--- license: mit tags: - generated_from_trainer datasets: - xtreme metrics: - f1 - precision - recall - accuracy model-index: - name: xlm-roberta-base-finetuned-panx-en results: - task: name: Token Classification type: token-classification dataset: name: xtreme type: xtreme config: PAN-X.en split: validation args: PAN-X.en metrics: - name: F1 type: f1 value: 0.8236654056326187 - name: Precision type: precision value: 0.8163449520899875 - name: Recall type: recall value: 0.8311183373391772 - name: Accuracy type: accuracy value: 0.8236654056326187 --- # xlm-roberta-base-finetuned-panx-en This model is a fine-tuned version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) on the xtreme dataset. It achieves the following results on the evaluation set: - Loss: 0.2487 - F1: 0.8237 - Precision: 0.8163 - Recall: 0.8311 - Accuracy: 0.8237 - Classification Report: precision recall f1-score support LOC 0.85 0.85 0.85 4834 ORG 0.78 0.74 0.76 4677 PER 0.89 0.89 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 ## 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: 24 - eval_batch_size: 24 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 3 ### Training results | Training Loss | Epoch | Step | Validation Loss | F1 | Precision | Recall | Accuracy | Classification Report | |:-------------:|:-----:|:----:|:---------------:|:------:|:---------:|:------:|:--------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:| | 1.2644 | 0.03 | 24 | 0.8175 | 0.4212 | 0.3696 | 0.4897 | 0.4212 | precision recall f1-score support LOC 0.28 0.18 0.22 4834 ORG 0.39 0.15 0.22 4677 PER 0.66 0.72 0.69 4635 micro avg 0.49 0.35 0.41 14146 macro avg 0.44 0.35 0.38 14146 weighted avg 0.44 0.35 0.37 14146 | | 0.7209 | 0.06 | 48 | 0.5633 | 0.4817 | 0.4190 | 0.5665 | 0.4817 | precision recall f1-score support LOC 0.35 0.49 0.41 4834 ORG 0.47 0.51 0.49 4677 PER 0.77 0.69 0.73 4635 micro avg 0.50 0.56 0.53 14146 macro avg 0.53 0.57 0.54 14146 weighted avg 0.53 0.56 0.54 14146 | | 0.5951 | 0.09 | 72 | 0.4670 | 0.6059 | 0.5588 | 0.6617 | 0.6059 | precision recall f1-score support LOC 0.60 0.63 0.61 4834 ORG 0.57 0.51 0.54 4677 PER 0.74 0.81 0.78 4635 micro avg 0.64 0.65 0.65 14146 macro avg 0.64 0.65 0.64 14146 weighted avg 0.64 0.65 0.64 14146 | | 0.4475 | 0.12 | 96 | 0.4425 | 0.6659 | 0.6336 | 0.7016 | 0.6659 | precision recall f1-score support LOC 0.65 0.75 0.70 4834 ORG 0.65 0.51 0.57 4677 PER 0.80 0.82 0.81 4635 micro avg 0.70 0.70 0.70 14146 macro avg 0.70 0.70 0.69 14146 weighted avg 0.70 0.70 0.69 14146 | | 0.4978 | 0.14 | 120 | 0.4469 | 0.6375 | 0.5930 | 0.6892 | 0.6375 | precision recall f1-score support LOC 0.66 0.68 0.67 4834 ORG 0.60 0.52 0.56 4677 PER 0.72 0.85 0.78 4635 micro avg 0.66 0.68 0.67 14146 macro avg 0.66 0.68 0.67 14146 weighted avg 0.66 0.68 0.67 14146 | | 0.4383 | 0.17 | 144 | 0.4093 | 0.7003 | 0.6668 | 0.7374 | 0.7003 | precision recall f1-score support LOC 0.75 0.71 0.73 4834 ORG 0.61 0.63 0.62 4677 PER 0.77 0.86 0.81 4635 micro avg 0.71 0.73 0.72 14146 macro avg 0.71 0.73 0.72 14146 weighted avg 0.71 0.73 0.72 14146 | | 0.4148 | 0.2 | 168 | 0.3688 | 0.7122 | 0.6877 | 0.7387 | 0.7122 | precision recall f1-score support LOC 0.71 0.74 0.73 4834 ORG 0.66 0.64 0.65 4677 PER 0.86 0.81 0.84 4635 micro avg 0.74 0.73 0.74 14146 macro avg 0.74 0.73 0.74 14146 weighted avg 0.74 0.73 0.74 14146 | | 0.4513 | 0.23 | 192 | 0.3700 | 0.7236 | 0.7081 | 0.7397 | 0.7236 | precision recall f1-score support LOC 0.78 0.71 0.74 4834 ORG 0.66 0.63 0.64 4677 PER 0.84 0.85 0.84 4635 micro avg 0.76 0.73 0.74 14146 macro avg 0.76 0.73 0.74 14146 weighted avg 0.76 0.73 0.74 14146 | | 0.3786 | 0.26 | 216 | 0.3666 | 0.7304 | 