MEGA-Bench Task - STA Action Localization Video: leaderboard

The "STA Action Localization Video" subtask of MEGA-Bench Task. A single task from MEGA-Bench, a large-scale multimodal evaluation suite that scores vision-language models across 500+ real-world tasks spanning perception, reasoning, OCR, charts, documents, and multi-image understanding.

Metric: Task Score (%). Source: huggingface.co. Saturation forecast: Around January 2027. 44 models tracked.

Top models

#ModelScoreOverall rank
1InternVL3-78B56.2#352
2InternVL2.5-78B56.2#431
3InternVL3-14B50#505
4Claude 3.5 Sonnet (20241022)43.8#291
5InternVL3-38B43.8#405
6GLM-4.1V-9B (Thinking)43.8#472 (GLM-4.1V-9B)
7Gemma 3 27B (IT)37.5#523
8InternVL3-8B37.5#620
9Gemini 1.5 Pro (002)37.5#349
10Gemini 2.5 Pro (Preview 03-25)37.5#123
11InternVL2-8B37.5#817
12Qwen 2 VL 72B37.5#460
13GPT-4o31.2#343
14Gemini 1.5 Flash (002)31.2#583
15Claude 3.5 Sonnet (20240620)31.2#299

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=mega-bench-task-sta-action-localization-video · How It Works · Data refreshed daily, snapshot 2026-10-20.