From 65b885027a6d14872ae2425a1e24392d9082d2e7 Mon Sep 17 00:00:00 2001
From: richardachen <85973297+richardachen@users.noreply.github.com>
Date: Mon, 15 May 2023 07:04:16 -0400
Subject: [PATCH] Typo suggestion (#23360)

Update graphormer.mdx

Typo suggestion
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 docs/source/en/model_doc/graphormer.mdx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/en/model_doc/graphormer.mdx b/docs/source/en/model_doc/graphormer.mdx
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+++ b/docs/source/en/model_doc/graphormer.mdx
@@ -13,7 +13,7 @@ specific language governing permissions and limitations under the License.
 ## Overview
 
 The Graphormer model was proposed in [Do Transformers Really Perform Bad for Graph Representation?](https://arxiv.org/abs/2106.05234)  by 
-Chengxuan Ying, Tianle Cai, Shengjie Luo, Shuxin Zheng, Guolin Ke, Di He, Yanming Shen and Tie-Yan Liu. It is a Graph Transformer model, modified to allow computations on graphs instead of text sequences by generating embeddings and features of interest during preprocessign and collation, then using a modified attention.
+Chengxuan Ying, Tianle Cai, Shengjie Luo, Shuxin Zheng, Guolin Ke, Di He, Yanming Shen and Tie-Yan Liu. It is a Graph Transformer model, modified to allow computations on graphs instead of text sequences by generating embeddings and features of interest during preprocessing and collation, then using a modified attention.
 
 The abstract from the paper is the following: