E-VAds (Relaxed-5) - Cross-Modal Detection: leaderboard
Metric: Relaxed-5 score (%) on the Cross-Modal Detection task (consistency and complementarity of ASR, OCR and visual cues): mean judge score; 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
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3 Flash | 73 | #93 |
| 2 | GPT-5.2 | 67.1 | #105 |
| 3 | Qwen 3 VL 30B A3B Instruct | 60.9 | #365 |
| 4 | Qwen3 Omni 30B A3B Instruct | 59.6 | #362 |
| 5 | Qwen 3 VL 8B (Thinking) | 52.3 | |
| 6 | Qwen 2.5 VL 32B Instruct | 52.3 | #443 |
| 7 | Qwen 3 VL 30B A3B (Thinking) | 51.7 | #338 (Qwen 3 VL 30B A3B) |
| 8 | Qwen 3 VL 8B Instruct | 51.2 | #401 |
| 9 | Qwen 2.5 VL 7B Instruct | 43.7 | #643 |
| 10 | InternVL3-8B | 42 | #606 |
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-cross-modal-detection · How It Works · Data refreshed daily, snapshot 2026-10-11.