--- license: apache-2.0 base_model: PekingU/rtdetr_r50vd_coco_o365 tags: - generated_from_trainer model-index: - name: law-game-replace-finetune results: [] --- # law-game-replace-finetune This model is a fine-tuned version of [PekingU/rtdetr_r50vd_coco_o365](https://huggingface.co/PekingU/rtdetr_r50vd_coco_o365) on an unknown dataset. It achieves the following results on the evaluation set: - Loss: 5.6852 - Map: 0.8547 - Map 50: 0.9219 - Map 75: 0.8855 - Map Small: 0.6003 - Map Medium: 0.6465 - Map Large: 0.9074 - Mar 1: 0.652 - Mar 10: 0.9364 - Mar 100: 0.9452 - Mar Small: 0.779 - Mar Medium: 0.924 - Mar Large: 0.9818 - Map Evidence: -1.0 - Mar 100 Evidence: -1.0 - Map Ambulance: 1.0 - Mar 100 Ambulance: 1.0 - Map Artificial Target: 0.8084 - Mar 100 Artificial Target: 0.8727 - Map Cartridge: 0.9022 - Mar 100 Cartridge: 0.9681 - Map Gun: 0.7068 - Mar 100 Gun: 0.9667 - Map Knife: 0.7732 - Mar 100 Knife: 0.9111 - Map Police: 0.9573 - Mar 100 Police: 0.9818 - Map Traffic: 0.835 - Mar 100 Traffic: 0.9162 ## 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: 5e-05 - train_batch_size: 16 - eval_batch_size: 8 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_steps: 300 - num_epochs: 50 ### Training results | Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Evidence | Mar 100 Evidence | Map Ambulance | Mar 100 Ambulance | Map Artificial Target | Mar 100 Artificial Target | Map Cartridge | Mar 100 Cartridge | Map Gun | Mar 100 Gun | Map Knife | Mar 100 Knife | Map Police | Mar 100 Police | Map Traffic | Mar 100 Traffic | |:-------------:|:-----:|:----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:------------:|:----------------:|:-------------:|:-----------------:|:---------------------:|:-------------------------:|:-------------:|:-----------------:|:-------:|:-----------:|:---------:|:-------------:|:----------:|:--------------:|:-----------:|:---------------:| | No log | 1.0 | 35 | 134.6829 | 0.0007 | 0.0015 | 0.0001 | 0.0 | 0.0001 | 0.0025 | 0.0014 | 0.0168 | 0.0462 | 0.0 | 0.0686 | 0.0457 | -1.0 | -1.0 | 0.0 | 0.0 | 0.0 | 0.0023 | 0.0033 | 0.0203 | 0.0 | 0.0407 | 0.0001 | 0.1667 | 0.0009 | 0.0909 | 0.0004 | 0.0027 | | No log | 2.0 | 70 | 65.3809 | 0.0021 | 0.0028 | 0.0022 | 0.0001 | 0.0003 | 0.0074 | 0.0229 | 0.0958 | 0.167 | 0.095 | 0.3103 | 0.1895 | -1.0 | -1.0 | 0.0 | 0.0 | 0.0 | 0.0114 | 0.0 | 0.0203 | 0.0002 | 0.2444 | 0.0007 | 0.4185 | 0.007 | 0.3364 | 0.0064 | 0.1378 | | No log | 3.0 | 105 | 35.8052 | 0.0174 | 0.0218 | 0.0181 | 0.0018 | 0.0208 | 0.0403 | 0.1026 | 0.3488 | 0.4766 | 0.2068 | 0.3434 | 0.5788 | -1.0 | -1.0 | 0.002 | 0.6 | 0.0299 | 0.5614 | 0.0465 | 0.4087 | 0.0025 | 0.4889 | 0.0087 | 0.6963 | 0.0043 | 0.3727 | 0.0275 | 0.2081 | | No log | 4.0 | 140 | 25.0458 | 0.1381 | 0.1523 | 0.1431 | 0.0303 | 0.1563 | 0.182 | 0.3056 | 0.7303 | 0.8222 | 0.3066 | 0.7579 | 0.9116 | -1.0 | -1.0 | 0.0486 | 0.99 | 0.1396 | 0.8114 | 0.5183 | 0.9478 | 0.0069 | 0.6519 | 0.1362 | 0.8556 | 0.0466 | 0.9909 | 0.0704 | 0.5081 | | No log | 5.0 | 175 | 17.7820 | 0.3449 | 0.3761 | 0.3616 | 0.1626 | 0.3378 | 0.4356 | 0.4732 | 0.8209 | 0.8887 | 0.5946 | 0.834 | 0.9595 | -1.0 | -1.0 | 0.049 | 0.99 | 0.5783 | 0.8307 | 0.7758 | 0.9507 | 0.0242 | 0.8519 | 0.3644 | 0.8889 | 0.4966 | 0.9909 | 0.1259 | 0.7176 | | No log | 6.0 | 210 | 12.9410 | 0.5642 | 0.6087 | 0.5938 | 0.2533 | 0.4341 | 0.6233 | 0.5662 | 0.8824 | 0.9137 | 0.6323 | 0.8828 | 0.9676 | -1.0 | -1.0 | 0.522 | 0.99 | 0.5584 | 0.8205 | 0.8377 | 0.9754 | 0.2365 | 0.8889 | 0.6276 | 0.9 | 0.907 | 0.9818 | 0.2599 | 0.8392 | | No log | 7.0 | 245 | 10.9532 | 0.621 | 0.6648 | 0.6501 | 0.2326 | 0.5144 | 0.7328 | 0.557 | 0.8817 | 0.9294 | 0.7018 | 0.9104 | 0.9762 | -1.0 | -1.0 | 0.8543 | 0.99 | 0.7325 | 0.8534 | 0.8209 | 0.9783 | 0.1195 | 0.9148 | 0.4129 | 0.9222 | 0.8795 | 0.9727 | 0.527 | 0.8743 | | No log | 8.0 | 280 | 10.0540 | 0.5983 | 0.6382 | 0.6263 | 0.2675 | 0.4634 | 0.7109 | 0.5338 | 0.8619 | 0.8908 | 0.7047 | 0.8926 | 0.9389 | -1.0 | -1.0 | 0.6275 | 0.99 | 0.7514 | 0.8477 | 0.8526 | 0.9739 | 0.3547 | 0.937 | 0.5777 | 0.9185 | 0.5453 | 0.7091 | 0.4788 | 0.8595 | | No log | 9.0 | 315 | 9.1369 | 0.7135 | 0.7584 | 0.7387 | 0.3085 | 0.5685 | 0.8728 | 0.602 | 0.9018 | 0.9292 | 0.708 | 0.7784 | 0.9823 | -1.0 | -1.0 | 0.9209 | 0.99 | 0.7616 | 0.833 | 0.8367 | 0.9681 | 0.258 | 0.9037 | 0.7433 | 0.9296 | 0.9341 | 0.9909 | 0.54 | 0.8892 | | No log | 10.0 | 350 | 8.3330 | 0.7455 | 0.7925 | 0.7791 | 0.3892 | 0.5906 | 0.8393 | 0.6105 | 0.9109 | 0.9418 | 0.7521 | 0.8131 | 