Downloads · 30 days
13
2% of all-time downloads
RedHatAI/oBERT-teacher-mnli
oBERT-teacher-mnli 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 MNLI downstream task in the paper The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models.
Downloads · 30 days
13
2% of all-time downloads
All-time downloads
763
Public
Repo size
876 MB
Likes
0
Public
Click a slice to open those files.
.bin438 MB · 100%
From the Hugging Face model README
This model is used as a teacher for all runs on the MNLI downstream task in the paper The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models.
MNLI dev-set:
matched accuracy = 84.54
mismatched accuracy = 85.06
Code: https://github.com/neuralmagic/sparseml/tree/main/research/optimal_BERT_surgeon_oBERT
If you find the model useful, please consider citing our work.
@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}
}