OmniCoT - CoT F1: leaderboard
Metric: Chain-of-thought F1 x100 (0-100): MME-CoT harmonic mean of step precision (faithfulness) and recall of reference solution steps, scored by an LLM judge 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 2031. 21 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5 | 41.51 |
| 2 | Qwen 3 VL 8B Instruct | 39.8 |
| 3 | Grok 4 | 36.4 |
| 4 | Qwen 2.5 VL 72B Instruct | 35.39 |
| 5 | Seed 1.8 | 35.13 |
| 6 | Gemini 3 Flash | 35.01 |
| 7 | Qwen 2.5 VL 32B Instruct | 33.17 |
| 8 | ChatGPT 4o | 31.87 |
| 9 | GLM-4.5V | 31.12 |
| 10 | Qwen 2.5 VL 7B Instruct | 25.76 |
Interactive version: theaggregate.ai/benchmark?slug=omnicot-cot-f1 · How It Works · Data refreshed daily, snapshot 2026-09-29.