E-VAds (Relaxed-5): leaderboard

Metric: Relaxed-5 score (%): mean judge score over all five tasks; 16,384 test questions on 3,389 Taobao e-commerce short videos, video frames plus the ASR transcript; Qwen3-Coder-Plus judge grading each open-ended answer against the expert-reviewed reference and its visual, ASR and OCR evidence on a five-level scale (0, 0.25, 0.5, 0.75, 1); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 17 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash76.1#93
2GPT-5.270.4#105
3Qwen3 Omni 30B A3B Instruct67.3#362
4Qwen 3 VL 8B (Thinking)66
5Qwen 3 VL 30B A3B Instruct66#365
6Qwen 2.5 VL 32B Instruct63.5#443
7Qwen 3 VL 30B A3B (Thinking)63.4#338 (Qwen 3 VL 30B A3B)
8Qwen 3 VL 8B Instruct62.3#401
9InternVL3-8B49.5#606
10Qwen 2.5 VL 7B Instruct48.9#643

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=e-vads-relaxed-5 · How It Works · Data refreshed daily, snapshot 2026-10-11.