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ShadowLLM: Predictor-based Contextual Sparsity for Large Language Models

This repository contains code to reproduce the experiments in the paper: ShadowLLM: Predictor-based Contextual Sparsity for Large Language Models. For reproducing the accuracy figures, please go to llm-interpret. For reproducing the performance figures, please go to Dejavu.

Citation

If you find our work useful, please consider citing using the following:

@misc{akhauri2024shadowllmpredictorbasedcontextualsparsity,
      title={ShadowLLM: Predictor-based Contextual Sparsity for Large Language Models}, 
      author={Yash Akhauri and Ahmed F AbouElhamayed and Jordan Dotzel and Zhiru Zhang and Alexander M Rush and Safeen Huda and Mohamed S Abdelfattah},
      year={2024},
      eprint={2406.16635},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2406.16635}, 
}