ChartREG++ - Point Grounding (ChartMimic Charts): leaderboard

Metric: Macro F1 (%; predicted points matched one-to-one to the referred chart elements by Hungarian matching, a point matching when it falls inside the element's mask or within 5 px of it; ChartMimic half of ChartREG++; zero-shot, greedy). Source: arxiv.org. Saturation forecast: Around July 2027. 4 models tracked.

Top models

#ModelScore
1Gemini 3 Pro37
2GPT-5.230.5
3Qwen 3 VL 8B10.3

Interactive version: theaggregate.ai/benchmark?slug=chartreg-plus-plus-point-grounding-chartmimic-charts · How It Works · Data refreshed daily, snapshot 2026-09-26.