SciFig-Bench - Reference-Based Fidelity: leaderboard

Metric: Reference-based fidelity (0-10) (mean of DINOv2 visual similarity, SigLIP2 figure-text relevance and OCR-F1 against the author-drawn figure). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 3 models tracked.

Top models

#ModelScore
1Nano Banana Pro3.4
2SciFig GPT-5.4-Image (checkpoint unspecified)2.9
3Qwen-Image2.1

Interactive version: theaggregate.ai/benchmark?slug=scifig-bench-reference-based-fidelity · How It Works · Data refreshed daily, snapshot 2026-09-26.