MEGA-Bench Task - Location VQA: leaderboard

The "Location VQA" 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 March 2027. 44 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 1.5 Pro (002)71.4#349
2GPT-4o64.3#343
3Gemma 3 27B (IT)64.3#523
4Gemma 3 12B (IT)64.3#664
5Gemma 3 4B (IT)64.3#992
6Claude 3.5 Sonnet (20241022)64.3#291
7Gemini 1.5 Flash (002)64.3#583
8GLM-4.1V-9B (Thinking)64.3#472 (GLM-4.1V-9B)
9GPT-4o Mini57.1#599
10Claude 3.5 Sonnet (20240620)57.1#299
11InternVL3-38B57.1#405
12InternVL3-78B57.1#352
13Qwen 2 VL 72B57.1#460
14InternVL3-8B50#620
15Gemini 2.5 Pro (Preview 03-25)50#123

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-location-vqa · How It Works · Data refreshed daily, snapshot 2026-10-20.