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Model release

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README.md ADDED
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+ # oBERT-6-downstream-dense-QAT-squadv1
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+
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+ This model is obtained with [The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models](https://arxiv.org/abs/2203.07259).
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+
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+ It corresponds to the model presented in the `Table 3 - 6 Layers - 0% Sparsity - QAT`, and it represents an upper bound for performance of the corresponding pruned and quantized models:
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+ - 80% unstructured QAT: `neuralmagic/oBERT-6-downstream-pruned-unstructured-80-QAT-squadv1`
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+ - 80% block-4 QAT: `neuralmagic/oBERT-6-downstream-pruned-block4-80-QAT-squadv1`
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+ - 90% unstructured QAT: `neuralmagic/oBERT-6-downstream-pruned-unstructured-90-QAT-squadv1`
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+ - 90% block-4 QAT: `neuralmagic/oBERT-6-downstream-pruned-block4-90-QAT-squadv1`
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+
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+ SQuADv1 dev-set:
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+ ```
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+ EM = 80.85
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+ F1 = 87.94
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+ ```
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+
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+ Code: _coming soon_
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+
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+ ## BibTeX entry and citation info
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+ ```bibtex
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+ @article{kurtic2022optimal,
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+ title={The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models},
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+ author={Kurtic, Eldar and Campos, Daniel and Nguyen, Tuan and Frantar, Elias and Kurtz, Mark and Fineran, Benjamin and Goin, Michael and Alistarh, Dan},
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+ journal={arXiv preprint arXiv:2203.07259},
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+ year={2022}
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+ }
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+ ```
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