ChartFI - Etiological Explanation: leaderboard
Metric: Acuity sub-dimension etiological explanation (why the data look as they do): 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 2029. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash | 2.54 |
| 2 | Claude Sonnet 4.6 | 2.47 |
| 3 | GPT-5.4 | 2.44 |
| 4 | Qwen 3.5 27B | 2.38 |
| 5 | Qwen 3.5 Plus | 2.38 |
| 6 | Llama 4 Scout | 2.01 |
Interactive version: theaggregate.ai/benchmark?slug=chartfi-etiological-explanation · How It Works · Data refreshed daily, snapshot 2026-10-07.