diff --git a/README.md b/README.md
index 7066947..828f429 100644
--- a/README.md
+++ b/README.md
@@ -25,7 +25,7 @@
 
 ## News <!-- omit in toc -->
 
-* [2024.05.23] 🔍🔍🔍 We've released a comprehensive comparison between Phi-3-vision-128k-instruct and MiniCPM-Llama3-V 2.5, including benchmarks evaluations, and multilingual capabilities 🌟📊🌍. Click [here](./docs/compare_with_phi-3_vision.md) to view more details.
+* [2024.05.23] 🔍 We've released a comprehensive comparison between Phi-3-vision-128k-instruct and MiniCPM-Llama3-V 2.5, including benchmarks evaluations, and multilingual capabilities 🌟📊🌍. Click [here](./docs/compare_with_phi-3_vision.md) to view more details.
 * [2024.05.20] We open-soure MiniCPM-Llama3-V 2.5, it has improved OCR capability and supports 30+ languages, representing the first end-side MLLM achieving GPT-4V level performance! We provide [efficient inference](#deployment-on-mobile-phone) and [simple fine-tuning](./finetune/readme.md). Try it now!
 * [2024.04.23] MiniCPM-V-2.0 supports vLLM now! Click [here](#vllm) to view more details.
 * [2024.04.18] We create a HuggingFace Space to host the demo of MiniCPM-V 2.0 at [here](https://huggingface.co/spaces/openbmb/MiniCPM-V-2)!
@@ -491,7 +491,8 @@ pip install -r requirements.txt
 | MiniCPM-V 1.0 | Lightest version, achieving the fastest inference. |   [🤗](https://huggingface.co/openbmb/MiniCPM-V) &nbsp;&nbsp; [<img src="./assets/modelscope_logo.png" width="20px"></img>](https://modelscope.cn/models/OpenBMB/MiniCPM-V) |
 
 ### Multi-turn Conversation
-Please refer to the following codes to run `MiniCPM-V` and `OmniLMM`.
+
+Please refer to the following codes to run.
 
 <div align="center">
 <img src="assets/airplane.jpeg" width="500px">
diff --git a/README_zh.md b/README_zh.md
index 9fd6ce9..7c1d7fb 100644
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+++ b/README_zh.md
@@ -28,7 +28,7 @@
 
 ## 更新日志 <!-- omit in toc -->
 
-* [2024.05.23] 🔍🔍🔍 我们添加了Phi-3-vision-128k-instruct与MiniCPM-Llama3-V 2.5的全面对比，包括基准测试评估和多语言能力 🌟📊🌍。点击[这里](./docs/compare_with_phi-3_vision.md)查看详细信息。
+* [2024.05.23] 🔍 我们添加了Phi-3-vision-128k-instruct与MiniCPM-Llama3-V 2.5的全面对比，包括基准测试评估和多语言能力 🌟📊🌍。点击[这里](./docs/compare_with_phi-3_vision.md)查看详细信息。
 <!-- * [2024.05.22] 我们进一步提升了端侧推理速度！实现了 6-8 tokens/s 的流畅体验，欢迎试用！ -->
 * [2024.05.20] 我们开源了 MiniCPM-Llama3-V 2.5，增强了 OCR 能力，支持 30 多种语言，并首次在端侧实现了 GPT-4V 级的多模态能力！我们提供了[高效推理](#手机端部署)和[简易微调](./finetune/readme.md)的支持，欢迎试用！
 * [2024.04.23] 我们增加了对 [vLLM](#vllm) 的支持，欢迎体验！