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oBERT-teacher-squadv1
RedHatAI/oBERT-teacher-squadv1
oBERT-teacher-squadv1 is a machine learning model from RedHatAI. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers.
This model is used as a teacher for all runs on the SQuADv1 downstream task in the paper The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models.
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At a glance
- Library
- transformers
- Access
- Public
- Created
- May 25, 2022
- Updated
- Jul 31, 2022
- SHA
- 6f8c0563
Datasets
Model card
From the Hugging Face model README
SQuADv1 teacher
This model is used as a teacher for all runs on the SQuADv1 downstream task in the paper The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models.
SQuADv1 dev-set:
EM = 81.41
F1 = 88.54
Code: https://github.com/neuralmagic/sparseml/tree/main/research/optimal_BERT_surgeon_oBERT
If you find the model useful, please consider citing our work.
Citation info
@article{kurtic2022optimal,
title={The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models},
author={Kurtic, Eldar and Campos, Daniel and Nguyen, Tuan and Frantar, Elias and Kurtz, Mark and Fineran, Benjamin and Goin, Michael and Alistarh, Dan},
journal={arXiv preprint arXiv:2203.07259},
year={2022}
}
- Library
- transformers
- Languages
- en
- Created
- May 25, 2022
- Updated
- Jul 31, 2022