IMEB (Direct Answer): leaderboard
Metric: Accuracy (%; LLM-judged against the reference answer, 300 human-curated multi-entity image questions, answered without tools). Source: arxiv.org. Saturation forecast: Around July 2027. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 40.8 |
| 2 | Kimi K2.5 | 27.7 |
| 3 | Claude Opus 4.6 | 27 |
| 4 | Qwen 3 VL 235B A22B Instruct | 12 |
| 5 | Qwen 3 VL 30B A3B Instruct | 6.7 |
Interactive version: theaggregate.ai/benchmark?slug=imeb-direct-answer · How It Works · Data refreshed daily, snapshot 2026-09-26.