0.7125 | 0.7493 | 0.7304 | precision recall f1-score support LOC 0.74 0.80 0.77 4834 ORG 0.67 0.61 0.64 4677 PER 0.88 0.81 0.84 4635 micro avg 0.76 0.74 0.75 14146 macro avg 0.77 0.74 0.75 14146 weighted avg 0.77 0.74 0.75 14146 | | 0.425 | 0.29 | 240 | 0.3652 | 0.7046 | 0.6874 | 0.7227 | 0.7046 | precision recall f1-score support LOC 0.74 0.72 0.73 4834 ORG 0.64 0.58 0.61 4677 PER 0.83 0.86 0.84 4635 micro avg 0.74 0.72 0.73 14146 macro avg 0.74 0.72 0.73 14146 weighted avg 0.74 0.72 0.73 14146 | | 0.4014 | 0.32 | 264 | 0.3438 | 0.7246 | 0.6964 | 0.7552 | 0.7246 | precision recall f1-score support LOC 0.75 0.75 0.75 4834 ORG 0.70 0.63 0.66 4677 PER 0.80 0.86 0.83 4635 micro avg 0.75 0.75 0.75 14146 macro avg 0.75 0.75 0.75 14146 weighted avg 0.75 0.75 0.75 14146 | | 0.3789 | 0.35 | 288 | 0.3533 | 0.7208 | 0.6922 | 0.7519 | 0.7208 | precision recall f1-score support LOC 0.78 0.72 0.75 4834 ORG 0.65 0.66 0.65 4677 PER 0.77 0.86 0.81 4635 micro avg 0.73 0.75 0.74 14146 macro avg 0.73 0.75 0.74 14146 weighted avg 0.73 0.75 0.74 14146 | | 0.4032 | 0.37 | 312 | 0.3567 | 0.7252 | 0.7125 | 0.7383 | 0.7252 | precision recall f1-score support LOC 0.74 0.73 0.74 4834 ORG 0.67 0.62 0.64 4677 PER 0.88 0.84 0.86 4635 micro avg 0.77 0.73 0.75 14146 macro avg 0.77 0.73 0.75 14146 weighted avg 0.76 0.73 0.75 14146 | | 0.371 | 0.4 | 336 | 0.3282 | 0.7433 | 0.7255 | 0.7620 | 0.7433 | precision recall f1-score support LOC 0.78 0.77 0.77 4834 ORG 0.71 0.64 0.67 4677 PER 0.88 0.85 0.86 4635 micro avg 0.79 0.75 0.77 14146 macro avg 0.79 0.75 0.77 14146 weighted avg 0.79 0.75 0.77 14146 | | 0.3397 | 0.43 | 360 | 0.3304 | 0.7522 | 0.7312 | 0.7745 | 0.7522 | precision recall f1-score support LOC 0.83 0.76 0.80 4834 ORG 0.65 0.68 0.67 4677 PER 0.84 0.87 0.86 4635 micro avg 0.77 0.77 0.77 14146 macro avg 0.78 0.77 0.77 14146 weighted avg 0.78 0.77 0.77 14146 | | 0.3871 | 0.46 | 384 | 0.3244 | 0.7427 | 0.7160 | 0.7715 | 0.7427 | precision recall f1-score support LOC 0.79 0.77 0.78 4834 ORG 0.67 0.67 0.67 4677 PER 0.83 0.86 0.85 4635 micro avg 0.76 0.77 0.77 14146 macro avg 0.76 0.77 0.77 14146 weighted avg 0.76 0.77 0.77 14146 | | 0.3461 | 0.49 | 408 | 0.3284 | 0.7520 | 0.7298 | 0.7756 | 0.7520 | precision recall f1-score support LOC 0.77 0.81 0.79 4834 ORG 0.69 0.64 0.66 4677 PER 0.83 0.87 0.85 4635 micro avg 0.77 0.77 0.77 14146 macro avg 0.77 0.77 0.77 14146 weighted avg 0.77 0.77 0.77 14146 | | 0.3504 | 0.52 | 432 | 0.3049 | 0.7574 | 0.7418 | 0.7737 | 0.7574 | precision recall f1-score support LOC 0.79 0.80 0.79 4834 ORG 0.70 0.67 0.68 4677 PER 0.87 0.84 0.85 4635 micro avg 0.79 0.77 0.78 14146 macro avg 0.79 0.77 0.78 14146 weighted avg 0.79 0.77 0.78 14146 | | 0.3387 | 0.55 | 456 | 0.3178 | 0.7717 | 0.7537 | 0.7906 | 0.7717 | precision recall f1-score support LOC 0.79 0.81 0.80 4834 ORG 0.70 0.71 0.71 4677 PER 0.88 0.85 0.86 4635 micro avg 0.79 0.79 0.79 14146 macro avg 0.79 0.79 0.79 14146 weighted avg 0.79 0.79 0.79 14146 | | 0.3259 | 0.58 | 480 | 0.3026 | 0.7738 | 0.7636 | 0.7843 | 0.7738 | precision recall f1-score support LOC 0.81 0.79 0.80 4834 ORG 0.73 0.67 0.70 4677 PER 0.88 0.86 0.87 4635 micro avg 0.81 0.78 0.79 14146 macro avg 0.81 0.78 0.79 14146 weighted avg 0.81 0.78 0.79 14146 | | 0.3473 | 0.6 | 504 | 0.3254 | 0.7324 | 0.7090 | 0.7574 | 0.7324 | precision recall f1-score support LOC 0.79 0.69 0.74 4834 ORG 0.65 0.70 0.67 4677 PER 0.83 0.87 0.85 4635 micro avg 0.75 0.75 0.75 14146 macro avg 0.75 0.75 0.75 14146 weighted avg 0.75 0.75 0.75 14146 | | 0.2893 | 0.63 | 528 | 0.3102 | 0.7689 | 0.7571 | 0.7810 | 0.7689 | precision recall f1-score support LOC 0.80 0.79 0.80 4834 ORG 0.69 0.67 0.68 4677 PER 0.88 