Multimodal Search on MMSearch-Plus single-image
46.7Success RateSeed-1.8
Evaluation Results
| Method | Links | |
|---|---|---|
| Seed-1.8Method Category=Agentic Search2026.04 | 46.7 | |
| Kimi-K2.5Method Category=Agentic Search2026.04 | 39.2 | |
| GPT-5Method Category=Agentic Search2026.04 | 34.8 | |
| LMM-Searcher-30BMethod Category=Multimodal Search Agent, Evaluation Turns=100, Context Management=Enabled2026.04 | 34.8 | |
| LMM-Searcher-30BMethod Category=Multimodal Search Agent2026.04 | 32.9 | |
| Vision-DeepResearch-30BMethod Category=Multimodal Search Agent2026.04 | 28.5 | |
| Gemini-2.5-ProMethod Category=Agentic Search2026.04 | 28.1 | |
| REDSearcher-MM-30BMethod Category=Multimodal Search Agent2026.04 | 26.6 | |
| GPT-5Method Category=Direct Answer2026.04 | 19.1 | |
| Gemini-2.5-ProMethod Category=Direct Answer2026.04 | 14.5 | |
| Qwen3-VL-30B-A3B-ThinkingMethod Category=Agentic Search2026.04 | 14.4 | |
| Gemini-2.5-FlashMethod Category=Agentic Search2026.04 | 14 | |
| Kimi-K2.5Method Category=Direct Answer2026.04 | 12.6 | |
| Seed-1.8Method Category=Direct Answer2026.04 | 8.6 | |
| Gemini-2.5-FlashMethod Category=Direct Answer2026.04 | 8.1 | |
| Qwen3-VL-30B-A3B-ThinkingMethod Category=Direct Answer2026.04 | 2.7 |