--- tags: - generated_from_trainer metrics: - precision - recall - f1 - accuracy model-index: - name: beto-finetuned-token-reqadjzar results: [] --- # beto-finetuned-token-reqadjzar This model is a fine-tuned version of [dccuchile/bert-base-spanish-wwm-cased](https://huggingface.co/dccuchile/bert-base-spanish-wwm-cased) on an unknown dataset. It achieves the following results on the evaluation set: - Loss: 1.1061 - Precision: 0.2533 - Recall: 0.3333 - F1: 0.2879 - Accuracy: 0.8498 ## 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: 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: 200 ### Training results | Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy | |:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:| | 0.7331 | 1.0 | 24 | 0.5920 | 0.0 | 0.0 | 0.0 | 0.7532 | | 0.4759 | 2.0 | 48 | 0.3954 | 0.0085 | 0.0175 | 0.0115 | 0.8321 | | 0.3186 | 3.0 | 72 | 0.5127 | 0.0188 | 0.0702 | 0.0296 | 0.8159 | | 0.1906 | 4.0 | 96 | 0.4865 | 0.1190 | 0.2632 | 0.1639 | 0.8509 | | 0.145 | 5.0 | 120 | 0.4650 | 0.1597 | 0.3333 | 0.2159 | 0.8760 | | 0.1107 | 6.0 | 144 | 0.5465 | 0.1062 | 0.2105 | 0.1412 | 0.8514 | | 0.0903 | 7.0 | 168 | 0.5441 | 0.1359 | 0.2456 | 0.175 | 0.8796 | | 0.0698 | 8.0 | 192 | 0.4353 | 0.1204 | 0.2281 | 0.1576 | 0.8842 | | 0.0505 | 9.0 | 216 | 0.7170 | 0.19 | 0.3333 | 0.2420 | 0.8432 | | 0.0687 | 10.0 | 240 | 0.5893 | 0.1963 | 0.3684 | 0.2561 | 0.8860 | | 0.039 | 11.0 | 264 | 0.5877 | 0.1951 | 0.4211 | 0.2667 | 0.8780 | | 0.0278 | 12.0 | 288 | 0.5715 | 0.2237 | 0.2982 | 0.2556 | 0.8577 | | 0.0354 | 13.0 | 312 | 0.9535 | 0.2283 | 0.3684 | 0.2819 | 0.8532 | | 0.024 | 14.0 | 336 | 0.6500 | 0.2169 | 0.3158 | 0.2571 | 0.8674 | | 0.0223 | 15.0 | 360 | 0.7513 | 0.1855 | 0.4035 | 0.2541 | 0.8722 | | 0.0156 | 16.0 | 384 | 0.6566 | 0.3 | 0.4737 | 0.3673 | 0.9012 | | 0.0156 | 17.0 | 408 | 0.8436 | 0.2292 | 0.3860 | 0.2876 | 0.8696 | | 0.0189 | 18.0 | 432 | 0.8043 | 0.1711 | 0.2281 | 0.1955 | 0.8181 | | 0.0128 | 19.0 | 456 | 0.6518 | 0.1619 | 0.2982 | 0.2099 | 0.8814 | | 0.0122 | 20.0 | 480 | 0.8418 | 0.2347 | 0.4035 | 0.2968 | 0.8793 | | 0.0242 | 21.0 | 504 | 0.7948 | 0.2292 | 0.3860 | 0.2876 | 0.8814 | | 0.0124 | 22.0 | 528 | 0.8059 | 0.2037 | 0.3860 | 0.2667 | 0.8842 | | 0.0098 | 23.0 | 552 | 0.9458 | 0.1765 | 0.2632 | 0.2113 | 0.8584 | | 0.0287 | 24.0 | 576 | 0.7110 | 0.1488 | 0.3158 | 0.2022 | 0.8825 | | 0.0253 | 25.0 | 600 | 0.6823 | 0.2021 | 0.3333 | 0.2517 | 0.8781 | | 0.0151 | 26.0 | 624 | 0.7382 | 0.2022 | 0.3158 | 0.2466 | 0.8791 | | 0.0118 | 27.0 | 648 | 0.6036 | 0.2360 | 0.3684 | 0.2877 | 0.8965 | | 0.0102 | 28.0 | 672 | 0.9152 | 0.1765 | 0.3158 | 0.2264 | 0.8446 | | 0.0229 | 29.0 | 696 | 0.6878 | 0.2584 | 0.4035 | 0.3151 | 0.8982 | | 0.0168 | 30.0 | 720 | 0.7333 | 0.2784 | 0.4737 | 0.3506 | 0.8937 | | 0.0145 | 31.0 | 744 | 0.6051 | 0.1864 | 0.3860 | 0.2514 | 0.9 | | 0.0207 | 32.0 | 768 | 0.9083 | 0.3279 | 0.3509 | 0.3390 | 0.8894 | | 0.0191 | 33.0 | 792 | 0.6983 | 0.2222 | 0.3509 | 0.2721 | 0.8884 | | 0.0103 | 34.0 | 816 | 0.7287 | 0.2449 | 0.4211 | 0.3097 | 0.8840 | | 0.0091 | 35.0 | 840 | 0.5929 | 0.2184 | 0.3333 | 0.2639 | 0.8851 | | 0.0059 | 36.0 | 864 | 0.7604 | 0.2421 | 0.4035 | 0.3026 | 0.8810 | | 0.0035 | 37.0 | 888 | 0.9380 | 0.2143 | 0.3684 | 0.2710 | 0.8622 | | 0.0025 | 38.0 | 912 | 0.9824 | 0.2 | 0.3509 | 0.2548 | 0.8704 | | 0.0059 | 39.0 | 936 | 1.0658 | 0.2796 | 0.4561 | 0.3467 | 0.8669 | | 0.0199 | 40.0 | 960 | 0.9755 | 0.1705 | 0.3860 | 0.2366 | 0.8449 | | 0.0034 | 41.0 | 984 | 0.9697 | 0.2619 | 0.3860 | 0.3121 | 0.8656 | | 0.0035 | 42.0 | 1008 | 1.0582 | 0.1959 | 0.3333 | 0.2468 | 0.8461 | | 0.0088 | 43.0 | 1032 | 0.8500 | 0.1849 | 0.3860 | 0.25 | 0.8515 | | 0.0263 | 44.0 | 1056 | 1.2832 | 0.2 | 0.3509 | 0.2548 | 0.8255 | | 0.0088 | 45.0 | 1080 | 0.9282 | 0.2308 | 0.4211 | 0.2981 | 0.8534 | | 0.0343 | 46.0 | 1104 | 0.7165 | 0.2222 | 0.3158 | 0.2609 | 0.8594 | | 0.0024 | 47.0 | 1128 | 0.7355 | 0.2308 | 0.4737 | 0.3103 | 0.8782 | | 0.0019 | 48.0 | 1152 | 0.6493 | 0.2165 | 0.3684 | 0.2727 | 0.8779 | | 0.0009 | 49.0 | 1176 | 0.6999 | 0.1964 | 0.3860 | 0.2604 | 0.8766 | | 0.0008 | 50.0 | 1200 | 0.7496 | 0.2062 | 0.3509 | 0.2597 | 0.8709 | | 0.0009 | 51.0 | 1224 | 0.7670 | 0.2019 | 0.3684 | 0.2609 | 0.8750 | | 0.0006 | 52.0 | 1248 | 0.7549 | 0.24 | 0.4211 | 0.3057 | 0.8832 | | 0.0007 | 53.0 | 1272 | 0.7556 | 0.2706 | 0.4035 | 0.3239 | 0.8870 | | 0.0007 | 54.0 | 1296 | 0.7188 | 0.1695 | 0.3509 | 0.2286 | 0.8833 | | 0.0005 | 55.0 | 1320 | 0.7120 | 0.1927 | 0.3684 | 0.2530 | 0.8822 | | 0.0009 | 56.0 | 1344 | 0.7377 | 0.2245 | 0.3860 | 0.2839 | 0.8819 | | 0.0008 | 57.0 | 1368 | 0.7295 | 0.2277 | 0.4035 | 0.2911 | 0.8859 | | 0.0009 | 58.0 | 1392 | 0.7158 | 0.2340 | 0.3860 | 0.2914 | 0.8900 | | 0.0013 | 59.0 | 1416 | 0.6715 | 0.1897 | 0.3860 | 0.2543 | 0.8941 | | 0.0006 | 60.0 | 1440 | 0.6787 | 0.21 | 0.3684 | 0.2675 | 0.8861 | | 0.0007 | 61.0 | 1464 | 0.6794 | 0.2584 | 0.4035 | 0.3151 | 0.8940 | | 0.0012 | 62.0 | 1488 | 0.6823 | 0.2273 | 0.3509 | 0.2759 | 0.8778 | | 0.0008 | 63.0 | 1512 | 0.7189 | 0.2588 | 0.3860 | 0.3099 | 0.8791 | | 0.0008 | 64.0 | 1536 | 0.7077 | 0.2371 | 0.4035 | 0.2987 | 0.8905 | | 0.0007 | 65.0 | 1560 | 0.7201 | 0.2738 | 0.4035 | 0.3262 | 0.8860 | | 0.0005 | 66.0 | 1584 | 0.7339 | 0.2584 | 0.4035 | 0.3151 | 0.8894 | | 0.0005 | 67.0 | 1608 | 0.7490 | 0.2157 | 0.3860 | 0.2767 | 0.8845 | | 0.0006 | 68.0 | 1632 | 0.7342 | 0.2162 | 0.4211 | 0.2857 | 0.8833 | | 0.0012 | 69.0 | 1656 | 0.7287 | 0.3108 | 0.4035 | 0.3511 | 0.8895 | | 0.0012 | 70.0 | 1680 | 0.8877 | 0.2079 | 0.3684 | 0.2658 | 0.8615 | | 0.0007 | 71.0 | 1704 | 0.9370 | 0.2095 | 0.3860 | 0.2716 | 0.8644 | | 0.002 | 72.0 | 1728 | 0.7715 | 0.2391 | 0.3860 | 0.2953 | 0.8677 | | 0.0007 | 73.0 | 1752 | 0.8765 | 0.22 | 0.3860 | 0.2803 | 0.8628 | | 0.0006 | 74.0 | 1776 | 0.8515 | 0.2371 | 0.4035 | 0.2987 | 0.8639 | | 0.0007 | 75.0 | 1800 | 0.8448 | 0.2286 | 0.4211 | 0.2963 | 0.8633 | | 0.0009 | 76.0 | 1824 | 0.8501 | 0.2232 | 0.4386 | 0.2959 | 0.8650 | | 0.0007 | 77.0 | 1848 | 0.8550 | 0.2198 | 0.3509 | 0.2703 | 0.8657 | | 0.0005 | 78.0 | 1872 | 0.7445 | 0.25 | 0.4035 | 0.3087 | 0.8780 | | 0.0007 | 79.0 | 1896 | 0.8889 | 0.26 | 0.4561 | 0.3312 | 0.8630 | | 0.0005 | 80.0 | 1920 | 0.8930 | 0.2812 | 0.4737 | 0.3529 | 0.8650 | | 0.0004 | 81.0 | 1944 | 0.8678 | 0.26 | 0.4561 | 0.3312 | 0.8745 | | 0.0005 | 82.0 | 1968 | 0.8747 | 