GRACE - LogiQA: leaderboard
Metric: Step-level faithful/unfaithful F1 (%) on LogiQA inference traces; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 83.28 |
| 2 | Gemma 4 31B | 76.69 |
| 3 | Qwen 3.5 27B | 75.76 |
| 4 | Gemini 3 Flash | 73.65 |
| 5 | GPT-5.4 | 73.2 |
| 6 | Qwen 3.5 35B A3B | 71.12 |
| 7 | GPT-5.4 Mini | 59.69 |
| 8 | Qwen 3 14B | 49.04 |
| 9 | Qwen 3 8B | 42.06 |
| 10 | Llama 3.1 8B | 41.96 |
Interactive version: theaggregate.ai/benchmark?slug=grace-logiqa · How It Works · Data refreshed daily, snapshot 2026-09-29.