ekurtic commited on
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Model release

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.gitattributes CHANGED
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README.md ADDED
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+ # oBERT-12-upstream-pruned-unstructured-97-finetuned-mnli
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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 2 - oBERT - MNLI 97%`.
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+
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+ ```
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+ Pruning method: oBERT upstream unstructured + sparse-transfer to downstream
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+ Paper: https://arxiv.org/abs/2203.07259
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+ Dataset: MNLI
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+ Sparsity: 97%
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+ Number of layers: 12
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+ ```
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+
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+ The dev-set performance reported in the paper is averaged over three seeds, and we release the best model (marked with `(*)`):
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+
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+ ```
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+ | oBERT 97% | m-acc | mm-acc|
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+ | ------------ | ----- | ----- |
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+ | seed=42 | 78.55 | 79.90 |
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+ | seed=3407 | 78.88 | 79.78 |
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+ | seed=54321(*)| 79.11 | 79.71 |
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+ | ------------ | ----- | ----- |
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+ | mean | 78.85 | 79.80 |
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+ | stdev | 0.281 | 0.096 |
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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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