HID-Chart - Engineering: leaderboard

The 116 engineering chart questions of HID-Chart (Pan et al., 2026), asked about high information density charts with several subplots and dense annotations. Accuracy in percent, judged by GPT-5 mini against the annotated answers; higher is better.

Metric: Accuracy (%; GPT-5 mini judge, 116 engineering questions). Source: arxiv.org. Saturation forecast: Estimated already saturated. 16 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4.161.2#492
2Gemini 2.0 Flash58.6#702
3GPT-4o54.3#741
4InternVL2.5-78B45.7#1018
5Qwen 2.5 VL 7B44.8#1796
6InternVL3-8B44#1695
7Gemma 3 27B44#1638

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=hid-chart-engineering · How It Works · Data refreshed daily, snapshot 2026-11-12.