diff --git a/applications/ColossalChat/.gitignore b/applications/ColossalChat/.gitignore
index 757cbb5da..7b361d38e 100755
--- a/applications/ColossalChat/.gitignore
+++ b/applications/ColossalChat/.gitignore
@@ -151,6 +151,7 @@ examples/training_scripts/wandb
 examples/training_scripts/output
 
 examples/awesome-chatgpt-prompts/
+examples/inference/round.txt
 temp/
 
 # ColossalChat
diff --git a/applications/ColossalChat/README.md b/applications/ColossalChat/README.md
index de27ebaf6..3604fab10 100755
--- a/applications/ColossalChat/README.md
+++ b/applications/ColossalChat/README.md
@@ -121,7 +121,7 @@ cd $COLOSSAL_AI_ROOT
 BUILD_EXT=1 pip install .
 
 # Install ColossalChat
-cd $COLOSSAL_AI_ROOT/applications/Chat
+cd $COLOSSAL_AI_ROOT/applications/ColossalChat
 pip install .
 ```
 
diff --git a/applications/README.md b/applications/README.md
index 5b8b5e501..9957300ae 100644
--- a/applications/README.md
+++ b/applications/README.md
@@ -14,9 +14,9 @@ This directory contains the applications that are powered by Colossal-AI.
 The list of applications include:
 
 - [X] [Open-Sora](https://github.com/hpcaitech/Open-Sora): Revealing Complete Model Parameters, Training Details, and Everything for Sora-like Video Generation Models
+- [X] [ColossalChat](./ColossalChat/): Replication of ChatGPT with RLHF.
 - [X] [Colossal-LLaMA](./Colossal-LLaMA/): Continual Pre-training and Supervisied Fine-tuning of LLaMA2 / LLaMA3.
 - [X] [ColossalEval](./ColossalEval): Evaluation Pipeline for LLMs.
-- [X] [ColossalChat](./Chat/README.md): Replication of ChatGPT with RLHF.
 - [X] [FastFold](https://github.com/hpcaitech/FastFold): Optimizing AlphaFold (Biomedicine) Training and Inference on GPU Clusters.
 - [X] [ColossalQA](./ColossalQA/README.md): Document Retrieval Conversation System
 - [X] [SwiftInfer](https://github.com/hpcaitech/SwiftInfer): Breaks the Length Limit of LLM Inference for Multi-Round Conversations