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searchlightai/resume-token-classifier

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README.md ADDED
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+ ---
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+ license: cc-by-nc-sa-4.0
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+ base_model: microsoft/layoutlmv3-base
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - precision
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+ - recall
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+ - f1
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+ - accuracy
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+ model-index:
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+ - name: test
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # test
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+
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+ This model is a fine-tuned version of [microsoft/layoutlmv3-base](https://huggingface.co/microsoft/layoutlmv3-base) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.0314
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+ - Precision: 0.0
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+ - Recall: 0.0
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+ - F1: 0.0
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+ - Accuracy: 0.9933
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 1e-05
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+ - train_batch_size: 8
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - training_steps: 40000
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
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+ |:-------------:|:-----:|:-----:|:---------------:|:---------:|:------:|:---:|:--------:|
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+ | 0.0381 | 0.13 | 500 | 0.0777 | 0.0 | 0.0 | 0.0 | 0.9745 |
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+ | 0.0669 | 0.26 | 1000 | 0.0545 | 0.0 | 0.0 | 0.0 | 0.9790 |
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+ | 0.0595 | 0.39 | 1500 | 0.0545 | 0.0 | 0.0 | 0.0 | 0.9803 |
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+ | 0.054 | 0.52 | 2000 | 0.0555 | 0.0 | 0.0 | 0.0 | 0.9796 |
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+ | 0.0502 | 0.65 | 2500 | 0.0451 | 0.0 | 0.0 | 0.0 | 0.9828 |
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+ | 0.0474 | 0.78 | 3000 | 0.0486 | 0.0 | 0.0 | 0.0 | 0.9818 |
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+ | 0.0458 | 0.92 | 3500 | 0.0417 | 0.0 | 0.0 | 0.0 | 0.9836 |
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+ | 0.0415 | 1.05 | 4000 | 0.0440 | 0.0 | 0.0 | 0.0 | 0.9827 |
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+ | 0.0372 | 1.18 | 4500 | 0.0432 | 0.0 | 0.0 | 0.0 | 0.9839 |
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+ | 0.0391 | 1.31 | 5000 | 0.0442 | 0.0 | 0.0 | 0.0 | 0.9839 |
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+ | 0.0368 | 1.44 | 5500 | 0.0377 | 0.0 | 0.0 | 0.0 | 0.9856 |
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+ | 0.0388 | 1.57 | 6000 | 0.0417 | 0.0 | 0.0 | 0.0 | 0.9846 |
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+ | 0.0351 | 1.7 | 6500 | 0.0363 | 0.0 | 0.0 | 0.0 | 0.9857 |
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+ | 0.0357 | 1.83 | 7000 | 0.0383 | 0.0 | 0.0 | 0.0 | 0.9858 |
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+ | 0.0336 | 1.96 | 7500 | 0.0371 | 0.0 | 0.0 | 0.0 | 0.9860 |
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+ | 0.0309 | 2.09 | 8000 | 0.0373 | 0.0 | 0.0 | 0.0 | 0.9859 |
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+ | 0.0288 | 2.22 | 8500 | 0.0355 | 0.0 | 0.0 | 0.0 | 0.9870 |
