Multimodal Agentic Search on MMSearch+
34.4ScoreSimpleSearch-VL-30B-A3B
Evaluation results
| Method | Links | |
|---|---|---|
| SimpleSearch-VL-30B-A3BEvaluation Paradigm=Multimodal Search Agents2026.06 | 34.4 | |
| Gemini-3-ProEvaluation Paradigm=Agentic Workflow2026.06 | 33.5 | |
| SimpleSearch-VL-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 32.5 | |
| Claude-Opus-4.6Evaluation Paradigm=Agentic Workflow2026.06 | 31.3 | |
| Vision-DeepResearch-30B-A3BEvaluation Paradigm=Multimodal Search Agents2026.06 | 28.5 | |
| Kimi-K2.5Evaluation Paradigm=Agentic Workflow2026.06 | 27.8 | |
| Visual-Seeker-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 27.3 | |
| RedSearcher-30B-A3BEvaluation Paradigm=Multimodal Search Agents2026.06 | 26.6 | |
| Gemini-3-ProEvaluation Paradigm=Direct Answer2026.06 | 26.4 | |
| POINTS-Seeker-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 25.2 | |
| Vision-DeepResearch-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 20.4 | |
| Qwen3-VL-30B-A3BEvaluation Paradigm=Agentic Workflow2026.06 | 14.1 | |
| Qwen3-VL-8BEvaluation Paradigm=Agentic Workflow2026.06 | 13.5 | |
| Claude-Opus-4.6Evaluation Paradigm=Direct Answer2026.06 | 13.2 | |
| WebWatcher-32BEvaluation Paradigm=Multimodal Search Agents2026.06 | 11.5 | |
| Kimi-K2.5Evaluation Paradigm=Direct Answer2026.06 | 9.7 | |
| DeepEyesV2-7BEvaluation Paradigm=Multimodal Search Agents2026.06 | 9.5 | |
| Qwen3-VL-8BEvaluation Paradigm=Direct Answer2026.06 | 3.2 | |
| Qwen3-VL-30B-A3BEvaluation Paradigm=Direct Answer2026.06 | 3.2 |