0.87 0.88 4635 micro avg 0.79 0.78 0.79 14146 macro avg 0.79 0.78 0.79 14146 weighted avg 0.79 0.78 0.79 14146 | | 0.3669 | 0.66 | 552 | 0.3119 | 0.7631 | 0.7528 | 0.7737 | 0.7631 | precision recall f1-score support LOC 0.78 0.83 0.81 4834 ORG 0.72 0.60 0.65 4677 PER 0.86 0.88 0.87 4635 micro avg 0.79 0.77 0.78 14146 macro avg 0.79 0.77 0.78 14146 weighted avg 0.78 0.77 0.78 14146 | | 0.312 | 0.69 | 576 | 0.2963 | 0.7818 | 0.7734 | 0.7905 | 0.7818 | precision recall f1-score support LOC 0.81 0.80 0.81 4834 ORG 0.74 0.69 0.71 4677 PER 0.86 0.86 0.86 4635 micro avg 0.80 0.79 0.80 14146 macro avg 0.80 0.79 0.79 14146 weighted avg 0.80 0.79 0.79 14146 | | 0.297 | 0.72 | 600 | 0.3217 | 0.7542 | 0.7332 | 0.7765 | 0.7542 | precision recall f1-score support LOC 0.80 0.73 0.76 4834 ORG 0.67 0.72 0.69 4677 PER 0.84 0.88 0.86 4635 micro avg 0.77 0.77 0.77 14146 macro avg 0.77 0.78 0.77 14146 weighted avg 0.77 0.77 0.77 14146 | | 0.3095 | 0.75 | 624 | 0.3038 | 0.7732 | 0.7580 | 0.7891 | 0.7732 | precision recall f1-score support LOC 0.85 0.76 0.80 4834 ORG 0.67 0.71 0.69 4677 PER 0.86 0.88 0.87 4635 micro avg 0.79 0.78 0.79 14146 macro avg 0.79 0.79 0.79 14146 weighted avg 0.79 0.78 0.79 14146 | | 0.3514 | 0.78 | 648 | 0.2913 | 0.7794 | 0.7669 | 0.7924 | 0.7794 | precision recall f1-score support LOC 0.83 0.81 0.82 4834 ORG 0.72 0.66 0.69 4677 PER 0.86 0.89 0.87 4635 micro avg 0.81 0.79 0.80 14146 macro avg 0.80 0.79 0.79 14146 weighted avg 0.80 0.79 0.79 14146 | | 0.2824 | 0.81 | 672 | 0.3008 | 0.7813 | 0.7752 | 0.7876 | 0.7813 | precision recall f1-score support LOC 0.80 0.81 0.80 4834 ORG 0.76 0.67 0.71 4677 PER 0.85 0.87 0.86 4635 micro avg 0.81 0.78 0.79 14146 macro avg 0.80 0.78 0.79 14146 weighted avg 0.80 0.78 0.79 14146 | | 0.3203 | 0.83 | 696 | 0.2915 | 0.7807 | 0.7641 | 0.7980 | 0.7807 | precision recall f1-score support LOC 0.80 0.81 0.80 4834 ORG 0.72 0.70 0.71 4677 PER 0.86 0.87 0.87 4635 micro avg 0.80 0.79 0.80 14146 macro avg 0.80 0.79 0.80 14146 weighted avg 0.80 0.79 0.80 14146 | | 0.3089 | 0.86 | 720 | 0.2941 | 0.7838 | 0.7755 | 0.7923 | 0.7838 | precision recall f1-score support LOC 0.80 0.83 0.81 4834 ORG 0.74 0.66 0.70 4677 PER 0.87 0.87 0.87 4635 micro avg 0.81 0.79 0.80 14146 macro avg 0.81 0.79 0.79 14146 weighted avg 0.80 0.79 0.79 14146 | | 0.3174 | 0.89 | 744 | 0.2986 | 0.7770 | 0.7609 | 0.7937 | 0.7770 | precision recall f1-score support LOC 0.77 0.84 0.80 4834 ORG 0.73 0.66 0.70 4677 PER 0.87 0.86 0.86 4635 micro avg 0.79 0.79 0.79 14146 macro avg 0.79 0.79 0.79 14146 weighted avg 0.79 0.79 0.79 14146 | | 0.3264 | 0.92 | 768 | 0.2783 | 0.7788 | 0.7630 | 0.7951 | 0.7788 | precision recall f1-score support LOC 0.77 0.82 0.79 4834 ORG 0.75 0.68 0.71 4677 PER 0.86 0.88 0.87 4635 micro avg 0.79 0.79 0.79 14146 macro avg 0.79 0.79 0.79 14146 weighted avg 0.79 0.79 0.79 14146 | | 0.2815 | 0.95 | 792 | 0.2861 | 0.7848 | 0.7704 | 0.7998 | 0.7848 | precision recall f1-score support LOC 0.82 0.81 0.81 4834 ORG 0.70 0.73 0.72 4677 PER 0.88 0.85 0.86 4635 micro avg 0.80 0.80 0.80 14146 macro avg 0.80 0.80 0.80 14146 weighted avg 0.80 0.80 0.80 14146 | | 0.2895 | 0.98 | 816 | 0.2799 | 0.7842 | 0.7702 | 0.7988 | 0.7842 | precision recall f1-score support LOC 0.80 0.80 0.80 4834 ORG 0.73 0.72 0.73 4677 PER 0.90 0.87 0.88 4635 micro avg 0.81 0.79 0.80 14146 macro avg 0.81 0.79 0.80 14146 weighted avg 0.81 0.79 0.80 14146 | | 0.3023 | 1.01 | 840 | 0.2818 | 0.7876 | 0.7722 | 0.8038 | 0.7876 | precision recall f1-score support LOC 0.81 0.83 0.82 4834 ORG 0.71 0.71 0.71 4677 PER 0.88 0.86 0.87 4635 micro avg 0.80 0.80 0.80 14146 macro avg 0.80 0.80 0.80 14146 weighted avg 0.80 0.80 0.80 14146 | | 