Chart Understanding on ChartXiv RQ
61.2AccuracyGemini2.0-Flash
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Gemini2.0-Flashmodel_category=Proprietary Model2025.09 | 61.2 | — | |
| GPT-4omodel_category=Proprietary Model2025.09 | 47.1 | — | |
| VisionZero-Qwen-7B(chart)Chart Number=2.0k, QA Number=02025.09 | 46.6 | 50.2 | |
| Bespoke-MiniChartChart Number=13.0k, QA Number=91k2025.09 | 46.2 | 50.1 | |
| Chart-R1-7BChart Number=21.9k, QA Number=32.7k2025.09 | 46.2 | — | |
| VisionZero-Qwen-7B (Chart)training_context=Chart, base_model=Qwen2.5-VL-7B2025.09 | 45.8 | — | |
| VisionZero-Qwen-7B (Real-World)training_context=Real-World, base_model=Qwen2.5-VL-7B2025.09 | 44.8 | — | |
| OpenVLThinker-7Bbase_model=Qwen2.5-VL-7B2025.09 | 44.1 | — | |
| VisionZero-Qwen-7B (CLEVR)training_context=CLEVR, base_model=Qwen2.5-VL-7B2025.09 | 44.1 | — | |
| MM-Eureka-Qwen-7Bbase_model=Qwen2.5-VL-7B2025.09 | 43.2 | — | |
| Qwen2.5VL-7bChart Number=-, QA Number=-2025.09 | 42.5 | 46.7 | |
| Qwen2.5-VL-7Bbase_model=Qwen2.5-VL-7B2025.09 | 42.5 | — | |
| ViGaL-Snake+Rotationbase_model=Qwen2.5-VL-7B2025.09 | 41.8 | — | |
| VLAA-Thinker-7Bbase_model=Qwen2.5-VL-7B2025.09 | 41.3 | — | |
| ECD-Qwen2.5VL-7bChart Number=10.5k, QA Number=320k2025.09 | 40.2 | 46.9 | |
| R1-OneVision-7Bbase_model=Qwen2.5-VL-7B2025.09 | 35.3 | — |