---
license: apache-2.0
task_categories:
- video-text-to-text
- visual-question-answering
- multiple-choice
language:
- en
pretty_name: TUNA
configs:
- config_name: TUNA-1K
  data_files:
  - split: test
    path: tuna_1k/test-*
- config_name: TUNA-CAP
  data_files:
  - split: test
    path: tuna_cap/test-*
- config_name: TUNA-MCQ
  data_files:
  - split: test
    path: tuna_mcq/test-*
---

## TUNA: Comprehensive Fine-grained Temporal Understanding Evaluation on Dense Dynamic Videos (ACL 2025 Main)

[![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0)
[![arXiv](https://img.shields.io/badge/arXiv-2505.20124-b31b1b.svg)](https://arxiv.org/abs/2505.20124)
[![GitHub](https://img.shields.io/badge/GitHub-TUNA-4b32c3?logo=github)](https://github.com/friedrichor/TUNA)
[![Project](https://img.shields.io/badge/🌐%20Project-Website-green)](https://friedrichor.github.io/projects/TUNA)
[![HuggingFace](https://img.shields.io/badge/🤗%20HuggingFace-Dataset-yellow)](https://huggingface.co/datasets/friedrichor/TUNA-Bench)