0.2358 | 1.04 | 864 | 0.2924 | 0.7836 | 0.7750 | 0.7925 | 0.7836 | precision recall f1-score support LOC 0.84 0.79 0.82 4834 ORG 0.70 0.70 0.70 4677 PER 0.88 0.88 0.88 4635 micro avg 0.81 0.79 0.80 14146 macro avg 0.81 0.79 0.80 14146 weighted avg 0.81 0.79 0.80 14146 | | 0.2819 | 1.06 | 888 | 0.2861 | 0.7761 | 0.7696 | 0.7828 | 0.7761 | precision recall f1-score support LOC 0.83 0.80 0.81 4834 ORG 0.77 0.63 0.69 4677 PER 0.81 0.91 0.85 4635 micro avg 0.81 0.78 0.79 14146 macro avg 0.80 0.78 0.79 14146 weighted avg 0.80 0.78 0.79 14146 | | 0.2692 | 1.09 | 912 | 0.2924 | 0.7756 | 0.7680 | 0.7833 | 0.7756 | precision recall f1-score support LOC 0.82 0.77 0.80 4834 ORG 0.75 0.68 0.71 4677 PER 0.82 0.89 0.85 4635 micro avg 0.80 0.78 0.79 14146 macro avg 0.80 0.78 0.79 14146 weighted avg 0.80 0.78 0.79 14146 | | 0.2478 | 1.12 | 936 | 0.2963 | 0.7833 | 0.7599 | 0.8082 | 0.7833 | precision recall f1-score support LOC 0.79 0.85 0.82 4834 ORG 0.72 0.68 0.70 4677 PER 0.87 0.88 0.87 4635 micro avg 0.79 0.80 0.80 14146 macro avg 0.79 0.80 0.80 14146 weighted avg 0.79 0.80 0.80 14146 | | 0.2557 | 1.15 | 960 | 0.2960 | 0.7783 | 0.7814 | 0.7751 | 0.7783 | precision recall f1-score support LOC 0.81 0.73 0.77 4834 ORG 0.73 0.71 0.72 4677 PER 0.89 0.88 0.89 4635 micro avg 0.81 0.77 0.79 14146 macro avg 0.81 0.77 0.79 14146 weighted avg 0.81 0.77 0.79 14146 | | 0.3003 | 1.18 | 984 | 0.2656 | 0.7862 | 0.7727 | 0.8002 | 0.7862 | precision recall f1-score support LOC 0.81 0.83 0.82 4834 ORG 0.73 0.68 0.71 4677 PER 0.88 0.87 0.87 4635 micro avg 0.81 0.80 0.80 14146 macro avg 0.81 0.80 0.80 14146 weighted avg 0.81 0.80 0.80 14146 | | 0.2254 | 1.21 | 1008 | 0.2791 | 0.8007 | 0.7890 | 0.8129 | 0.8007 | precision recall f1-score support LOC 0.83 0.82 0.82 4834 ORG 0.73 0.73 0.73 4677 PER 0.88 0.88 0.88 4635 micro avg 0.82 0.81 0.81 14146 macro avg 0.82 0.81 0.81 14146 weighted avg 0.82 0.81 0.81 14146 | | 0.2496 | 1.24 | 1032 | 0.2702 | 0.7877 | 0.7701 | 0.8062 | 0.7877 | precision recall f1-score support LOC 0.78 0.85 0.81 4834 ORG 0.74 0.68 0.71 4677 PER 0.88 0.89 0.89 4635 micro avg 0.80 0.81 0.80 14146 macro avg 0.80 0.80 0.80 14146 weighted avg 0.80 0.81 0.80 14146 | | 0.2124 | 1.27 | 1056 | 0.2888 | 0.7952 | 0.7895 | 0.8011 | 0.7952 | precision recall f1-score support LOC 0.85 0.79 0.82 4834 ORG 0.75 0.71 0.73 4677 PER 0.85 0.89 0.87 4635 micro avg 0.82 0.80 0.81 14146 macro avg 0.82 0.80 0.81 14146 weighted avg 0.82 0.80 0.81 14146 | | 0.2841 | 1.29 | 1080 | 0.2761 | 0.7946 | 0.7870 | 0.8023 | 0.7946 | precision recall f1-score support LOC 0.82 0.85 0.83 4834 ORG 0.73 0.68 0.70 4677 PER 0.89 0.87 0.88 4635 micro avg 0.82 0.80 0.81 14146 macro avg 0.81 0.80 0.81 14146 weighted avg 0.81 0.80 0.81 14146 | | 0.2517 | 1.32 | 1104 | 0.2659 | 0.8026 | 0.7909 | 0.8146 | 0.8026 | precision recall f1-score support LOC 0.81 0.84 0.82 4834 ORG 0.76 0.72 0.74 4677 PER 0.88 0.88 0.88 4635 micro avg 0.82 0.81 0.82 14146 macro avg 0.82 0.81 0.81 14146 weighted avg 0.82 0.81 0.81 14146 | | 0.2355 | 1.35 | 1128 | 0.2681 | 0.8003 | 0.7876 | 0.8134 | 0.8003 | precision recall f1-score support LOC 0.83 0.82 0.82 4834 ORG 0.75 0.72 0.74 4677 PER 0.88 0.89 0.88 4635 micro avg 0.82 0.81 0.81 14146 macro avg 0.82 0.81 0.81 14146 weighted avg 0.82 0.81 0.81 14146 | | 0.2402 | 1.38 | 1152 | 0.2701 | 0.7991 | 0.7892 | 0.8093 | 0.7991 | precision recall f1-score support LOC 0.83 0.81 0.82 4834 ORG 0.73 0.73 0.73 4677 PER 0.90 0.88 0.89 4635 micro avg 0.82 0.81 0.81 14146 macro avg 0.82 0.81 0.81 14146 weighted avg 0.82 0.81 0.81 14146 | | 0.2296 | 1.41 | 1176 | 0.2753 | 0.7946 | 0.7819 | 0.8077 | 0.7946 | precision recall f1-score support LOC 