From 35346046e774eb76f82e7b00b30be4bd189d66f4 Mon Sep 17 00:00:00 2001
From: yiranyyu <2606375857@qq.com>
Date: Sat, 25 May 2024 18:44:28 +0800
Subject: [PATCH] update readme

---
 README.md    | 3 +--
 README_en.md | 3 +--
 README_zh.md | 6 ++----
 3 files changed, 4 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index aecd80a..d6c5499 100644
--- a/README.md
+++ b/README.md
@@ -50,7 +50,6 @@
 
 
 - [MiniCPM-Llama3-V 2.5](#minicpm-llama3-v-25)
-  - [Evaluation](#evaluation)
 - [MiniCPM-V 2.0](#minicpm-v-20)
 - [Online Demo](#online-demo)
 - [Install](#install)
@@ -86,7 +85,7 @@
 - 🚀 **Efficient Deployment.**
   MiniCPM-Llama3-V 2.5 systematically employs **model quantization, CPU optimizations, NPU optimizations and compilation optimizations**, achieving high-efficiency deployment on edge devices. For mobile phones with Qualcomm chips, we have integrated the NPU acceleration framework QNN into llama.cpp for the first time. After systematic optimization, MiniCPM-Llama3-V 2.5 has realized a **150x acceleration in end-side MLLM image encoding** and a **3x speedup in language decoding**.
 
-### Evaluation 
+### Evaluation <!-- omit in toc -->
 
 <div align="center">
     <img src=assets/MiniCPM-Llama3-V-2.5-peformance.png width=66% />
diff --git a/README_en.md b/README_en.md
index aecd80a..be4255a 100644
--- a/README_en.md
+++ b/README_en.md
@@ -50,7 +50,6 @@
 
 
 - [MiniCPM-Llama3-V 2.5](#minicpm-llama3-v-25)
-  - [Evaluation](#evaluation)
 - [MiniCPM-V 2.0](#minicpm-v-20)
 - [Online Demo](#online-demo)
 - [Install](#install)
@@ -86,7 +85,7 @@
 - 🚀 **Efficient Deployment.**
   MiniCPM-Llama3-V 2.5 systematically employs **model quantization, CPU optimizations, NPU optimizations and compilation optimizations**, achieving high-efficiency deployment on edge devices. For mobile phones with Qualcomm chips, we have integrated the NPU acceleration framework QNN into llama.cpp for the first time. After systematic optimization, MiniCPM-Llama3-V 2.5 has realized a **150x acceleration in end-side MLLM image encoding** and a **3x speedup in language decoding**.
 
-### Evaluation 
+### Evaluation  <!-- omit in toc -->
 
 <div align="center">
     <img src=assets/MiniCPM-Llama3-V-2.5-peformance.png width=66% />
diff --git a/README_zh.md b/README_zh.md
index bcc1a51..99f225e 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -52,8 +52,6 @@
 ## 目录 <!-- omit in toc -->
 
 - [MiniCPM-Llama3-V 2.5](#minicpm-llama3-v-25)
-  - [性能评估](#性能评估)
-  - [典型示例](#典型示例)
 - [MiniCPM-V 2.0](#minicpm-v-20)
 - [Online Demo](#online-demo)
 - [安装](#安装)
@@ -92,7 +90,7 @@
 
 
 
-### 性能评估
+### 性能评估 <!-- omit in toc -->
 
 <div align="center">
     <img src="assets/MiniCPM-Llama3-V-2.5-peformance.png" width="66%" />
@@ -381,7 +379,7 @@
 </div>
 
 
-### 典型示例
+### 典型示例 <!-- omit in toc -->
 <table align="center">
     <p align="center">
       <img src="assets/minicpmv-llama3-v2.5/cases_all.png" width=95%/>