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+ ---
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+ license: mit
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+ datasets:
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+ - vishnun/CodevsNL
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+ language:
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+ - en
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+ metrics:
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+ - accuracy
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+ library_name: transformers
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+ pipeline_tag: text-classification
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+ tags:
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+ - code
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+ - nli
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+ ---
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+
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+ ## PreFace
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+ Code vs Natural language classification using bert-small from prajwall, below are the metrics achieved
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+
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+ ## Training Metrics
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+
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+ | Epoch | Training Loss | Validation Loss | Accuracy |
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+ |-------|---------------|-----------------|----------|
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+ | 1 | 0.022500 | 0.012705 | 0.997203 |
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+ | 2 | 0.008700 | 0.013107 | 0.996880 |
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+ | 3 | 0.002700 | 0.014081 | 0.997633 |
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+ | 4 | 0.001800 | 0.010666 | 0.997526 |
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+ | 5 | 0.000900 | 0.010800 | 0.998063 |
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+
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+ ## More
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+
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+ - Github repo for installable python package: https://github.com/Vishnunkumar
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+ - Space on the extraction of code blocks from screenshots: https://huggingface.co/spaces/vishnun/SnapCode