ChartFI - Domain Knowledge Accuracy: leaderboard
Metric: Acuity sub-dimension domain knowledge accuracy and relevance: mean Gemini-3.1-Pro rating on a 5-point Likert scale (1-5), descriptions of the 896 ChartFI-Bench scientific charts (arXiv papers accepted at peer-reviewed venues), temperature 0 and top-p 1; higher is better. Source: arxiv.org. Saturation forecast: Around July 2027. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash | 3.18 |
| 2 | GPT-5.4 | 3.1 |
| 3 | Qwen 3.5 Plus | 3.08 |
| 4 | Claude Sonnet 4.6 | 2.99 |
| 5 | Qwen 3.5 27B | 2.86 |
| 6 | Llama 4 Scout | 2.18 |
Interactive version: theaggregate.ai/benchmark?slug=chartfi-domain-knowledge-accuracy · How It Works · Data refreshed daily, snapshot 2026-10-07.