0.9867 | -1.0 | -1.0 | 0.8772 | 0.99 | 0.7901 | 0.8602 | 0.8873 | 0.9797 | 0.4403 | 0.9407 | 0.6274 | 0.9259 | 0.884 | 0.9909 | 0.7124 | 0.9054 | | No log | 11.0 | 385 | 7.8064 | 0.7386 | 0.7829 | 0.7659 | 0.386 | 0.5855 | 0.8299 | 0.598 | 0.9136 | 0.9447 | 0.7716 | 0.8992 | 0.9875 | -1.0 | -1.0 | 0.9646 | 0.99 | 0.797 | 0.8773 | 0.8289 | 0.9739 | 0.2469 | 0.9593 | 0.6911 | 0.9148 | 0.9411 | 0.9909 | 0.7008 | 0.9068 | | No log | 12.0 | 420 | 7.3854 | 0.7433 | 0.7883 | 0.7675 | 0.4603 | 0.5849 | 0.8471 | 0.6029 | 0.9147 | 0.9389 | 0.7745 | 0.8155 | 0.9831 | -1.0 | -1.0 | 0.9646 | 0.99 | 0.8199 | 0.8602 | 0.7835 | 0.9754 | 0.2672 | 0.9222 | 0.6356 | 0.9296 | 0.9685 | 0.9909 | 0.7639 | 0.9041 | | No log | 13.0 | 455 | 7.1834 | 0.7809 | 0.8401 | 0.7988 | 0.4502 | 0.6114 | 0.8633 | 0.6232 | 0.9163 | 0.9319 | 0.7806 | 0.814 | 0.9751 | -1.0 | -1.0 | 0.9495 | 0.99 | 0.7535 | 0.8625 | 0.8276 | 0.9725 | 0.5165 | 0.8963 | 0.7709 | 0.9259 | 0.8929 | 0.9818 | 0.7556 | 0.8946 | | No log | 14.0 | 490 | 6.9868 | 0.7827 | 0.8428 | 0.8038 | 0.4806 | 0.6204 | 0.8808 | 0.6146 | 0.918 | 0.9335 | 0.7759 | 0.7932 | 0.9763 | -1.0 | -1.0 | 0.8188 | 0.99 | 0.8202 | 0.8727 | 0.8257 | 0.9551 | 0.5485 | 0.9074 | 0.7324 | 0.9222 | 0.9589 | 0.9909 | 0.7743 | 0.8959 | | 32.4583 | 15.0 | 525 | 6.9190 | 0.7805 | 0.8338 | 0.8066 | 0.4936 | 0.595 | 0.8772 | 0.6148 | 0.9272 | 0.9467 | 0.7756 | 0.9095 | 0.9864 | -1.0 | -1.0 | 0.912 | 0.99 | 0.7913 | 0.8557 | 0.8613 | 0.9855 | 0.5283 | 0.963 | 0.6932 | 0.9296 | 0.8962 | 0.9909 | 0.7809 | 0.9122 | | 32.4583 | 16.0 | 560 | 7.0608 | 0.7653 | 0.8279 | 0.7837 | 0.5397 | 0.5975 | 0.838 | 0.6004 | 0.9049 | 0.9226 | 0.7743 | 0.8751 | 0.9682 | -1.0 | -1.0 | 0.9569 | 0.99 | 0.7921 | 0.8455 | 0.7774 | 0.9174 | 0.4303 | 0.9 | 0.6478 | 0.9185 | 0.9515 | 0.9909 | 0.8008 | 0.8959 | | 32.4583 | 17.0 | 595 | 6.5305 | 0.7648 | 0.8275 | 0.7858 | 0.4759 | 0.6282 | 0.866 | 0.6017 | 0.919 | 0.9327 | 0.7467 | 0.8837 | 0.977 | -1.0 | -1.0 | 0.982 | 0.99 | 0.8007 | 0.8648 | 0.8692 | 0.971 | 0.2549 | 0.9296 | 0.7184 | 0.9 | 0.9133 | 0.9818 | 0.8148 | 0.8919 | | 32.4583 | 18.0 | 630 | 6.3597 | 0.7757 | 0.837 | 0.8076 | 0.5064 | 0.6482 | 0.863 | 0.5974 | 0.9229 | 0.9362 | 0.7693 | 0.8368 | 0.9779 | -1.0 | -1.0 | 0.8771 | 1.0 | 