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+ | 0.0288 | 2.35 | 9000 | 0.0359 | 0.0 | 0.0 | 0.0 | 0.9867 |
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+ | 0.0285 | 2.49 | 9500 | 0.0369 | 0.0 | 0.0 | 0.0 | 0.9872 |
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+ | 0.0307 | 2.62 | 10000 | 0.0322 | 0.0 | 0.0 | 0.0 | 0.9880 |
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+ | 0.028 | 2.75 | 10500 | 0.0307 | 0.0 | 0.0 | 0.0 | 0.9886 |
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+ | 0.0246 | 2.88 | 11000 | 0.0326 | 0.0 | 0.0 | 0.0 | 0.9881 |
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+ | 0.0267 | 3.01 | 11500 | 0.0346 | 0.0 | 0.0 | 0.0 | 0.9882 |
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+ | 0.022 | 3.14 | 12000 | 0.0316 | 0.0 | 0.0 | 0.0 | 0.9889 |
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+ | 0.0218 | 3.27 | 12500 | 0.0357 | 0.0 | 0.0 | 0.0 | 0.9883 |
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+ | 0.0217 | 3.4 | 13000 | 0.0363 | 0.0 | 0.0 | 0.0 | 0.9883 |
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+ | 0.0208 | 3.53 | 13500 | 0.0340 | 0.0 | 0.0 | 0.0 | 0.9894 |
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+ | 0.0223 | 3.66 | 14000 | 0.0304 | 0.0 | 0.0 | 0.0 | 0.9892 |
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+ | 0.0232 | 3.79 | 14500 | 0.0319 | 0.0 | 0.0 | 0.0 | 0.9894 |
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+ | 0.0229 | 3.92 | 15000 | 0.0307 | 0.0 | 0.0 | 0.0 | 0.9901 |
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+ | 0.0192 | 4.06 | 15500 | 0.0310 | 0.0 | 0.0 | 0.0 | 0.9905 |
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+ | 0.0178 | 4.19 | 16000 | 0.0345 | 0.0 | 0.0 | 0.0 | 0.9897 |
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+ | 0.0178 | 4.32 | 16500 | 0.0309 | 0.0 | 0.0 | 0.0 | 0.9902 |
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+ | 0.0173 | 4.45 | 17000 | 0.0328 | 0.0 | 0.0 | 0.0 | 0.9904 |
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+ | 0.0176 | 4.58 | 17500 | 0.0316 | 0.0 | 0.0 | 0.0 | 0.9908 |
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+ | 0.017 | 4.71 | 18000 | 0.0307 | 0.0 | 0.0 | 0.0 | 0.9912 |
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+ | 0.0163 | 4.84 | 18500 | 0.0329 | 0.0 | 0.0 | 0.0 | 0.9909 |
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+ | 0.018 | 4.97 | 19000 | 0.0295 | 0.0 | 0.0 | 0.0 | 0.9910 |
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+ | 0.0143 | 5.1 | 19500 | 0.0367 | 0.0 | 0.0 | 0.0 | 0.9903 |
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+ | 0.0144 | 5.23 | 20000 | 0.0317 | 0.0 | 0.0 | 0.0 | 0.9915 |
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+ | 0.0158 | 5.36 | 20500 | 0.0290 | 0.0 | 0.0 | 0.0 | 0.9917 |
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+ | 0.0143 | 5.49 | 21000 | 0.0315 | 0.0 | 0.0 | 0.0 | 0.9917 |
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+ | 0.0137 | 5.63 | 21500 | 0.0310 | 0.0 | 0.0 | 0.0 | 0.9913 |
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+ | 0.0135 | 5.76 | 22000 | 0.0310 | 0.0 | 0.0 | 0.0 | 0.9913 |
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+ | 0.0128 | 5.89 | 22500 | 0.0290 | 0.0 | 0.0 | 0.0 | 0.9917 |
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+ | 0.0132 | 6.02 | 23000 | 0.0314 | 0.0 | 0.0 | 0.0 | 0.9921 |
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+ | 0.0124 | 6.15 | 23500 | 0.0274 | 0.0 | 0.0 | 0.0 | 0.9921 |
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+ | 0.0114 | 6.28 | 24000 | 0.0300 | 0.0 | 0.0 | 0.0 | 0.9921 |
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+ | 0.0111 | 6.41 | 24500 | 0.0291 | 0.0 | 0.0 | 0.0 | 0.9922 |
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+ | 0.0109 | 6.54 | 25000 | 0.0307 | 0.0 | 0.0 | 0.0 | 0.9923 |
