Update README.md

README.md

@@ -14,17 +14,20 @@ size_categories:
 - 1K<n<10K
 ---
 
-# Video-MME-v2
-
 <p align="center">
     <img src="assets/logo.png" width="100%" height="100%">
 </p>
 
-<font size=7><div align='center' > [[🍎 Project Page](https://video-mme-v2.netlify.app/)] [[📖 Paper](https://github.com/MME-Benchmarks/Video-MME-v2)] [[🤗 Dataset](https://huggingface.co/datasets/MME-Benchmarks/Video-MME-v2)] [[🏆 Leaderboard](https://video-mme-v2.netlify.app/#leaderboard)]  </div></font>
+<p align="center">
+  <a href="https://video-mme-v2.netlify.app/">🍎 Project Page</a> |
+  <a href="https://github.com/MME-Benchmarks/Video-MME-v2">📖 Paper</a> |
+  <a href="https://huggingface.co/datasets/MME-Benchmarks/Video-MME-v2">🤗 Dataset</a> |
+  <a href="https://video-mme-v2.netlify.app/#leaderboard">🏆 Leaderboard</a>
+</p>
 
 ---
 
-###  🤗 About This Repo
+#  🤗 About This Repo
 
 This repository contains annotation data for "Video-MME-v2: Towards the Next Stage in Benchmarks
 for Comprehensive Video Understanding". It mainly consists of three parts: `videos/`, `test.parquet`, and `subtitle.zip`.
@@ -36,12 +39,12 @@ for Comprehensive Video Understanding". It mainly consists of three parts: `vide
 - `subtitle.zip` contains **800 JSONL files**, named `{001..800}.jsonl`, each corresponding to a video id. Each file contains word-level entries with timestamps.
 
 <p align="center">
-    <img src="assets/teaser.pdf" width="100%" height="100%">
+    <img src="assets/teaser.png" width="100%" height="100%">
 </p>
 
 ---
 
-### 👀 Dataset Intro
+# 👀 Dataset Intro
 
 In 2024, our [**Video-MME**](https://video-mme.github.io/) benchmark became a standard evaluation set for frontier models like Gemini and GPT. However, as model capabilities rapidly evolve, scores on existing benchmarks are saturating, yet a clear gap remains between **leaderboard performance and actual user experience**. This indicates that current evaluation paradigms fail to capture true video understanding abilities. To address this, we spent a year redesigning the evaluation system from first principles and now introduce **Video-MME v2**—a progressive and robust benchmark designed to drive the next generation of video understanding models.
 
@@ -74,49 +77,57 @@ In 2024, our [**Video-MME**](https://video-mme.github.io/) benchmark became a st
 
 ---
 
-### 🙌 Example
+# 🙌 Example
+
+<p align="center">
+  <a href="https://huggingface.co/datasets/MME-Benchmarks/Video-MME-v2/resolve/main/assets/demo.mp4">
+    <img src="assets/demo_cover.png" width="90%" alt="Demo video"/>
+  </a>
+</p>
 
-<video controls width="100%" src="assets/demo.mp4"></video>
+<p align="center">
+  Click the image above to open the demo video.
+</p>
 
-**Q1:** Does the ball exist underneath any of the shells?
-A. No.
-B. Yes.
+<p>
+<strong>Q1:</strong> Does the ball exist underneath any of the shells?<br>
+A. No.<br>
+B. Yes.<br>
 C. Cannot be determined.
+</p>
 
-**Q2:** Underneath which shell is the ball located at the end?
-A. There is no ball under any shell.
-B. The third shell.
-C. The sixth shell.
-D. The second shell.
-E. The seventh shell.
-F. The fifth shell.
-G. The fourth shell.
+<p>
+<strong>Q2:</strong> Underneath which shell is the ball located at the end?<br>
+A. There is no ball under any shell.<br>
+B. The third shell.<br>
+C. The sixth shell.<br>
+D. The second shell.<br>
+E. The seventh shell.<br>
+F. The fifth shell.<br>
+G. The fourth shell.<br>
 H. The first shell.
+</p>
 
-**Q3:** The host performed a total of two shell swaps (defining a single swap as an instance where all shells return to an approximately straight line). Underneath which shell was the ball located after the first swap?
-A. There is no ball under any shell.
-B. The seventh shell.
-C. The fourth shell.
-D. The fifth shell.
-E. The sixth shell.
-F. The second shell.
-G. The third shell.
+<p>
+<strong>Q3:</strong> The host performed a total of two shell swaps (defining a single swap as an instance where all shells return to an approximately straight line). Underneath which shell was the ball located after the first swap?
+A. There is no ball under any shell.<br>
+B. The seventh shell.<br>
+C. The fourth shell.<br>
+D. The fifth shell.<br>
+E. The sixth shell.<br>
+F. The second shell.<br>
+G. The third shell.<br>
 H. The first shell.
+</p>
 
-**Q4:** The host performed a total of two shell swaps (defining a single swap as an instance where all shells return to an approximately straight line). Underneath which shell was the ball located initially?
-
-A. The seventh shell.
-
-B. The fourth shell.
-
-C. The fifth shell.
-
-D. The third shell.
-
-E. The second shell.
-
-F. There is no ball under any shell.
-
-G. The first shell.
-
+<p>
+<strong>Q4:</strong> The host performed a total of two shell swaps (defining a single swap as an instance where all shells return to an approximately straight line). Underneath which shell was the ball located initially?
+A. The seventh shell.<br>
+B. The fourth shell.<br>
+C. The fifth shell.<br>
+D. The third shell.<br>
+E. The second shell.<br>
+F. There is no ball under any shell.<br>
+G. The first shell.<br>
 H. The sixth shell.
+</p>