0.8099 | 0.867 | 0.9032 | 0.9696 | 0.2876 | 0.9222 | 0.7655 | 0.9074 | 0.9522 | 0.9818 | 0.8346 | 0.9054 | | 32.4583 | 19.0 | 665 | 6.2977 | 0.8016 | 0.8679 | 0.8317 | 0.5793 | 0.6589 | 0.8646 | 0.6006 | 0.9256 | 0.9403 | 0.7879 | 0.9265 | 0.9749 | -1.0 | -1.0 | 0.9534 | 0.99 | 0.8131 | 0.8739 | 0.9071 | 0.9725 | 0.4297 | 0.9407 | 0.7494 | 0.9185 | 0.9567 | 0.9909 | 0.8015 | 0.8959 | | 32.4583 | 20.0 | 700 | 6.2690 | 0.7843 | 0.8443 | 0.8135 | 0.5068 | 0.6505 | 0.887 | 0.6166 | 0.9212 | 0.9362 | 0.7759 | 0.8952 | 0.9767 | -1.0 | -1.0 | 0.9725 | 0.99 | 0.8173 | 0.8739 | 0.8936 | 0.9812 | 0.3364 | 0.9296 | 0.7669 | 0.9037 | 0.9347 | 0.9818 | 0.7686 | 0.8932 | | 32.4583 | 21.0 | 735 | 6.3902 | 0.8137 | 0.8806 | 0.8417 | 0.7055 | 0.6578 | 0.8776 | 0.6087 | 0.9276 | 0.9445 | 0.7868 | 0.9097 | 0.9828 | -1.0 | -1.0 | 0.9807 | 0.99 | 0.8096 | 0.8739 | 0.9099 | 0.9696 | 0.5614 | 0.9741 | 0.6762 | 0.9074 | 0.9398 | 0.9909 | 0.8186 | 0.9054 | | 32.4583 | 22.0 | 770 | 6.5328 | 0.8196 | 0.8927 | 0.8492 | 0.5932 | 0.626 | 0.876 | 0.6229 | 0.9181 | 0.9309 | 0.785 | 0.8935 | 0.9673 | -1.0 | -1.0 | 0.9881 | 0.99 | 0.8162 | 0.8705 | 0.8924 | 0.9638 | 0.6492 | 0.9333 | 0.7485 | 0.8704 | 0.8867 | 0.9818 | 0.7563 | 0.9068 | | 32.4583 | 23.0 | 805 | 6.2433 | 0.8291 | 0.8944 | 0.8509 | 0.5805 | 0.6343 | 0.9025 | 0.64 | 0.9191 | 0.9392 | 0.8098 | 0.8845 | 0.981 | -1.0 | -1.0 | 1.0 | 1.0 | 0.8052 | 0.8705 | 0.9029 | 0.9623 | 0.5827 | 0.9333 | 0.7635 | 0.9222 | 0.9357 | 0.9818 | 0.8135 | 0.9041 | | 32.4583 | 24.0 | 840 | 6.1554 | 0.8171 | 0.885 | 0.8449 | 0.6088 | 0.6328 | 0.8923 | 0.6174 | 0.9203 | 0.9316 | 0.7746 | 0.782 | 0.976 | -1.0 | -1.0 | 1.0 | 1.0 | 0.8049 | 0.8727 | 0.878 | 0.9667 | 0.5197 | 0.9148 | 0.75 | 0.8889 | 0.9508 | 0.9818 | 0.8159 | 0.8959 | | 32.4583 | 25.0 | 875 | 5.9349 | 0.8258 | 0.8844 | 0.8498 | 0.6153 | 0.6481 | 0.8945 | 0.6112 | 0.9268 | 0.9361 | 0.7883 | 0.7972 | 0.9813 | -1.0 | -1.0 | 1.0 | 1.0 | 0.8164 | 0.8795 | 0.9086 | 0.9565 | 0.4921 | 0.9185 | 0.7741 | 0.9185 | 0.9465 | 0.9727 | 0.8429 | 0.9068 | | 32.4583 | 26.0 | 910 | 6.3160 | 0.7895 | 0.8497 | 0.8183 | 0.5915 | 0.6343 | 0.8686 | 0.6264 | 0.9223 | 0.9318 | 0.7793 | 0.8842 | 0.9716 | -1.0 | -1.0 | 0.9497 | 0.99 | 0.7948 | 0.867 | 0.859 | 0.9493 | 0.3445 | 0.9333 | 0.7677 | 0.9 | 0.968 | 0.9818 | 0.8428 | 0.9014 | | 32.4583 | 27.0 | 945 | 6.4135 | 0.8095 | 0.8772 | 0.838 | 0.5667 | 0.6294 | 0.876 | 0.6148 | 0.9118 | 0.9303 | 0.7603 | 0.876 | 0.9693 | -1.0 | -1.0 | 0.9317 | 0.98 | 0.8026 | 0.8648 | 0.8146 | 0.9246 | 0.5762 | 0.9481 | 0.7626 | 0.9111 | 0.9675 | 0.9818 | 0.8115 | 0.9014 | | 32.4583 | 28.0 | 980 | 5.8669 | 0.8351 | 0.8972 | 0.8582 | 0.6038 | 0.6358 | 0.8918 | 0.6464 | 0.928 | 0.9365 | 0.795 | 0.8915 | 0.9783 | -1.0 | -1.0 | 0.9752 | 0.99 | 0.821 | 0.8739 | 0.8749 | 0.9754 | 0.6426 | 0.9444 | 0.7537 | 0.8741 | 0.9634 | 0.9909 | 0.8152 | 0.9068 | | 5.1898 | 29.0 | 1015 | 5.9247 | 0.86 | 0.9246 | 0.882 | 0.6164 | 0.6296 | 0.9322 | 0.6408 | 0.9206 | 0.9326 | 0.7759 | 0.8898 | 0.9781 | -1.0 | -1.0 | 0.991 | 1.0 | 0.8174 | 0.8636 | 0.8344 | 0.9174 | 0.7097 | 0.9333 | 0.8459 | 0.9259 | 0.9812 | 0.9909 | 0.8404 | 0.8973 | | 5.1898 | 30.0 | 1050 | 5.9808 | 0.8348 | 0.9006 | 0.8552 | 0.5928 | 0.6299 | 0.8899 | 0.6409 | 0.9203 | 0.928 | 0.7853 | 0.7907 | 0.9711 | -1.0 | -1.0 | 0.9901 | 0.99 | 0.8064 | 0.8693 | 0.8471 | 0.9449 | 0.7043 | 0.9222 | 0.7611 | 0.9 | 0.9621 | 0.9818 | 0.7727 | 0.8878 | | 5.1898 | 31.0 | 1085 | 5.9738 | 0.8511 | 0.9076 | 0.8774 | 0.5968 | 0.6397 | 0.9095 | 0.644 | 0.9194 | 0.9335 | 0.7835 | 0.8017 | 0.9779 | -1.0 | -1.0 | 0.9835 | 1.0 | 0.8134 | 0.8739 | 0.8661 | 0.9362 | 0.744 | 0.9222 | 0.7586 | 0.9296 | 0.9647 | 0.9727 | 0.8277 | 0.9 | | 5.1898 | 32.0 | 1120 | 6.0519 | 0.8567 | 0.9245 | 0.8833 | 0.6084 | 0.6568 | 0.9083 | 0.6565 | 0.9215 | 0.9332 | 0.7877 | 0.8841 | 0.9733 | -1.0 | -1.0 | 0.982 | 0.99 | 0.8148 | 0.8682 | 0.8808 | 0.9681 | 0.7649 | 0.9333 | 0.7794 | 0.8926 | 0.9557 | 0.9818 | 0.8196 | 0.8986 | | 5.1898 | 33.0 | 1155 | 5.8607 | 0.8556 | 0.9226 | 0.8835 | 0.6277 | 0.6905 | 0.9001 | 0.6521 | 0.926 | 0.9366 | 0.7708 | 0.9035 | 0.9755 | -1.0 | -1.0 | 1.0 | 1.0 | 0.7983 | 0.8693 | 0.8764 | 0.9609 | 0.7527 | 0.9444 | 0.7659 | 0.8889 | 0.9675 | 0.9818 | 0.8285 | 0.9108 | | 5.1898 | 34.0 | 1190 | 5.7650 | 0.851 | 0.9163 | 0.8812 | 0.5894 | 0.6515 | 0.9045 | 0.6564 | 0.9253 | 0.9367 | 0.7932 | 0.8781 | 0.9762 | -1.0 | -1.0 | 1.0 | 1.0 | 0.7983 | 0.875 | 0.8831 | 0.9609 | 0.667 | 0.9444 | 0.7993 | 0.8852 | 0.9675 | 0.9818 | 