0.81 0.83 0.82 4834 ORG 0.76 0.70 0.73 4677 PER 0.86 0.88 0.87 4635 micro avg 0.81 0.81 0.81 14146 macro avg 0.81 0.81 0.81 14146 weighted avg 0.81 0.81 0.81 14146 | | 0.2453 | 1.44 | 1200 | 0.2696 | 0.8029 | 0.7912 | 0.8149 | 0.8029 | precision recall f1-score support LOC 0.84 0.82 0.83 4834 ORG 0.75 0.72 0.74 4677 PER 0.87 0.89 0.88 4635 micro avg 0.82 0.81 0.82 14146 macro avg 0.82 0.81 0.81 14146 weighted avg 0.82 0.81 0.81 14146 | | 0.2689 | 1.47 | 1224 | 0.2700 | 0.7936 | 0.7819 | 0.8056 | 0.7936 | precision recall f1-score support LOC 0.81 0.83 0.82 4834 ORG 0.76 0.70 0.73 4677 PER 0.89 0.87 0.88 4635 micro avg 0.82 0.80 0.81 14146 macro avg 0.82 0.80 0.81 14146 weighted avg 0.82 0.80 0.81 14146 | | 0.2362 | 1.5 | 1248 | 0.2705 | 0.8028 | 0.8005 | 0.8051 | 0.8028 | precision recall f1-score support LOC 0.82 0.83 0.83 4834 ORG 0.77 0.70 0.73 4677 PER 0.90 0.88 0.89 4635 micro avg 0.83 0.80 0.82 14146 macro avg 0.83 0.80 0.81 14146 weighted avg 0.83 0.80 0.81 14146 | | 0.226 | 1.53 | 1272 | 0.2642 | 0.8042 | 0.7910 | 0.8180 | 0.8042 | precision recall f1-score support LOC 0.84 0.84 0.84 4834 ORG 0.74 0.72 0.73 4677 PER 0.86 0.89 0.87 4635 micro avg 0.81 0.82 0.81 14146 macro avg 0.81 0.82 0.81 14146 weighted avg 0.81 0.82 0.81 14146 | | 0.2139 | 1.55 | 1296 | 0.2690 | 0.8013 | 0.7942 | 0.8084 | 0.8013 | precision recall f1-score support LOC 0.86 0.78 0.82 4834 ORG 0.72 0.76 0.74 4677 PER 0.88 0.88 0.88 4635 micro avg 0.82 0.81 0.81 14146 macro avg 0.82 0.81 0.81 14146 weighted avg 0.82 0.81 0.81 14146 | | 0.2744 | 1.58 | 1320 | 0.2619 | 0.7999 | 0.7841 | 0.8163 | 0.7999 | precision recall f1-score support LOC 0.84 0.81 0.82 4834 ORG 0.71 0.75 0.73 4677 PER 0.88 0.88 0.88 4635 micro avg 0.81 0.81 0.81 14146 macro avg 0.81 0.81 0.81 14146 weighted avg 0.81 0.81 0.81 14146 | | 0.2015 | 1.61 | 1344 | 0.2640 | 0.8066 | 0.8035 | 0.8098 | 0.8066 | precision recall f1-score support LOC 0.83 0.83 0.83 4834 ORG 0.76 0.71 0.74 4677 PER 0.89 0.88 0.89 4635 micro avg 0.83 0.81 0.82 14146 macro avg 0.83 0.81 0.82 14146 weighted avg 0.83 0.81 0.82 14146 | | 0.1949 | 1.64 | 1368 | 0.2750 | 0.8075 | 0.8023 | 0.8129 | 0.8075 | precision recall f1-score support LOC 0.82 0.84 0.83 4834 ORG 0.77 0.70 0.73 4677 PER 0.90 0.88 0.89 4635 micro avg 0.83 0.81 0.82 14146 macro avg 0.83 0.81 0.82 14146 weighted avg 0.83 0.81 0.82 14146 | | 0.2259 | 1.67 | 1392 | 0.2669 | 0.8092 | 0.7997 | 0.8189 | 0.8092 | precision recall f1-score support LOC 0.81 0.86 0.83 4834 ORG 0.77 0.73 0.75 4677 PER 0.89 0.86 0.88 4635 micro avg 0.82 0.82 0.82 14146 macro avg 0.82 0.82 0.82 14146 weighted avg 0.82 0.82 0.82 14146 | | 0.1884 | 1.7 | 1416 | 0.2729 | 0.8061 | 0.7990 | 0.8133 | 0.8061 | precision recall f1-score support LOC 0.82 0.83 0.83 4834 ORG 0.75 0.73 0.74 4677 PER 0.91 0.87 0.89 4635 micro avg 0.82 0.81 0.82 14146 macro avg 0.83 0.81 0.82 14146 weighted avg 0.83 0.81 0.82 14146 | | 0.1868 | 1.73 | 1440 | 0.2679 | 0.8083 | 0.8007 | 0.8161 | 0.8083 | precision recall f1-score support LOC 0.84 0.83 0.84 4834 ORG 0.77 0.71 0.74 4677 PER 0.86 0.89 0.88 4635 micro avg 0.83 0.81 0.82 14146 macro avg 0.83 0.81 0.82 14146 weighted avg 0.83 0.81 0.82 14146 | | 0.2292 | 1.76 | 1464 | 0.2658 | 0.8055 | 0.7954 | 0.8158 | 0.8055 | precision recall f1-score support LOC 0.82 0.83 0.83 4834 ORG 0.76 0.73 0.74 4677 PER 0.87 0.88 0.88 4635 micro avg 0.82 0.81 0.82 14146 macro avg 0.82 0.81 0.82 14146 weighted avg 0.82 0.81 0.82 14146 | | 0.22 | 1.78 | 1488 | 0.2610 | 0.8066 | 0.8006 | 0.8126 | 0.8066 | precision recall f1-score support LOC 0.83 0.83 0.83 4834 ORG 0.76 0.72 0.74 4677 PER 0.89 0.87 0.88 4635 micro avg 0.83 0.81 0.82 14146 macro avg 0.83 0.81 0.82 14146 weighted avg 0.83 0.81 0.82 14146 | | 0.2335 | 1.81 | 1512 | 0.2613 | 0.7997 | 0.7816 | 0.8185 | 0.7997 | precision recall f1-score support LOC 0.79 0.87 0.83 4834 ORG 0.77 0.68 0.72 4677 PER 0.86 0.90 0.88 4635 micro avg 0.81 0.82 0.81 14146 macro avg 0.81 0.82 0.81 14146 weighted avg 0.81 0.82 0.81 14146 | | 0.2379 | 1.84 | 1536 | 0.2495 | 0.8081 | 0.7975 | 0.8190 | 0.8081 | precision recall f1-score support LOC 0.83 0.83 0.83 4834 ORG 0.77 0.73 0.75 4677 PER 0.87 0.89 0.88 4635 micro avg 0.83 0.82 0.82 14146 macro avg 0.83 0.82 0.82 14146 weighted avg 0.83 0.82 0.82 14146 | | 0.2394 | 1.87 | 1560 | 0.2619 | 0.8063 | 0.7951 | 0.8177 | 0.8063 | precision recall f1-score support LOC 0.84 0.83 0.83 4834 ORG 0.74 0.75 0.74 4677 PER 0.91 0.86 0.88 4635 micro avg 0.82 0.81 0.82 14146 macro avg 0.83 0.81 0.82 14146 weighted avg 0.83 0.81 0.82 14146 | | 0.2526 | 1.9 | 1584 | 0.2502 | 0.8116 | 0.8032 | 0.8202 | 0.8116 | precision recall f1-score support LOC 0.85 0.82 0.84 4834 ORG 0.77 0.73 0.75 4677 PER 0.86 0.90 0.88 4635 micro avg 0.83 0.82 0.82 14146 macro avg 0.83 0.82 0.82 14146 weighted avg 0.83 0.82 0.82 14146 | | 0.2167 | 1.93 | 1608 | 0.2528 | 0.8134 | 0.8000 | 0.8273 | 0.8134 | precision recall f1-score support LOC 0.83 0.86 0.84 4834 ORG 0.75 0.73 0.74 4677 PER 0.88 0.89 0.88 4635 micro avg 0.82 0.82 0.82 14146 macro avg 0.82 0.82 0.82 14146 weighted avg 0.82 0.82 0.82 14146 | | 0.2354 | 1.96 | 1632 | 0.2449 | 0.8099 | 0.8013 | 0.8188 | 0.8099 | precision recall f1-score support LOC 0.84 0.84 0.84 4834 ORG 0.75 0.72 0.74 4677 PER 0.89 0.89 0.89 4635 micro avg 0.83 0.82 0.82 14146 macro avg 0.83 0.82 0.82 14146 weighted avg 0.83 0.82 0.82 14146 | | 0.2808 | 1.99 | 1656 | 0.2469 | 0.8067 | 0.7938 | 0.8201 | 0.8067 | precision recall f1-score support LOC 0.84 0.82 0.83 4834 ORG 0.76 0.74 0.75 4677 PER 0.88 0.89 0.89 4635 micro avg 0.83 0.82 0.82 14146 macro avg 0.83 0.82 0.82 14146 weighted avg 0.83 0.82 0.82 14146 | | 0.1924 | 2.01 | 1680 | 0.2487 | 0.8077 | 0.7930 | 0.8229 | 0.8077 | precision recall f1-score support LOC 0.82 0.85 0.83 4834 ORG 0.75 0.72 0.74 4677 PER 0.88 0.90 0.89 4635 micro avg 0.82 0.82 0.82 14146 macro avg 0.82 0.82 0.82 14146 weighted avg 0.82 0.82 0.82 14146 | | 0.1498 | 2.04 | 1704 | 0.2619 | 0.8127 | 0.8015 | 0.8242 | 0.8127 | precision recall f1-score support LOC 0.85 0.84 0.84 4834 ORG 0.73 0.75 0.74 4677 PER 0.90 0.88 0.89 4635 micro avg 0.82 0.82 0.82 14146 macro avg 0.83 0.82 0.82 14146 weighted avg 0.83 0.82 0.82 14146 | | 0.2 | 2.07 | 1728 | 0.2590 | 0.8133 | 0.8044 | 0.8224 | 0.8133 | precision recall f1-score support LOC 0.84 0.85 0.84 4834 ORG 0.77 0.71 0.74 4677 PER 0.88 0.90 0.89 4635 micro avg 0.83 0.82 0.82 14146 macro avg 0.83 0.82 0.82 14146 weighted avg 0.83 0.82 0.82 14146 | | 0.151 | 2.1 | 1752 | 0.2623 | 0.8066 | 0.7949 | 0.8186 | 0.8066 | precision recall f1-score support LOC 0.82 0.85 0.84 4834 ORG 0.75 0.71 0.73 4677 PER 0.89 0.89 0.89 4635 micro avg 0.82 0.82 0.82 14146 macro avg 0.82 0.82 0.82 14146 weighted avg 0.82 0.82 0.82 14146 | | 0.1646 | 2.13 | 1776 | 0.2632 | 0.8186 | 0.8137 | 0.8236 | 0.8186 | precision recall f1-score support LOC 0.86 0.83 0.84 4834 ORG 0.76 0.74 0.75 4677 PER 0.89 0.89 0.89 4635 micro avg 0.84 0.82 0.83 14146 macro avg 0.84 0.82 0.83 14146 weighted avg 0.84 0.82 0.83 14146 | | 0.1659 | 2.16 | 1800 | 0.2561 | 0.8188 | 0.8096 | 0.8281 | 0.8188 | precision recall f1-score support LOC 0.83 0.86 0.84 4834 ORG 0.76 0.74 0.75 4677 PER 0.90 0.89 0.89 4635 micro avg 0.83 0.83 0.83 14146 macro avg 0.83 0.83 0.83 14146 weighted avg 0.83 0.83 0.83 14146 | | 0.1888 | 2.19 | 1824 | 0.2549 | 0.8136 | 