0.2784 | 0.4737 | 0.3506 | 0.8746 | | 0.0005 | 83.0 | 1992 | 0.8726 | 0.2872 | 0.4737 | 0.3576 | 0.8687 | | 0.001 | 84.0 | 2016 | 0.8887 | 0.2857 | 0.4211 | 0.3404 | 0.8693 | | 0.0006 | 85.0 | 2040 | 0.7915 | 0.2963 | 0.4211 | 0.3478 | 0.8821 | | 0.0007 | 86.0 | 2064 | 1.0194 | 0.2857 | 0.4211 | 0.3404 | 0.8606 | | 0.0009 | 87.0 | 2088 | 0.7594 | 0.2366 | 0.3860 | 0.2933 | 0.8777 | | 0.0021 | 88.0 | 2112 | 0.9788 | 0.25 | 0.3333 | 0.2857 | 0.8539 | | 0.0012 | 89.0 | 2136 | 0.8719 | 0.2093 | 0.3158 | 0.2517 | 0.8697 | | 0.0019 | 90.0 | 2160 | 1.1859 | 0.1810 | 0.3684 | 0.2428 | 0.8111 | | 0.001 | 91.0 | 2184 | 0.9690 | 0.2118 | 0.3158 | 0.2535 | 0.8421 | | 0.0007 | 92.0 | 2208 | 0.9863 | 0.1880 | 0.3860 | 0.2529 | 0.8495 | | 0.0006 | 93.0 | 2232 | 0.9942 | 0.1868 | 0.2982 | 0.2297 | 0.8641 | | 0.0007 | 94.0 | 2256 | 1.0118 | 0.2159 | 0.3333 | 0.2621 | 0.8637 | | 0.0007 | 95.0 | 2280 | 1.0435 | 0.2754 | 0.3333 | 0.3016 | 0.8615 | | 0.0008 | 96.0 | 2304 | 0.9795 | 0.2471 | 0.3684 | 0.2958 | 0.8657 | | 0.0007 | 97.0 | 2328 | 0.9189 | 0.2020 | 0.3509 | 0.2564 | 0.8807 | | 0.0009 | 98.0 | 2352 | 0.9240 | 0.2273 | 0.3509 | 0.2759 | 0.8762 | | 0.0005 | 99.0 | 2376 | 0.8891 | 0.2561 | 0.3684 | 0.3022 | 0.8821 | | 0.0004 | 100.0 | 2400 | 0.9028 | 0.2469 | 0.3509 | 0.2899 | 0.8818 | | 0.0004 | 101.0 | 2424 | 0.9228 | 0.2410 | 0.3509 | 0.2857 | 0.8830 | | 0.0004 | 102.0 | 2448 | 0.9409 | 0.2278 | 0.3158 | 0.2647 | 0.8795 | | 0.0006 | 103.0 | 2472 | 0.9777 | 0.24 | 0.3158 | 0.2727 | 0.8796 | | 0.0005 | 104.0 | 2496 | 0.9872 | 0.2432 | 0.3158 | 0.2748 | 0.8791 | | 0.0006 | 105.0 | 2520 | 0.9820 | 0.2329 | 0.2982 | 0.2615 | 0.8746 | | 0.0006 | 106.0 | 2544 | 1.0301 | 0.2879 | 0.3333 | 0.3089 | 0.8702 | | 0.0006 | 107.0 | 2568 | 1.0468 | 0.3226 | 0.3509 | 0.3361 | 0.8637 | | 0.0004 | 108.0 | 2592 | 1.0155 | 0.2941 | 0.3509 | 0.3200 | 0.8683 | | 0.0005 | 109.0 | 2616 | 0.9970 | 0.2821 | 0.3860 | 0.3259 | 0.8678 | | 0.0004 | 110.0 | 2640 | 1.0453 | 0.28 | 0.3684 | 0.3182 | 0.8687 | | 0.0009 | 111.0 | 2664 | 0.9247 | 0.2278 | 0.3158 | 0.2647 | 0.8747 | | 0.0006 | 112.0 | 2688 | 0.8811 | 0.2785 | 0.3860 | 0.3235 | 0.8921 | | 0.0005 | 113.0 | 2712 | 0.9462 | 0.1905 | 0.2807 | 0.2270 | 0.8817 | | 0.0005 | 114.0 | 2736 | 0.9685 | 0.2078 | 0.2807 | 0.2388 | 0.8792 | | 0.0006 | 115.0 | 2760 | 1.0339 | 0.2712 | 0.2807 | 0.2759 | 0.8672 | | 0.0004 | 116.0 | 2784 | 1.0155 | 0.2571 | 0.3158 | 0.2835 | 0.8687 | | 0.0005 | 117.0 | 2808 | 0.9998 | 0.25 | 0.3509 | 0.2920 | 0.8768 | | 0.0006 | 118.0 | 2832 | 0.9849 | 0.2473 | 0.4035 | 0.3067 | 0.8715 | | 0.0033 | 119.0 | 2856 | 0.7929 | 0.2376 | 0.4211 | 0.3038 | 0.8832 | | 0.0485 | 120.0 | 2880 | 0.9585 | 0.2 | 0.2807 | 0.2336 | 0.8585 | | 0.0114 | 121.0 | 2904 | 0.7619 | 0.2472 | 0.3860 | 0.3014 | 0.8831 | | 0.0177 | 122.0 | 2928 | 0.7737 | 0.2881 | 0.2982 | 0.2931 | 0.8688 | | 0.02 | 123.0 | 2952 | 1.1362 | 0.1959 | 0.3333 | 0.2468 | 0.8214 | | 0.0056 | 124.0 | 2976 | 1.2073 | 0.3659 | 0.2632 | 0.3061 | 0.8277 | | 0.0208 | 125.0 | 3000 | 0.8549 | 0.2162 | 0.2807 | 0.2443 | 0.8430 | | 0.0066 | 126.0 | 3024 | 0.9482 | 0.2667 | 0.2807 | 0.2735 | 0.8383 | | 0.0155 | 127.0 | 3048 | 0.7532 | 0.2289 | 0.3333 | 0.2714 | 0.8629 | | 0.0091 | 128.0 | 3072 | 0.7973 | 0.2368 | 0.3158 | 0.2707 | 0.8524 | | 0.0029 | 129.0 | 3096 | 0.8988 | 0.25 | 0.3684 | 0.2979 | 0.8621 | | 0.0054 | 130.0 | 3120 | 0.9882 | 0.2299 | 0.3509 | 0.2778 | 0.8362 | | 0.0037 | 131.0 | 3144 | 1.0792 | 0.2093 | 0.3158 | 0.2517 | 0.8468 | | 0.0012 | 132.0 | 3168 | 0.9729 | 0.2632 | 0.3509 | 0.3008 | 0.8427 | | 0.0009 | 133.0 | 3192 | 0.9521 | 0.2043 | 0.3333 | 0.2533 | 0.8416 | | 0.0011 | 134.0 | 3216 | 0.9539 | 0.1978 | 0.3158 | 0.2432 | 0.8401 | | 0.0006 | 135.0 | 3240 | 0.9692 | 0.2754 | 0.3333 | 0.3016 | 0.8504 | | 0.0007 | 136.0 | 3264 | 0.9811 | 0.2603 | 0.3333 | 0.2923 | 0.8526 | | 0.0007 | 137.0 | 3288 | 0.9732 | 0.25 | 0.3333 | 0.2857 | 0.8444 | | 0.0004 | 138.0 | 3312 | 0.9955 | 0.2278 | 0.3158 | 0.2647 | 0.8373 | | 0.0005 | 139.0 | 3336 | 0.9939 | 0.2466 | 0.3158 | 0.2769 | 0.8389 | | 0.001 | 140.0 | 3360 | 1.0081 | 0.2432 | 0.3158 | 0.2748 | 0.8377 | | 0.0006 | 141.0 | 3384 | 1.0216 | 0.2308 | 0.3158 | 0.2667 | 0.8404 | | 0.0005 | 142.0 | 3408 | 1.0364 | 0.25 | 0.3158 | 0.2791 | 0.8332 | | 0.0004 | 143.0 | 3432 | 1.0185 | 0.2571 | 0.3158 | 0.2835 | 0.8426 | | 0.0006 | 144.0 | 3456 | 1.0168 | 0.2603 | 0.3333 | 0.2923 | 0.8458 | | 0.0005 | 145.0 | 3480 | 1.0079 | 0.2754 | 0.3333 | 0.3016 | 0.8476 | | 0.0006 | 146.0 | 3504 | 1.0080 | 0.25 | 0.3333 | 0.2857 | 0.8438 | | 0.0004 | 147.0 | 3528 | 1.0194 | 0.2346 | 0.3333 | 0.2754 | 0.8396 | | 0.0004 | 148.0 | 3552 | 1.0299 | 0.2262 | 0.3333 | 0.2695 | 0.8373 | | 0.0005 | 149.0 | 3576 | 1.0331 | 0.2289 | 0.3333 | 0.2714 | 0.8387 | | 0.0004 | 150.0 | 3600 | 1.0294 | 0.2436 | 0.3333 | 0.2815 | 0.8412 | | 0.0004 | 151.0 | 3624 | 1.0366 | 0.2405 | 0.3333 | 0.2794 | 0.8410 | | 0.0004 | 152.0 | 3648 | 1.0533 | 0.2468 | 0.3333 | 0.2836 | 0.8448 | | 0.0005 | 153.0 | 3672 | 1.0379 | 0.2879 | 0.3333 | 0.3089 | 0.8458 | | 0.0005 | 154.0 | 3696 | 1.0395 | 0.2836 | 0.3333 | 0.3065 | 0.8454 | | 0.0004 | 155.0 | 3720 | 1.0438 | 0.2836 | 0.3333 | 0.3065 | 0.8453 | | 0.0004 | 156.0 | 3744 | 1.0475 | 0.2879 | 0.3333 | 0.3089 | 0.8453 | | 0.0004 | 157.0 | 3768 | 1.0558 | 0.2794 | 0.3333 | 0.304 | 0.8450 | | 0.0004 | 158.0 | 3792 | 1.0596 | 0.2754 | 0.3333 | 0.3016 | 0.8444 | | 0.0004 | 159.0 | 3816 | 1.0633 | 0.2836 | 0.3333 | 0.3065 | 0.8445 | | 0.0004 | 160.0 | 3840 | 1.0653 | 0.2836 | 0.3333 | 0.3065 | 0.8445 | | 0.0004 | 161.0 | 3864 | 1.0687 | 0.2754 | 0.3333 | 0.3016 | 0.8446 | | 0.0004 | 162.0 | 3888 | 1.0732 | 0.2714 | 0.3333 | 0.2992 | 0.8448 | | 0.0005 | 163.0 | 3912 | 1.0729 | 0.2568 | 0.3333 | 0.2901 | 0.8444 | | 0.0004 | 164.0 | 3936 | 1.0764 | 0.2533 | 0.3333 | 0.2879 | 0.8436 | | 0.0005 | 165.0 | 3960 | 1.0737 | 0.2794 | 0.3333 | 0.304 | 0.8465 | | 0.0005 | 166.0 | 3984 | 1.0700 | 0.2754 | 0.3333 | 0.3016 | 0.8482 | | 0.0004 | 167.0 | 4008 | 1.0679 | 0.2794 | 0.3333 | 0.304 | 0.8496 | | 0.0005 | 168.0 | 4032 | 1.0695 | 0.2676 | 0.3333 | 0.2969 | 0.8498 | | 0.0004 | 169.0 | 4056 | 1.0704 | 0.2714 | 0.3333 | 0.2992 | 0.8498 | | 0.0005 | 170.0 | 4080 | 1.0716 | 0.2794 | 0.3333 | 0.304 | 0.8495 | | 0.0004 | 171.0 | 4104 | 1.0702 | 0.2639 | 0.3333 | 0.2946 | 0.8498 | | 0.0005 | 172.0 | 4128 | 1.0713 | 0.25 | 