OmniCoT (Direct Answer): leaderboard
Metric: Overall accuracy (%) when answering directly without chain of thought on OmniCoT-B (synthetic 360-degree equirectangular panoramas with three anchor objects given by coordinates and orientation); answers are object identities, visibility, directions or the closest angle option, exact match after normalization. Source: arxiv.org. Saturation forecast: Around April 2028. 14 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5 | 42.66 |
| 2 | Gemini 3 Flash | 39.97 |
| 3 | Qwen 2.5 VL 72B Instruct | 26.51 |
| 4 | Qwen 3 VL 8B Instruct | 25.39 |
| 5 | Qwen 2.5 VL 7B Instruct | 23.01 |
Interactive version: theaggregate.ai/benchmark?slug=omnicot-direct-answer · How It Works · Data refreshed daily, snapshot 2026-09-29.