0.8038 | 0.8237 | 0.8136 | precision recall f1-score support LOC 0.86 0.83 0.84 4834 ORG 0.75 0.74 0.75 4677 PER 0.87 0.89 0.88 4635 micro avg 0.83 0.82 0.83 14146 macro avg 0.83 0.82 0.82 14146 weighted avg 0.83 0.82 0.82 14146 | | 0.2084 | 2.22 | 1848 | 0.2557 | 0.8141 | 0.8087 | 0.8197 | 0.8141 | precision recall f1-score support LOC 0.82 0.85 0.84 4834 ORG 0.78 0.71 0.74 4677 PER 0.90 0.88 0.89 4635 micro avg 0.83 0.82 0.83 14146 macro avg 0.83 0.82 0.82 14146 weighted avg 0.83 0.82 0.82 14146 | | 0.1571 | 2.24 | 1872 | 0.2697 | 0.8150 | 0.8053 | 0.8249 | 0.8150 | precision recall f1-score support LOC 0.83 0.85 0.84 4834 ORG 0.74 0.76 0.75 4677 PER 0.92 0.86 0.89 4635 micro avg 0.83 0.82 0.82 14146 macro avg 0.83 0.82 0.83 14146 weighted avg 0.83 0.82 0.83 14146 | | 0.1541 | 2.27 | 1896 | 0.2605 | 0.8191 | 0.8121 | 0.8262 | 0.8191 | precision recall f1-score support LOC 0.84 0.86 0.85 4834 ORG 0.77 0.72 0.74 4677 PER 0.89 0.90 0.89 4635 micro avg 0.83 0.82 0.83 14146 macro avg 0.83 0.82 0.83 14146 weighted avg 0.83 0.82 0.83 14146 | | 0.1586 | 2.3 | 1920 | 0.2742 | 0.8109 | 0.8073 | 0.8144 | 0.8109 | precision recall f1-score support LOC 0.83 0.84 0.84 4834 ORG 0.76 0.73 0.74 4677 PER 0.91 0.86 0.89 4635 micro avg 0.83 0.81 0.82 14146 macro avg 0.83 0.81 0.82 14146 weighted avg 0.83 0.81 0.82 14146 | | 0.1641 | 2.33 | 1944 | 0.2679 | 0.8148 | 0.8104 | 0.8193 | 0.8148 | precision recall f1-score support LOC 0.84 0.85 0.84 4834 ORG 0.76 0.72 0.74 4677 PER 0.89 0.89 0.89 4635 micro avg 0.83 0.82 0.82 14146 macro avg 0.83 0.82 0.82 14146 weighted avg 0.83 0.82 0.82 14146 | | 0.1914 | 2.36 | 1968 | 0.2596 | 0.8159 | 0.8056 | 0.8265 | 0.8159 | precision recall f1-score support LOC 0.84 0.86 0.85 4834 ORG 0.76 0.72 0.74 4677 PER 0.88 0.89 0.89 4635 micro avg 0.83 0.82 0.83 14146 macro avg 0.83 0.82 0.83 14146 weighted avg 0.83 0.82 0.83 14146 | | 0.1441 | 2.39 | 1992 | 0.2644 | 0.8183 | 0.8139 | 0.8226 | 0.8183 | precision recall f1-score support LOC 0.85 0.84 0.85 4834 ORG 0.77 0.73 0.75 4677 PER 0.89 0.88 0.89 4635 micro avg 0.84 0.82 0.83 14146 macro avg 0.84 0.82 0.83 14146 weighted avg 0.84 0.82 0.83 14146 | | 0.1672 | 2.42 | 2016 | 0.2652 | 0.8180 | 0.8081 | 0.8281 | 0.8180 | precision recall f1-score support LOC 0.84 0.84 0.84 4834 ORG 0.77 0.75 0.76 4677 PER 0.89 0.89 0.89 4635 micro avg 0.83 0.83 0.83 14146 macro avg 0.83 0.83 0.83 14146 weighted avg 0.83 0.83 0.83 14146 | | 0.1852 | 2.45 | 2040 | 0.2576 | 0.8205 | 0.8101 | 0.8313 | 0.8205 | precision recall f1-score support LOC 0.83 0.87 0.85 4834 ORG 0.77 0.73 0.75 4677 PER 0.89 0.89 0.89 4635 micro avg 0.83 0.83 0.83 14146 macro avg 0.83 0.83 0.83 14146 weighted avg 0.83 0.83 0.83 14146 | | 0.192 | 2.47 | 2064 | 0.2459 | 0.8179 | 0.8063 | 0.8298 | 0.8179 | precision recall f1-score support LOC 0.83 0.85 0.84 4834 ORG 0.77 0.74 0.75 4677 PER 0.89 0.89 0.89 4635 micro avg 0.83 0.83 0.83 14146 macro avg 0.83 0.83 0.83 14146 weighted avg 0.83 0.83 0.83 14146 | | 0.1698 | 2.5 | 2088 | 0.2482 | 0.8213 | 0.8149 | 0.8277 | 0.8213 | precision recall f1-score support LOC 0.83 0.86 0.85 4834 ORG 0.79 0.72 0.75 4677 PER 0.89 0.89 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 | | 0.1802 | 2.53 | 2112 | 0.2519 | 0.8155 | 0.8066 | 0.8247 | 0.8155 | precision recall f1-score support LOC 0.83 0.87 0.85 4834 ORG 0.79 0.70 0.74 4677 PER 0.88 0.90 0.89 4635 micro avg 0.83 0.82 0.83 14146 macro avg 0.83 0.82 0.83 14146 weighted avg 0.83 0.82 0.83 14146 | | 0.1619 | 2.56 | 2136 | 0.2582 | 0.8175 | 0.8036 | 0.8319 | 0.8175 | precision recall f1-score support LOC 0.84 0.85 0.84 4834 ORG 0.75 0.75 0.75 4677 PER 0.89 0.89 0.89 4635 micro avg 0.83 0.83 0.83 