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+ | 0.0117 | 6.67 | 25500 | 0.0328 | 0.0 | 0.0 | 0.0 | 0.9921 |
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+ | 0.0112 | 6.8 | 26000 | 0.0293 | 0.0 | 0.0 | 0.0 | 0.9924 |
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+ | 0.012 | 6.93 | 26500 | 0.0300 | 0.0 | 0.0 | 0.0 | 0.9924 |
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+ | 0.0102 | 7.06 | 27000 | 0.0330 | 0.0 | 0.0 | 0.0 | 0.9921 |
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+ | 0.0094 | 7.2 | 27500 | 0.0323 | 0.0 | 0.0 | 0.0 | 0.9922 |
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+ | 0.0091 | 7.33 | 28000 | 0.0309 | 0.0 | 0.0 | 0.0 | 0.9924 |
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+ | 0.0087 | 7.46 | 28500 | 0.0331 | 0.0 | 0.0 | 0.0 | 0.9920 |
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+ | 0.0091 | 7.59 | 29000 | 0.0332 | 0.0 | 0.0 | 0.0 | 0.9923 |
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+ | 0.0095 | 7.72 | 29500 | 0.0298 | 0.0 | 0.0 | 0.0 | 0.9925 |
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+ | 0.0083 | 7.85 | 30000 | 0.0303 | 0.0 | 0.0 | 0.0 | 0.9929 |
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+ | 0.0097 | 7.98 | 30500 | 0.0298 | 0.0 | 0.0 | 0.0 | 0.9928 |
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+ | 0.0069 | 8.11 | 31000 | 0.0319 | 0.0 | 0.0 | 0.0 | 0.9926 |
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+ | 0.0086 | 8.24 | 31500 | 0.0314 | 0.0 | 0.0 | 0.0 | 0.9929 |
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+ | 0.0079 | 8.37 | 32000 | 0.0306 | 0.0 | 0.0 | 0.0 | 0.9929 |
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+ | 0.0065 | 8.5 | 32500 | 0.0317 | 0.0 | 0.0 | 0.0 | 0.9926 |
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+ | 0.0072 | 8.63 | 33000 | 0.0307 | 0.0 | 0.0 | 0.0 | 0.9927 |
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+ | 0.0082 | 8.77 | 33500 | 0.0306 | 0.0 | 0.0 | 0.0 | 0.9929 |
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+ | 0.0086 | 8.9 | 34000 | 0.0312 | 0.0 | 0.0 | 0.0 | 0.9931 |
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+ | 0.0079 | 9.03 | 34500 | 0.0329 | 0.0 | 0.0 | 0.0 | 0.9929 |
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+ | 0.0061 | 9.16 | 35000 | 0.0326 | 0.0 | 0.0 | 0.0 | 0.9928 |
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+ | 0.0074 | 9.29 | 35500 | 0.0315 | 0.0 | 0.0 | 0.0 | 0.9928 |
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+ | 0.0068 | 9.42 | 36000 | 0.0310 | 0.0 | 0.0 | 0.0 | 0.9931 |
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+ | 0.0059 | 9.55 | 36500 | 0.0318 | 0.0 | 0.0 | 0.0 | 0.9930 |
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+ | 0.0064 | 9.68 | 37000 | 0.0307 | 0.0 | 0.0 | 0.0 | 0.9933 |
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+ | 0.0063 | 9.81 | 37500 | 0.0308 | 0.0 | 0.0 | 0.0 | 0.9930 |
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+ | 0.0062 | 9.94 | 38000 | 0.0311 | 0.0 | 0.0 | 0.0 | 0.9931 |
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+ | 0.0058 | 10.07 | 38500 | 0.0314 | 0.0 | 0.0 | 0.0 | 0.9932 |
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+ | 0.0051 | 10.2 | 39000 | 0.0316 | 0.0 | 0.0 | 0.0 | 0.9933 |
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+ | 0.0065 | 10.33 | 39500 | 0.0315 | 0.0 | 0.0 | 0.0 | 0.9933 |
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+ | 0.0059 | 10.47 | 40000 | 0.0314 | 0.0 | 0.0 | 0.0 | 0.9933 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.35.2
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+ - Pytorch 2.1.0+cu121
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+ - Datasets 2.15.0
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+ - Tokenizers 0.15.0
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