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# Linformer: Self-Attention with Linear Complexity (Wang et al., 2020) | |
This example contains code to train Linformer models as described in our paper | |
[Linformer: Self-Attention with Linear Complexity](https://arxiv.org/abs/2006.04768). | |
## Training a new Linformer RoBERTa model | |
You can mostly follow the [RoBERTa pretraining README](/examples/roberta/README.pretraining.md), | |
updating your training command with `--user-dir examples/linformer/linformer_src --arch linformer_roberta_base`. | |
## Citation | |
If you use our work, please cite: | |
```bibtex | |
@article{wang2020linformer, | |
title={Linformer: Self-Attention with Linear Complexity}, | |
author={Wang, Sinong and Li, Belinda and Khabsa, Madian and Fang, Han and Ma, Hao}, | |
journal={arXiv preprint arXiv:2006.04768}, | |
year={2020} | |
} | |
``` | |