14146 macro avg 0.83 0.83 0.83 14146 weighted avg 0.83 0.83 0.83 14146 | | 0.1974 | 2.59 | 2160 | 0.2535 | 0.8184 | 0.8108 | 0.8261 | 0.8184 | precision recall f1-score support LOC 0.83 0.86 0.85 4834 ORG 0.78 0.71 0.75 4677 PER 0.88 0.90 0.89 4635 micro avg 0.84 0.82 0.83 14146 macro avg 0.83 0.82 0.83 14146 weighted avg 0.83 0.82 0.83 14146 | | 0.1655 | 2.62 | 2184 | 0.2514 | 0.8229 | 0.8165 | 0.8295 | 0.8229 | precision recall f1-score support LOC 0.85 0.84 0.85 4834 ORG 0.77 0.74 0.76 4677 PER 0.89 0.89 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 | | 0.1844 | 2.65 | 2208 | 0.2536 | 0.8208 | 0.8152 | 0.8264 | 0.8208 | precision recall f1-score support LOC 0.85 0.85 0.85 4834 ORG 0.77 0.73 0.75 4677 PER 0.89 0.89 0.89 4635 micro avg 0.84 0.82 0.83 14146 macro avg 0.84 0.82 0.83 14146 weighted avg 0.84 0.82 0.83 14146 | | 0.1601 | 2.68 | 2232 | 0.2531 | 0.8194 | 0.8104 | 0.8286 | 0.8194 | precision recall f1-score support LOC 0.85 0.85 0.85 4834 ORG 0.76 0.73 0.75 4677 PER 0.89 0.89 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 | | 0.161 | 2.71 | 2256 | 0.2508 | 0.8226 | 0.8145 | 0.8310 | 0.8226 | precision recall f1-score support LOC 0.85 0.86 0.85 4834 ORG 0.78 0.73 0.75 4677 PER 0.88 0.89 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 | | 0.1672 | 2.73 | 2280 | 0.2527 | 0.8216 | 0.8137 | 0.8296 | 0.8216 | precision recall f1-score support LOC 0.85 0.84 0.85 4834 ORG 0.77 0.74 0.76 4677 PER 0.88 0.89 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 | | 0.2053 | 2.76 | 2304 | 0.2482 | 0.8208 | 0.8112 | 0.8306 | 0.8208 | precision recall f1-score support LOC 0.85 0.86 0.85 4834 ORG 0.78 0.73 0.75 4677 PER 0.89 0.90 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 | | 0.1776 | 2.79 | 2328 | 0.2486 | 0.8215 | 0.8143 | 0.8288 | 0.8215 | precision recall f1-score support LOC 0.85 0.86 0.85 4834 ORG 0.78 0.73 0.75 4677 PER 0.89 0.90 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 | | 0.1559 | 2.82 | 2352 | 0.2495 | 0.8233 | 0.8156 | 0.8312 | 0.8233 | precision recall f1-score support LOC 0.84 0.86 0.85 4834 ORG 0.78 0.73 0.76 4677 PER 0.89 0.89 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 | | 0.1509 | 2.85 | 2376 | 0.2472 | 0.8231 | 0.8142 | 0.8322 | 0.8231 | precision recall f1-score support LOC 0.84 0.86 0.85 4834 ORG 0.78 0.73 0.76 4677 PER 0.89 0.89 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 | | 0.1695 | 2.88 | 2400 | 0.2465 | 0.8229 | 0.8134 | 0.8326 | 0.8229 | precision recall f1-score support LOC 0.85 0.86 0.85 4834 ORG 0.78 0.73 0.75 4677 PER 0.88 0.90 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 | | 0.1523 | 2.91 | 2424 | 0.2466 | 0.8234 | 0.8154 | 0.8315 | 0.8234 | precision recall f1-score support LOC 0.85 0.86 0.85 4834 ORG 0.78 0.73 0.75 4677 PER 0.88 0.90 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 | | 0.1525 | 2.94 | 2448 | 0.2478 | 0.8241 | 0.8165 | 0.8319 | 0.8241 | precision recall f1-score support LOC 0.85 0.86 0.85 4834 ORG 0.78 0.74 0.76 4677 PER 0.88 0.90 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 | | 0.1386 | 2.96 | 2472 | 0.2486 | 0.8236 | 0.8164 | 0.8309 | 0.8236 | precision recall f1-score support LOC 0.85 0.85 0.85 4834 ORG 0.78 0.74 0.76 4677 PER 0.89 0.89 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 | | 0.1532 | 2.99 | 2496 | 0.2487 | 0.8237 | 0.8163 | 0.8311 | 0.8237 | precision recall f1-score support LOC 0.85 0.85 0.85 4834 ORG 0.78 0.74 0.76 4677 PER 0.89 0.89 0.89 4635 micro avg 0.84 0.83 0.83 14146 macro avg 0.84 0.83 0.83 14146 weighted avg 0.84 0.83 0.83 14146 | ### Framework versions - Transformers 4.28.1 - Pytorch 2.0.0+cu118 - Datasets 2.12.0 - Tokenizers 0.13.3