diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -17,46 +17,59 @@ This repository is the official implementation of [MMT-Bench](https://arxiv.org/
> \* KY, FM and JW contribute equally.
> \# WS (shaowenqi@pjlab.org.cn) and KZ (zhangkaipeng@pjlab.org.cn) are correponding authors.
+## Introduction
+MMT-Bench is a comprehensive benchmark designed to assess LVLMs across massive multimodal tasks requiring expert knowledge and deliberate visual recognition, localization, reasoning, and planning. MMT-Bench comprises 31, 325 meticulously curated multi-choice visual questions from various multimodal scenarios such as vehicle driving and embodied navigation, covering 32 core meta-tasks and 162 subtasks in multimodal understanding.
+## Evaluation Results Overview
+- The closed-source proprietary model GPT-4o from OpenAI has taken a leading position in MMT-Bench, surpassing other models such as InternVL-chat, QWen-VL-Plus, GPT-4V, and GeminiProVision. Note that the open-source models InternVL-chat and QwenVL-Max closely follow GPT-4o.
+
+
+- GPT-4o performs well in visual recognition and captioning and improves a lot in visual perception compared with GPT-4V (20231106 & 20240409).
+
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+
## 🏆 Leaderboard
### Full Set
-| Rank | Model | Overall |
-|------|-----------------------|---------|
-| 1 | InternVL-Chat-v1.2 | 63.4 |
-| 2 | Qwen-VL-Plus | 62.3 |
-| 3 | GPT-4V | 62.0 |
-| 4 | GeminiProVision | 61.6 |
-| 5 | LLaVA-NEXT-34B | 60.8 |
-| 6 | XComposer2 | 55.7 |
-| 7 | BLIP2 | 54.8 |
-| 8 | Yi-VL-34B | 54.2 |
-| 9 | Monkey-Chat | 53.4 |
-| 10 | DeepSeek-VL-7B | 53.2 |
-| 11 | Yi-VL-6B | 53.2 |
-| 12 | LLaVA-NEXT-13B | 53.0 |
-| 13 | TransCore-M | 52.7 |
-| 14 | QWen-VL-Chat | 52.5 |
-| 15 | Claude3V-Haiku | 52.2 |
-| 16 | XComposer | 52.1 |
-| 17 | mPLUG-Owl2 | 52.0 |
-| 18 | RBDash-v1-13B | 51.8 |
-| 19 | LLaVA-v1.5-13B | 51.7 |
-| 20 | CogVLM-Chat | 51.6 |
-| 21 | ShareGPT4V-7B | 51.5 |
-| 22 | LLaVA-NEXT-7B | 51.1 |
-| 23 | LLaVA-v1.5-13B-XTuner | 51.1 |
-| 24 | LLaVA-InternLM2-7B | 50.8 |
-| 25 | LLaVA-v1.5-7B-XTuner | 50.2 |
-| 26 | SharedCaptioner | 49.9 |
-| 27 | LLaVA-InternLM-7B | 49.7 |
-| 28 | LLaVA-v1.5-7B | 49.5 |
-| 29 | LLaMA-Adapter-v2-7B | 40.4 |
-| 30 | VisualGLM-6B | 38.6 |
-| 31 | Frequency Guess | 31.7 |
-| 32 | Random Guess | 28.5 |
+| Rank | Model | Score |
+|------|-----------------------------|-------|
+| 1 | GPT4o | 65.5 |
+| 2 | InternVL-Chat-v1.2-34B | 63.4 |
+| 3 | QwenVLMax | 62.4 |
+| 4 | Qwen-VL-Plus | 62.3 |
+| 5 | GeminiProVision | 61.6 |
+| 6 | GPT4V_20240409 | 61.1 |
+| 7 | LLaVA-NEXT-34B | 60.8 |
+| 8 | XComposer2 | 55.7 |
+| 9 | BLIP2 | 54.8 |
+| 10 | GPT4V_20231106 | 54.7 |
+| 11 | Yi-VL-34B | 54.2 |
+| 12 | Monkey-Chat | 53.4 |
+| 13 | DeepSeek-VL-7B | 53.2 |
+| 14 | Yi-VL-6B | 53.2 |
+| 15 | LLaVA-NEXT-13B | 53.0 |
+| 16 | TransCore-M | 52.7 |
+| 17 | QWen-VL-Chat | 52.5 |
+| 18 | Claude3V_Haiku | 52.2 |
+| 19 | XComposer | 52.1 |
+| 20 | mPLUG-Owl2 | 52.0 |
+| 21 | RBDash-v1-13B | 51.8 |
+| 22 | LLaVA-v1.5-13B | 51.7 |
+| 23 | CogVLM-Chat | 51.6 |
+| 24 | ShareGPT4V-7B | 51.5 |
+| 25 | LLaVA-NEXT-7B | 51.1 |
+| 26 | LLaVA-v1.5-13B-XTuner | 51.1 |
+| 27 | LLaVA-InternLM2-7B | 50.8 |
+| 28 | LLaVA-v1.5-7B-XTuner | 50.2 |
+| 29 | SharedCaptioner | 49.9 |
+| 30 | LLaVA-InternLM-7B | 49.7 |
+| 31 | LLaVA-v1.5-7B | 49.5 |
+| 32 | LLaMA-Adapter-v2-7B | 40.4 |
+| 33 | VisualGLM-6B | 38.6 |
+| 34 | Frequency Guess | 31.7 |
+| 35 | Random Guess | 28.5 |
### VAL Split
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