diff --git a/README.md b/README.md
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@@ -64,6 +64,8 @@ Janus is a novel autoregressive framework that unifies multimodal understanding
 
 ## 2. News
 
+**2024.10.23**: Evaluation code for reproducing the multimodal understanding results from the paper has been added to VLMEvalKit. Please refer to [this link]( https://github.com/open-compass/VLMEvalKit/pull/541).
+
 **2024.10.20**: (1) Fix a bug in [tokenizer_config.json](https://huggingface.co/deepseek-ai/Janus-1.3B/blob/main/tokenizer_config.json). The previous version caused classifier-free guidance to not function properly, resulting in relatively poor visual generation quality. (2) Release Gradio demo ([online demo](https://huggingface.co/spaces/deepseek-ai/Janus-1.3B) and  [local](#gradio-demo)). 
 
 ## 3. Model Download