0.842 | 0.9095 | | 5.1898 | 35.0 | 1225 | 5.6566 | 0.8525 | 0.9147 | 0.8784 | 0.5964 | 0.6244 | 0.905 | 0.6486 | 0.9316 | 0.9414 | 0.7726 | 0.9147 | 0.9757 | -1.0 | -1.0 | 0.9772 | 1.0 | 0.8076 | 0.8682 | 0.9067 | 0.9667 | 0.6843 | 0.9407 | 0.7884 | 0.9074 | 0.9812 | 0.9909 | 0.8225 | 0.9162 | | 5.1898 | 36.0 | 1260 | 5.7578 | 0.8626 | 0.9252 | 0.89 | 0.6101 | 0.6392 | 0.9241 | 0.6555 | 0.9323 | 0.9426 | 0.785 | 0.9145 | 0.9808 | -1.0 | -1.0 | 0.9835 | 1.0 | 0.8056 | 0.8636 | 0.8808 | 0.9696 | 0.7216 | 0.963 | 0.8373 | 0.9074 | 0.9812 | 0.9909 | 0.8284 | 0.9041 | | 5.1898 | 37.0 | 1295 | 5.7752 | 0.8529 | 0.9132 | 0.8854 | 0.6004 | 0.6418 | 0.9072 | 0.6458 | 0.9251 | 0.9412 | 0.7632 | 0.9092 | 0.9834 | -1.0 | -1.0 | 0.9772 | 1.0 | 0.8062 | 0.8693 | 0.8795 | 0.9594 | 0.7218 | 0.9407 | 0.7752 | 0.9222 | 0.9652 | 0.9818 | 0.8453 | 0.9149 | | 5.1898 | 38.0 | 1330 | 5.8527 | 0.854 | 0.9169 | 0.8842 | 0.6171 | 0.6414 | 0.9136 | 0.6539 | 0.9288 | 0.9456 | 0.7921 | 0.9069 | 0.9876 | -1.0 | -1.0 | 0.991 | 1.0 | 0.8115 | 0.8773 | 0.8773 | 0.9652 | 0.6804 | 0.9667 | 0.8167 | 0.9185 | 0.9651 | 0.9818 | 0.8358 | 0.9095 | | 5.1898 | 39.0 | 1365 | 5.6796 | 0.864 | 0.9314 | 0.8903 | 0.6112 | 0.6373 | 0.9218 | 0.6476 | 0.9308 | 0.9413 | 0.7787 | 0.9145 | 0.9782 | -1.0 | -1.0 | 1.0 | 1.0 | 0.8099 | 0.8705 | 0.9009 | 0.9652 | 0.706 | 0.9556 | 0.8127 | 0.8963 | 0.9812 | 0.9909 | 0.8375 | 0.9108 | | 5.1898 | 40.0 | 1400 | 5.6425 | 0.8536 | 0.9205 | 0.8835 | 0.6029 | 0.6507 | 0.9146 | 0.6521 | 0.9329 | 0.9418 | 0.7882 | 0.9185 | 0.9792 | -1.0 | -1.0 | 0.9772 | 1.0 | 0.8058 | 0.8716 | 0.909 | 0.9696 | 0.6723 | 0.9593 | 0.7884 | 0.9074 | 0.9647 | 0.9727 | 0.8578 | 0.9122 | | 5.1898 | 41.0 | 1435 | 5.6851 | 0.8526 | 0.9164 | 0.8808 | 0.6038 | 0.6471 | 0.916 | 0.6569 | 0.9325 | 0.9399 | 0.7945 | 0.9122 | 0.9793 | -1.0 | -1.0 | 1.0 | 1.0 | 0.8085 | 0.875 | 0.923 | 0.9754 | 0.6399 | 0.9407 | 0.7996 | 0.9037 | 0.9738 | 0.9818 | 0.8236 | 0.9027 | | 5.1898 | 42.0 | 1470 | 5.6092 | 0.864 | 0.9291 | 0.893 | 0.6087 | 0.6473 | 0.9309 | 0.652 | 0.9334 | 0.9418 | 0.7832 | 0.9139 | 0.9805 | -1.0 | -1.0 | 1.0 | 1.0 | 0.8058 | 0.8705 | 0.9203 | 0.9681 | 0.6728 | 0.9667 | 0.8363 | 0.9 | 0.9647 | 0.9727 | 0.8484 | 0.9149 | | 4.0823 | 43.0 | 1505 | 5.4824 | 0.8709 | 0.9372 | 0.8972 | 0.6011 | 0.6472 | 0.937 | 0.6562 | 0.9342 | 0.9434 | 0.7777 | 0.9143 | 0.9847 | -1.0 | -1.0 | 1.0 | 1.0 | 0.8119 | 0.8705 | 0.9112 | 0.9652 | 0.721 | 0.963 | 0.8411 | 0.9222 | 0.9652 | 0.9818 | 0.846 | 0.9014 | | 4.0823 | 44.0 | 1540 | 5.5914 | 0.8642 | 0.9316 | 0.8912 | 0.6061 | 0.6487 | 0.9302 | 0.6586 | 0.9353 | 0.9424 | 0.7779 | 0.9139 | 0.9826 | -1.0 | -1.0 | 0.991 | 1.0 | 0.8078 | 0.8693 | 0.9284 | 0.971 | 0.6971 | 0.9667 | 0.8299 | 0.9037 | 0.9654 | 0.9818 | 0.8299 | 0.9041 | | 4.0823 | 45.0 | 1575 | 5.6331 | 0.86 | 0.9296 | 0.8902 | 0.6114 | 0.6418 | 0.9152 | 0.6456 | 0.9336 | 0.9419 | 0.7856 | 0.9124 | 0.9809 | -1.0 | -1.0 | 1.0 | 1.0 | 0.8105 | 0.8773 | 0.9199 | 0.9696 | 0.7093 | 0.9593 | 0.7953 | 0.9 | 0.9653 | 0.9818 | 0.82 | 0.9054 | | 4.0823 | 46.0 | 1610 | 5.6049 | 0.8607 | 0.9295 | 0.889 | 0.6164 | 0.6419 | 0.9181 | 0.6484 | 0.9316 | 0.9404 | 0.7568 | 0.9149 | 0.9799 | -1.0 | -1.0 | 0.991 | 1.0 | 0.8076 | 0.8716 | 0.9103 | 0.971 | 0.7084 | 0.9556 | 0.8046 | 0.9 | 0.9647 | 0.9727 | 0.838 | 0.9122 | | 4.0823 | 47.0 | 1645 | 5.6549 | 0.8492 | 0.9148 | 0.8762 | 0.6114 | 0.6449 | 0.9051 | 0.6431 | 0.9325 | 0.9427 | 0.7934 | 0.9172 | 0.9801 | -1.0 | -1.0 | 0.9835 | 1.0 | 0.8064 | 0.8773 | 0.9207 | 0.9667 | 0.6572 | 0.963 | 0.7851 | 0.9074 | 0.9647 | 0.9727 | 0.8268 | 0.9122 | | 4.0823 | 48.0 | 1680 | 5.5983 | 0.858 | 0.926 | 0.8891 | 0.6136 | 0.6419 | 0.9136 | 0.6499 | 0.9324 | 0.9438 | 0.7845 | 0.9192 | 0.9812 | -1.0 | -1.0 | 0.9835 | 1.0 | 0.8059 | 0.8739 | 0.9212 | 0.971 | 0.7215 | 0.963 | 0.773 | 0.9037 | 0.9589 | 0.9818 | 0.8419 | 0.9135 | | 4.0823 | 49.0 | 1715 | 5.6368 | 0.8556 | 0.9223 | 0.8844 | 0.6091 | 0.6486 | 0.9069 | 0.6488 | 0.9349 | 0.9438 | 0.7895 | 0.9236 | 0.979 | -1.0 | -1.0 | 0.991 | 1.0 | 0.81 | 0.8739 | 0.9161 | 0.9696 | 0.7073 | 0.963 | 0.7632 | 0.9074 | 0.9577 | 0.9727 | 0.8439 | 0.9203 | | 4.0823 | 50.0 | 1750 | 5.6852 | 0.8547 | 0.9219 | 0.8855 | 0.6003 | 0.6465 | 0.9074 | 0.652 | 0.9364 | 0.9452 | 0.779 | 0.924 | 0.9818 | -1.0 | -1.0 | 1.0 | 1.0 | 0.8084 | 0.8727 | 0.9022 | 0.9681 | 0.7068 | 0.9667 | 0.7732 | 0.9111 | 0.9573 | 0.9818 | 0.835 | 0.9162 | ### Framework versions - Transformers 4.44.0.dev0 - Pytorch 2.3.1+cu121 - Tokenizers 0.19.1