Duplicate from MME-Benchmarks/Video-MME-v2

Co-authored-by: Haozhi Yuan <EliYuan00@users.noreply.huggingface.co>

.gitattributes

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+*.zip filter=lfs diff=lfs merge=lfs -text
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+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
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+*.mp3 filter=lfs diff=lfs merge=lfs -text
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+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text
+assets/teaser.pdf filter=lfs diff=lfs merge=lfs -text

README.md

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+---
+license: mit
+task_categories:
+- video-text-to-text
+language:
+- en
+tags:
+- benchmark
+- video
+- multimodal
+- MCQ
+pretty_name: Video-MME-v2
+size_categories:
+- 1K<n<10K
+---
+
+<p align="center">
+    <img src="assets/logo.png" width="100%" height="100%" alt="Video-MME-v2 logo">
+</p>
+
+<div align="center">
+
+[![Project](https://img.shields.io/badge/🍎_Project-Video--MME--v2-EA86BB)](https://video-mme-v2.netlify.app)
+[![Paper](https://img.shields.io/badge/cs.CV-arXiv%3A2604.05015-b31b1b?logo=arxiv&logoColor=white)](https://arxiv.org/abs/2604.05015)
+[![GitHub](https://img.shields.io/badge/Github-Video--MME--v2-1D4ED8?logo=github&logoColor=white)](https://github.com/MME-Benchmarks/Video-MME-v2)
+[![Leaderboard](https://img.shields.io/badge/🏆_Leaderboard-Rank-ffb703)](https://video-mme-v2.netlify.app/#leaderboard)
+
+</div>
+
+<!-- <p align="center">
+  <a href="https://video-mme-v2.netlify.app/">🍎 Project Page</a> |
+  <a href="https://arxiv.org/abs/2604.05015">📖 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
+
+This repository contains annotation data for "[Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding](https://arxiv.org/abs/2604.05015)". It mainly consists of three parts: `videos/`, `test.parquet`, and `subtitle.zip`.
+
+- `videos/` contains **800 1080p MP4 files**, organized sequentially into 40 zip archives. For example, `001.mp4` to `020.mp4` are stored in `001.zip`.
+
+- `test.parquet` contains **3200 QA instances**, with each video paired with **4 questions**. Each instance includes the **question**, **options**, **answer**, and auxiliary metadata such as the **video id** and **task type**.
+
+- `subtitle.zip` contains **800 JSONL files**, each corresponding to a unique **video id**, with word-level entries and timestamps.
+
+---
+
+# 🩷 About This Benchmark
+
+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.
+
+<p align="center">
+    <img src="assets/teaser.png" width="100%" height="100%" alt="Teaser">
+</p>
+
+- **Dataset Size**
+
+  The dataset consists of 800 videos and 3,200 QA pairs, with each video associated with four MCQ-based questions.
+
+- **Multi-level Evaluation Hierarchy**
+
+  - 🔍 **Level 1:** Retrieval & Aggregation
+  - ⏱️ **Level 2:** Level 1 + Temporal Understanding
+  - 🧠 **Level 3:** Level 2 + Complex Reasoning.
+
+- **Group-based Evaluation Strategy**
+
+  - **Capability consistency groups** examine the breadth of a specific fundamental perception skill.
+  - **Reasoning coherence groups** assess the depth of a model’s reasoning ability.
+
+- **Video Sources**
+
+  All videos are collected from YouTube. Over 80% were published in 2025 or later, with nearly 40% published after October 2025.
+
+- **Video Categories**
+
+  The dataset includes four top-level domains, further divided into 31 fine-grained subcategories.
+
+- **Metrics**
+
+  A non-linear scoring mechanism is applied to all question groups, and a first error truncation mechanism is used for reasoning coherence groups.
+
+---
+
+# 🍺 About a Concrete Case
+
+> **💡 Why this example matters?** 
+> This video QA group demonstrates our **Reasoning Coherence** evaluation strategy and **Multi-level Hierarchy**. To answer the final state correctly, a model must successfully track the object backwards through temporal swaps. If a model guesses the initial state correctly but fails the intermediate swaps, our **first error truncation mechanism** will accurately penalize it for flawed reasoning.
+
+<p align="left">
+  <a href="https://huggingface.co/datasets/MME-Benchmarks/Video-MME-v2/resolve/main/assets/demo.mp4">
+    <img src="assets/demo_cover.png" width="45%" alt="Demo video cover"/>
+  </a>
+</p>
+
+<p align="left">
+  <strong>👆 Click the cover image to view the demo video.</strong>
+</p>
+
+<p>
+<strong>Q1:</strong> Did the ball exist underneath any of the shells?<br>
+A. No.<br>
+B. Yes. ✅<br>
+C. Cannot be determined.
+</p>
+
+<p>
+<strong>Q2:</strong> Underneath which shell was 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>
+
+<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?<br>
+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>
+
+<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?<br>
+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>

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