Multimodal Search on BrowseComp-VL
57.2ScoreREDSearcher-MM-RL
Evaluation results
| Method | Links | |
|---|---|---|
| REDSearcher-MM-RLParams=30B2026.02 | 57.2 | |
| RedSearcher-30B-A3BEvaluation Paradigm=Multimodal Search Agents2026.06 | 57.2 | |
| Gemini-3-ProParams=-, Evaluation Tools=Same as ours2026.02 | 56.4 | |
| SimpleSearch-VL-30B-A3BEvaluation Paradigm=Multimodal Search Agents2026.06 | 55.9 | |
| REDSearcher-MM-SFTParams=30B2026.02 | 55.3 | |
| Seed1.8Params=-, Evaluation Tools=Same as ours2026.02 | 54.1 | |
| Vision-DeepResearchParams=30B2026.02 | 53.7 | |
| Vision-DeepResearch-30B-A3BEvaluation Paradigm=Multimodal Search Agents2026.06 | 53.7 | |
| SimpleSearch-VL-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 52.1 | |
| Gemini-3-ProEvaluation Paradigm=Agentic Workflow2026.06 | 51.8 | |
| Kimi-K2.5Evaluation Paradigm=Agentic Workflow2026.06 | 50.3 | |
| Gemini-2.5-ProParams=-2026.02 | 49.9 | |
| Claude-Opus-4.6Evaluation Paradigm=Agentic Workflow2026.06 | 48.3 | |
| Visual-Seeker-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 47.6 | |
| GPT-5Params=-2026.02 | 46.1 | |
| Gemini-2.5-FlashParams=-2026.02 | 44.6 | |
| Qwen3-VL-30B-A3BEvaluation Paradigm=Agentic Workflow2026.06 | 44.6 | |
| POINTS-Seeker-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 44.4 | |
| Claude-Opus-4.6Evaluation Paradigm=Direct Answer2026.06 | 43.5 | |
| Qwen3-VL ThinkingParams=235B2026.02 | 43.1 | |
| Vision-DeepResearch-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 42.6 | |
| Gemini-3-ProEvaluation Paradigm=Direct Answer2026.06 | 41.4 | |
| OpenSearch-VL-30B-A3BEvaluation Paradigm=Multimodal Search Agents2026.06 | 41.1 | |
| MM-DeepResearch-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 37.9 | |
| OpenSearch-VL-8BEvaluation Paradigm=Multimodal Search Agents2026.06 | 37.6 | |
| Qwen3-VL ThinkingParams=30B2026.02 | 37.1 | |
| Qwen3-VL-8BEvaluation Paradigm=Agentic Workflow2026.06 | 36.6 | |
| Qwen3-VL-30B-A3BEvaluation Paradigm=Direct Answer2026.06 | 29.6 | |
| Kimi-K2.5Evaluation Paradigm=Direct Answer2026.06 | 27.6 | |
| WebWatcherParams=32B2026.02 | 27 | |
| WebWatcher-32BEvaluation Paradigm=Multimodal Search Agents2026.06 | 27 | |
| Qwen3-VL-8BEvaluation Paradigm=Direct Answer2026.06 | 25.1 | |
| DeepEyesV2-7BEvaluation Paradigm=Multimodal Search Agents2026.06 | 24.8 | |
| MMSearch-R1-7BEvaluation Paradigm=Multimodal Search Agents2026.06 | 19.1 | |
| Qwen2.5-VLParams=72B2026.02 | 10.2 |