Scientific Chart Interpretation on CharXiv Reasoning
86.6Overall ScoreFugu-Ultra
Evaluation results
| Method | Links | |
|---|---|---|
| Fugu-Ultra2026.06 | 86.6 | |
| Fugu2026.06 | 85.1 | |
| Claude Opus 4.82026.06 | 84.2 | |
| GPT-5.52026.06 | 84.1 | |
| Gemini 3.12026.06 | 83.3 | |
| Insight-V++ (Qwen2.5-VL + Self-Evolving)Size=7B2026.03 | 46.8 | |
| OpenMMReasonerSize=7B2026.03 | 46.1 | |
| Open-Vision-ReasonerSize=7B2026.03 | 44.5 | |
| Insight-V (Qwen2.5-VL + Multi-Agent RL)Size=7B2026.03 | 44.5 | |
| MMR1Size=7B2026.03 | 43.5 | |
| MM-Eureka-QwenSize=7B2026.03 | 42.4 | |
| OpenVLThinkerSize=7B2026.03 | 41 | |
| InternVL3-8BSize=8B2026.03 | 37.6 | |
| LLaVA-OneVision-1.5Size=8B2026.03 | 37 | |
| Qwen2.5-VLSize=7B2026.03 | 36.4 | |
| GPT-4o miniSize=-2026.03 | 34.1 | |
| LLaVA-OneVisionSize=7B2026.03 | 23.6 |