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| license: cc-by-nc-4.0 |
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| [allenai/tk-instruct-base-def-pos](https://huggingface.co/allenai/tk-instruct-base-def-pos) model fined tuned on custom pyabsa english model from 'ATEPC_MULTILINGUAL_CHECKPOINT' auto annotated hospital reviews [keywords,polarity] dataset. |
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| Training Results: |
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| Epoch | Training Loss | Validation Loss |
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| 1 | 0.061900 | 0.047395 |
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| 2 | 0.038300 | 0.035213 |
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| 3 | 0.029700 | 0.028486 |
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| 4 | 0.024900 | 0.028562 |
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| Evaluation Results: |
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| Train Precision: 0.9682688696958318 |
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| Train Recall: 0.9692090837901332 |
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| Train F1: 0.968738748610698 |
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| Test Precision: 0.965 |
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| Test Recall: 0.9620517768129925 |
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| Test F1: 0.9635236331427651 |
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| UnseenTest Precision: 0.9670502092050209 |
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| UnseenTest Recall: 0.9685699319015191 |
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| UnseenTest F1: 0.9678094739596965 |