End of training
Browse files
README.md
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This model is a fine-tuned version of [SCUT-DLVCLab/lilt-roberta-en-base](https://huggingface.co/SCUT-DLVCLab/lilt-roberta-en-base) on the funsd-layoutlmv3 dataset.
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It achieves the following results on the evaluation set:
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- Loss:
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- Answer: {'precision': 0.
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- Header: {'precision': 0.
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- Question: {'precision': 0.
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- Overall Precision: 0.
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- Overall Recall: 0.
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- Overall F1: 0.
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- Overall Accuracy: 0.
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## Model description
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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:
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Answer | Header
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### Framework versions
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This model is a fine-tuned version of [SCUT-DLVCLab/lilt-roberta-en-base](https://huggingface.co/SCUT-DLVCLab/lilt-roberta-en-base) on the funsd-layoutlmv3 dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.8293
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- Answer: {'precision': 0.8251986379114642, 'recall': 0.8898408812729498, 'f1': 0.8563015312131919, 'number': 817}
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- Header: {'precision': 0.46987951807228917, 'recall': 0.3277310924369748, 'f1': 0.38613861386138615, 'number': 119}
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- Question: {'precision': 0.852014010507881, 'recall': 0.903435468895079, 'f1': 0.8769716088328076, 'number': 1077}
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- Overall Precision: 0.8257
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- Overall Recall: 0.8639
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- Overall F1: 0.8444
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- Overall Accuracy: 0.8141
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## Model description
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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: 200
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Answer | Header | Question | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:--------------------------------------------------------------------------------------------------------:|:----------------------------------------------------------------------------------------------------------:|:---------------------------------------------------------------------------------------------------------:|:-----------------:|:--------------:|:----------:|:----------------:|
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| 0.7356 | 5.26 | 100 | 0.6810 | {'precision': 0.8133484162895928, 'recall': 0.8800489596083231, 'f1': 0.8453850676072897, 'number': 817} | {'precision': 0.5333333333333333, 'recall': 0.2689075630252101, 'f1': 0.35754189944134074, 'number': 119} | {'precision': 0.8194331983805668, 'recall': 0.9396471680594243, 'f1': 0.8754325259515571, 'number': 1077} | 0.8091 | 0.8758 | 0.8411 | 0.8040 |
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| 0.1783 | 10.53 | 200 | 0.8293 | {'precision': 0.8251986379114642, 'recall': 0.8898408812729498, 'f1': 0.8563015312131919, 'number': 817} | {'precision': 0.46987951807228917, 'recall': 0.3277310924369748, 'f1': 0.38613861386138615, 'number': 119} | {'precision': 0.852014010507881, 'recall': 0.903435468895079, 'f1': 0.8769716088328076, 'number': 1077} | 0.8257 | 0.8639 | 0.8444 | 0.8141 |
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### Framework versions
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tokenizer.json
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