AI benchmarks and leaderboards are different things
Learn the difference between a benchmark, an evaluation run and a leaderboard, and use each to answer the right question.
LLM Stats
A diagnostic benchmark for very long-form video language understanding consisting of over 5000 human curated multiple choice questions based on 3-minute video clips from Ego4D, covering a broad range of natural human activities and behaviors
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Qwen2-VL-72B-Instruct | 0.779 | Not recorded | Not recorded | 2024-08-29 · model_announcement | LLM Stats |
| Qwen2.5 VL 72B Instruct | 0.762 | Not recorded | Not recorded | 2025-01-26 · model_announcement | LLM Stats |
| GPT-4o | 0.722 | Not recorded | Not recorded | 2024-08-06 · model_announcement | LLM Stats |
| Nova Pro | 0.721 | Not recorded | Not recorded | 2024-11-20 · model_announcement | LLM Stats |
| Gemini 2.0 Flash | 0.715 | Not recorded | Not recorded | 2024-12-01 · model_announcement | LLM Stats |
| Nova Lite | 0.714 | Not recorded | Not recorded | 2024-11-20 · model_announcement | LLM Stats |
| Qwen2.5-Omni-7B | 0.686 | Not recorded | Not recorded | 2025-03-27 · model_announcement | LLM Stats |
| Gemini 2.0 Flash-Lite | 0.672 | Not recorded | Not recorded | 2025-02-05 · model_announcement | LLM Stats |
| Gemini 1.0 Pro | 0.557 | Not recorded | Not recorded | 2024-02-15 · model_announcement | LLM Stats |