README.md

---
license: apache-2.0
language:
- en
---
## Model weights for Parallel Roberta-Large model ##
To use this model, you need to use the following [modeling_roberta.py](https://github.com/luffycodes/Parallel-Transformers-Pytorch/blob/main/paf_modeling_roberta.py) file.

If you use this work, please cite:
Investigating the Role of Feed-Forward Networks in Transformers Using Parallel Attention and Feed-Forward Net Design:
https://arxiv.org/abs/2305.13297
```
@misc{sonkar2023investigating,
      title={Investigating the Role of Feed-Forward Networks in Transformers Using Parallel Attention and Feed-Forward Net Design}, 
      author={Shashank Sonkar and Richard G. Baraniuk},
      year={2023},
      eprint={2305.13297},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}
```