diff --git a/finetune/readme.md b/finetune/readme.md
index 47deb62..6af1b3d 100644
--- a/finetune/readme.md
+++ b/finetune/readme.md
@@ -53,9 +53,10 @@ If your input consists of a single image, you can use a single placeholder **\<i
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 #### Multiple Images Example
-For inputs containing multiple images, utilize a dictionary where each key represents a unique placeholder (e.g., \textbf{\textbackslash image\_00}, \textbf{\textbackslash image\_01}) with the corresponding image path as its value. These placeholders can then be used within the conversation to seamlessly insert images at specific positions.
+For inputs containing multiple images, utilize a dictionary where each key represents a unique placeholder (e.g., **\<image_00\>**, **\<image_01\**) with the corresponding image path as its value. These placeholders can then be used within the conversation to seamlessly insert images at specific positions.
+
+Additionally, to optimize resource management, especially when dealing with large batches of images during training or inference, consider reducing `max_slice_nums`. If you are performing multi-image supervised fine-tuning (SFT), it's recommended to set `MODEL_MAX_LENGTH=4096` in your script for better performance.
 
-Additionally, to optimize resource management, especially when dealing with large batches of images during training or inference, consider reducing \texttt{max\_slice\_nums}. If you are performing multi-image supervised fine-tuning (SFT), it's recommended to set \texttt{MODEL\_MAX\_LENGTH=4096} in your script for better performance.
 
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