From e430b4a7745e0d69cfb7b48e28472471cdddb755 Mon Sep 17 00:00:00 2001
From: Loubna Ben Allal <44069155+loubnabnl@users.noreply.github.com>
Date: Thu, 27 Jul 2023 17:04:17 +0200
Subject: [PATCH] Update README.md

---
 pii/ner_model/README.md | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/pii/ner_model/README.md b/pii/ner_model/README.md
index f8c9f9e..bbd5700 100644
--- a/pii/ner_model/README.md
+++ b/pii/ner_model/README.md
@@ -4,6 +4,8 @@ Here we provide the code used for training [StarPII](https://huggingface.co/bigc
 accelerate config
 accelerate launch ner_inference.py --process_batch_size=100000 --out_path=processed_dataset
 ```
-To replace secrets in StarCoderData we used teh following tokens:
+To replace secrets with this [code] in StarCoderData we used the following tokens:
+```
 <NAME>, <EMAIL>, <KEY>, <PASSWORD>
-To mask IP addresses, we randomly selected an IP address from 5~synthetic, private, non-internet-facing IP addresses of the same type.
\ No newline at end of file
+```
+To mask IP addresses, we randomly selected an IP address from 5~synthetic, private, non-internet-facing IP addresses of the same type.