ChartFI - Knowledge Integration: leaderboard
Metric: Acuity sub-dimension knowledge integration efficiency: 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 May 2027. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 | 3.31 |
| 2 | Qwen 3.5 Plus | 3.18 |
| 3 | Gemini 3 Flash | 3.17 |
| 4 | Qwen 3.5 27B | 2.99 |
| 5 | Claude Sonnet 4.6 | 2.96 |
| 6 | Llama 4 Scout | 2.23 |
Interactive version: theaggregate.ai/benchmark?slug=chartfi-knowledge-integration · How It Works · Data refreshed daily, snapshot 2026-10-07.