VANTAGE-Bench - Semantic: leaderboard

VANTAGE-Bench vision-language video-understanding leaderboard — semantic accuracy.

Metric: Semantic (%). Source: huggingface.co. Saturation forecast: Around January 2027. 18 models tracked.

Top models

#ModelScoreOverall rank
1GPT-6 Astra85.08#6
2Gemini 3.6 Flash79.41#51
3GPT-5.6 Sol77.11#19
4Gemini 3.1 Pro (Preview)70.01#58
5Gemini 3.5 Flash Lite68.01#156
6Gemini 3.1 Flash Lite65.91#191
7Qwen 3 VL 32B Instruct65.67#283
8Qwen 3 VL 8B Instruct62.91#420
9Qwen 3.5 27B61.65#187
10Qwen 3.5 9B59.2#379
11Gemma 4 E2B (IT)36.92#781

No result here: #3 Claude Opus 5.5, #7 GPT-6.1 Sol, #8 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=vantage-bench-semantic · How It Works · Data refreshed daily, snapshot 2026-10-20.