0.3333 | 0.2857 | 0.8491 | | 0.0004 | 173.0 | 4152 | 1.0736 | 0.2436 | 0.3333 | 0.2815 | 0.8491 | | 0.0005 | 174.0 | 4176 | 1.0808 | 0.2568 | 0.3333 | 0.2901 | 0.8486 | | 0.0004 | 175.0 | 4200 | 1.0867 | 0.2639 | 0.3333 | 0.2946 | 0.8486 | | 0.0004 | 176.0 | 4224 | 1.0899 | 0.2754 | 0.3333 | 0.3016 | 0.8486 | | 0.0004 | 177.0 | 4248 | 1.0900 | 0.2603 | 0.3333 | 0.2923 | 0.8486 | | 0.0005 | 178.0 | 4272 | 1.0871 | 0.2754 | 0.3333 | 0.3016 | 0.8489 | | 0.0004 | 179.0 | 4296 | 1.0863 | 0.2794 | 0.3333 | 0.304 | 0.8492 | | 0.0004 | 180.0 | 4320 | 1.0892 | 0.2754 | 0.3333 | 0.3016 | 0.8493 | | 0.0004 | 181.0 | 4344 | 1.0919 | 0.2639 | 0.3333 | 0.2946 | 0.8489 | | 0.0004 | 182.0 | 4368 | 1.0933 | 0.2639 | 0.3333 | 0.2946 | 0.8490 | | 0.0004 | 183.0 | 4392 | 1.0949 | 0.2639 | 0.3333 | 0.2946 | 0.8489 | | 0.0004 | 184.0 | 4416 | 1.0953 | 0.2639 | 0.3333 | 0.2946 | 0.8489 | | 0.0004 | 185.0 | 4440 | 1.1031 | 0.2714 | 0.3333 | 0.2992 | 0.8496 | | 0.0004 | 186.0 | 4464 | 1.1049 | 0.2639 | 0.3333 | 0.2946 | 0.8494 | | 0.0004 | 187.0 | 4488 | 1.1082 | 0.2676 | 0.3333 | 0.2969 | 0.8495 | | 0.0004 | 188.0 | 4512 | 1.1091 | 0.2639 | 0.3333 | 0.2946 | 0.8494 | | 0.0004 | 189.0 | 4536 | 1.1109 | 0.2639 | 0.3333 | 0.2946 | 0.8494 | | 0.0004 | 190.0 | 4560 | 1.1119 | 0.2639 | 0.3333 | 0.2946 | 0.8494 | | 0.0004 | 191.0 | 4584 | 1.1129 | 0.2603 | 0.3333 | 0.2923 | 0.8494 | | 0.0004 | 192.0 | 4608 | 1.1139 | 0.2639 | 0.3333 | 0.2946 | 0.8494 | | 0.0005 | 193.0 | 4632 | 1.1051 | 0.2676 | 0.3333 | 0.2969 | 0.8497 | | 0.0004 | 194.0 | 4656 | 1.1037 | 0.2639 | 0.3333 | 0.2946 | 0.8495 | | 0.0004 | 195.0 | 4680 | 1.1045 | 0.2568 | 0.3333 | 0.2901 | 0.8496 | | 0.0004 | 196.0 | 4704 | 1.1052 | 0.2568 | 0.3333 | 0.2901 | 0.8496 | | 0.0004 | 197.0 | 4728 | 1.1057 | 0.2568 | 0.3333 | 0.2901 | 0.8496 | | 0.0004 | 198.0 | 4752 | 1.1057 | 0.2533 | 0.3333 | 0.2879 | 0.8497 | | 0.0004 | 199.0 | 4776 | 1.1061 | 0.2533 | 0.3333 | 0.2879 | 0.8497 | | 0.0004 | 200.0 | 4800 | 1.1061 | 0.2533 | 0.3333 | 0.2879 | 0.8498 | ### Framework versions - Transformers 4.31.0.dev0 - Pytorch 2.0.0 - Datasets 2.1.0 - Tokenizers 0.13.3