 | 0.8913 | 754 | 0.2299 | 0.9537 | 0.3785 | 0.9565 |
| 0.1806 | 0.8936 | 756 | 0.2297 | 0.9543 | 0.3787 | 0.9570 |
| 0.1806 | 0.8960 | 758 | 0.2296 | 0.9543 | 0.3785 | 0.9570 |
| 0.1763 | 0.8983 | 760 | 0.2294 | 0.9545 | 0.3789 | 0.9573 |
| 0.1763 | 0.9007 | 762 | 0.2292 | 0.9537 | 0.3783 | 0.9565 |
| 0.1763 | 0.9031 | 764 | 0.2290 | 0.9540 | 0.3786 | 0.9567 |
| 0.1777 | 0.9054 | 766 | 0.2289 | 0.9532 | 0.3781 | 0.9560 |
| 0.1777 | 0.9078 | 768 | 0.2287 | 0.9545 | 0.3675 | 0.9573 |
| 0.1722 | 0.9102 | 770 | 0.2286 | 0.9537 | 0.3672 | 0.9568 |
| 0.1722 | 0.9125 | 772 | 0.2284 | 0.9545 | 0.3788 | 0.9573 |
| 0.1722 | 0.9149 | 774 | 0.2284 | 0.9537 | 0.3786 | 0.9566 |
| 0.1589 | 0.9173 | 776 | 0.2282 | 0.9535 | 0.3832 | 0.9566 |
| 0.1589 | 0.9196 | 778 | 0.2281 | 0.9535 | 0.3498 | 0.9564 |
| 0.1713 | 0.9220 | 780 | 0.2280 | 0.9532 | 0.3665 | 0.9563 |
| 0.1713 | 0.9243 | 782 | 0.2278 | 0.9537 | 0.3668 | 0.9569 |
| 0.1713 | 0.9267 | 784 | 0.2277 | 0.9540 | 0.3670 | 0.9572 |
| 0.1543 | 0.9291 | 786 | 0.2276 | 0.9540 | 0.3670 | 0.9570 |
| 0.1543 | 0.9314 | 788 | 0.2275 | 0.9545 | 0.3676 | 0.9574 |
| 0.1617 | 0.9338 | 790 | 0.2274 | 0.9529 | 0.3664 | 0.9559 |
| 0.1617 | 0.9362 | 792 | 0.2274 | 0.9540 | 0.3836 | 0.9569 |
| 0.1617 | 0.9385 | 794 | 0.2273 | 0.9537 | 0.3781 | 0.9565 |
| 0.1883 | 0.9409 | 796 | 0.2272 | 0.9540 | 0.3780 | 0.9569 |
| 0.1883 | 0.9433 | 798 | 0.2271 | 0.9540 | 0.3836 | 0.9569 |
| 0.2023 | 0.9456 | 800 | 0.2271 | 0.9535 | 0.3669 | 0.9565 |
| 0.2023 | 0.9480 | 802 | 0.2270 | 0.9535 | 0.3668 | 0.9565 |
| 0.2023 | 0.9504 | 804 | 0.2269 | 0.9537 | 0.3675 | 0.9566 |
| 0.1796 | 0.9527 | 806 | 0.2269 | 0.9540 | 0.3673 | 0.9569 |
| 0.1796 | 0.9551 | 808 | 0.2269 | 0.9529 | 0.3666 | 0.9560 |
| 0.1948 | 0.9574 | 810 | 0.2268 | 0.9535 | 0.3548 | 0.9565 |
| 0.1948 | 0.9598 | 812 | 0.2268 | 0.9532 | 0.3666 | 0.9564 |
| 0.1948 | 0.9622 | 814 | 0.2268 | 0.9537 | 0.3835 | 0.9566 |
| 0.1796 | 0.9645 | 816 | 0.2267 | 0.9551 | 0.3674 | 0.9581 |
| 0.1796 | 0.9669 | 818 | 0.2267 | 0.9537 | 0.3502 | 0.9566 |
| 0.1655 | 0.9693 | 820 | 0.2267 | 0.9537 | 0.3671 | 0.9568 |
| 0.1655 | 0.9716 | 822 | 0.2267 | 0.9537 | 0.3676 | 0.9566 |
| 0.1655 | 0.9740 | 824 | 0.2266 | 0.9543 | 0.3724 | 0.9571 |
| 0.163 | 0.9764 | 826 | 0.2266 | 0.9540 | 0.3956 | 0.9567 |
| 0.163 | 0.9787 | 828 | 0.2266 | 0.9545 | 0.3843 | 0.9572 |
| 0.1914 | 0.9811 | 830 | 0.2266 | 0.9543 | 0.3497 | 0.9573 |
| 0.1914 | 0.9835 | 832 | 0.2266 | 0.9548 | 0.3674 | 0.9577 |
| 0.1914 | 0.9858 | 834 | 0.2266 | 0.9540 | 0.3836 | 0.9571 |
| 0.1784 | 0.9882 | 836 | 0.2266 | 0.9548 | 0.3837 | 0.9576 |
| 0.1784 | 0.9905 | 838 | 0.2266 | 0.9537 | 0.3671 | 0.9567 |
| 0.1908 | 0.9929 | 840 | 0.2266 | 0.9535 | 0.3498 | 0.9563 |
| 0.1908 | 0.9953 | 842 | 0.2266 | 0.9543 | 0.3671 | 0.9573 |
| 0.1908 | 0.9976 | 844 | 0.2266 | 0.9551 | 0.3675 | 0.9581 |
| 0.1774 | 1.0 | 846 | 0.2266 | 0.9543 | 0.3670 | 0.9572 |
Framework versions
- —PEFT 0.18.1
- —Transformers 4.51.0
- —Pytorch 2.8.0+cu128
- —Datasets 3.6.0
- —Tokenizers 0.21.0
