GRACE - LogiQA: leaderboard
GRACE is a step-level faithfulness benchmark for context-grounded chain-of-thought reasoning, with human-annotated traces from four datasets on two tracks (grounding: MuSiQue, 2WikiMHQA; inference: LogiQA, ReClor) and a data-driven error taxonomy. This board reports Step-level faithful/unfaithful F1 (%) on LogiQA inference traces; higher is better.
Metric: Step-level faithful/unfaithful F1 (%) on LogiQA inference traces; higher is better. Source: arxiv.org. Saturation forecast: Around February 2027. 10 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 83.28 | #94 |
| 2 | Gemma 4 31B | 76.69 | #394 |
| 3 | Qwen 3.5 27B | 75.76 | #359 |
| 4 | Gemini 3 Flash | 73.65 | #164 |
| 5 | GPT-5.4 | 73.2 | #123 |
| 6 | Qwen 3.5 35B A3B | 71.12 | #482 |
| 7 | GPT-5.4 Mini | 59.69 | #389 |
| 8 | Qwen 3 14B | 49.04 | #1233 |
| 9 | Qwen 3 8B | 42.06 | #1830 |
| 10 | Llama 3.1 8B | 41.96 | #4861 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=grace-logiqa · How It Works · Data refreshed daily, snapshot 2026-11-13.