Multimodal Search on MMSearch (Acc, SR img, SR txt)
73.2Success RateSeed-1.8
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Seed-1.8Method Category=Agentic Search2026.04 | 73.2 | — | — | — | |
| REDSearcher-MM-30BMethod Category=Multimodal Search Agent2026.04 | 72.9 | — | — | — | |
| Kimi-K2.5Method Category=Agentic Search2026.04 | 72.3 | — | — | — | |
| LMM-Searcher-30BMethod Category=Multimodal Search Agent, Evaluation Turns=100, Context Management=Enabled2026.04 | 72.3 | — | — | — | |
| GPT-5Method Category=Agentic Search2026.04 | 72.2 | — | — | — | |
| LMM-Searcher-30BMethod Category=Multimodal Search Agent2026.04 | 71 | — | — | — | |
| Vision-DeepResearch-30BMethod Category=Multimodal Search Agent2026.04 | 69.6 | — | — | — | |
| Gemini-2.5-ProMethod Category=Agentic Search2026.04 | 66.3 | — | — | — | |
| Qwen3-VL-30B-A3B-ThinkingMethod Category=Agentic Search2026.04 | 62 | — | — | — | |
| Gemini-2.5-FlashMethod Category=Agentic Search2026.04 | 59.8 | — | — | — | |
| Webwatcher-32BMethod Category=Multimodal Search Agent2026.04 | 55.3 | — | — | — | |
| MMSearch-R1-7BMethod Category=Multimodal Search Agent2026.04 | 53.8 | — | — | — | |
| Webwatcher-7BMethod Category=Multimodal Search Agent2026.04 | 49.1 | — | — | — | |
| Kimi-K2.5Method Category=Direct Answer2026.04 | 47 | — | — | — | |
| Gemini-2.5-ProMethod Category=Direct Answer2026.04 | 39.8 | — | — | — | |
| GPT-5Method Category=Direct Answer2026.04 | 33.3 | — | — | — | |
| Seed-1.8Method Category=Direct Answer2026.04 | 31 | — | — | — | |
| Gemini-2.5-FlashMethod Category=Direct Answer2026.04 | 30.4 | — | — | — | |
| Qwen3-VL-30B-A3B-ThinkingMethod Category=Direct Answer2026.04 | 17.7 | — | — | — | |
| DAREMerging Strategy=DARE2026.03 | — | 4.09 | 5.26 | 32.16 | |
| MMSearch-R1Model Type=Trained Base Model2026.03 | — | 24.56 | 86.55 | 67.25 | |
| OBMMerging Strategy=Optimal Brain Merging2026.03 | — | 13.45 | 21.63 | 78.94 | |
| Qwen-VL-DAWorkflow=Direct Answering2026.03 | — | 8.77 | 0 | 0 | |
| Qwen-VL-R1Workflow=Search-augmented2026.03 | — | 10.53 | 16.38 | 45.03 | |
| Qwen-VL-RAGWorkflow=RAG-based2026.03 | — | 21.64 | 100 | 100 | |
| TAMerging Strategy=Task Arithmetic2026.03 | — | 13.45 | 15.21 | 64.92 | |
| TIESMerging Strategy=TIES-Merging2026.03 | — | 9.94 | 4.09 | 49.12 |