From 82c6ac3f3ae9a6f0ea8a6a002c103f688bb881c8 Mon Sep 17 00:00:00 2001
From: Rhea Sukthanker <20137590+rheasukthanker@users.noreply.github.com>
Date: Tue, 9 Jul 2024 23:54:19 +0200
Subject: [PATCH] Update README.md

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 README.md | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 4f6febf..6925c0f 100644
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 # HW-GPT-Bench
 ## Repository for [HW-GPT Benchmark](https://arxiv.org/abs/2405.10299)
 ![alt text](figures/overview.png)
-## Supernet Checkpoints
-We release the pretrained supernet checkpoints [here](https://drive.google.com/drive/folders/1-Efori5ou1b4pmGYyFJItoqgqRueGfyv?usp=sharing)
+## Supernet Checkpoints and Pretrained Surrogates
+We release the pretrained supernet checkpoints [here](https://drive.google.com/drive/folders/1-Efori5ou1b4pmGYyFJItoqgqRueGfyv?usp=sharing), the pretrained hardware surrogates [here](https://drive.google.com/file/d/1-HXev4sdoDf_nwDJoBdlK1eKIOFN5K00/view?usp=sharing) and the perplexity surrogates [here](https://drive.google.com/file/d/1-Z998sYUprA5fuogLElQfAYq7Z29XqUg/view?usp=sharing). 
+
 ## To install in editable mode (-e) run:
 
 ```sh