Multimodal Agentic Search on MMSearch
83.6ScoreSimpleSearch-VL-30B-A3B
Evaluation results
| Method | Links | |
|---|---|---|
| SimpleSearch-VL-30B-A3BEvaluation Paradigm=Multimodal Search Agents2026.06 | 83.6 | |
| Gemini-3-ProEvaluation Paradigm=Agentic Workflow2026.06 | 82.9 | |
| SimpleSearch-VL-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 77.1 | |
| Kimi-K2.5Evaluation Paradigm=Agentic Workflow2026.06 | 76.6 | |
| Claude-Opus-4.6Evaluation Paradigm=Agentic Workflow2026.06 | 76.2 | |
| SenseNova-MARS-32BEvaluation Paradigm=Multimodal Search Agents2026.06 | 74.3 | |
| RedSearcher-30B-A3BEvaluation Paradigm=Multimodal Search Agents2026.06 | 72.9 | |
| Visual-Seeker-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 72.2 | |
| POINTS-Seeker-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 70.8 | |
| Vision-DeepResearch-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 69.6 | |
| Vision-DeepResearch-30B-A3BEvaluation Paradigm=Multimodal Search Agents2026.06 | 69.6 | |
| OpenSearch-VL-30B-A3BEvaluation Paradigm=Multimodal Search Agents2026.06 | 68.7 | |
| SenseNova-MARS-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 67.8 | |
| MM-DeepResearch-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 67.8 | |
| Gemini-3-ProEvaluation Paradigm=Direct Answer2026.06 | 65.9 | |
| Kimi-K2.5Evaluation Paradigm=Direct Answer2026.06 | 65.6 | |
| OpenSearch-VL-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 64.5 | |
| DeepEyesV2-7BEvaluation Paradigm=Multimodal Search Agents2026.06 | 63.7 | |
| Qwen3-VL-30B-A3BEvaluation Paradigm=Agentic Workflow2026.06 | 63.2 | |
| Qwen3-VL-8BEvaluation Paradigm=Agentic Workflow2026.06 | 62 | |
| Claude-Opus-4.6Evaluation Paradigm=Direct Answer2026.06 | 59.8 | |
| WebWatcher-32BEvaluation Paradigm=Multimodal Search Agents2026.06 | 55.3 | |
| MMSearch-R1-7BEvaluation Paradigm=Multimodal Search Agents2026.06 | 53.8 | |
| Qwen3-VL-30B-A3BEvaluation Paradigm=Direct Answer2026.06 | 18.7 | |
| Qwen3-VL-8BEvaluation Paradigm=Direct Answer2026.06 | 15.2 |