Multimodal Research on In-house 2
37.7AccuracyMIA
Evaluation results
| Method | Links | |
|---|---|---|
| MIAAgent Type=Memory-based Search Agent2026.04 | 37.7 | |
| Unsupervised MIAAgent Type=Memory-based Search Agent2026.04 | 31.1 | |
| MementoAgent Type=Memory-based Search Agent2026.04 | 30.7 | |
| ReasoningBankAgent Type=Memory-based Search Agent2026.04 | 29.3 | |
| ExpeLAgent Type=Memory-based Search Agent2026.04 | 28.3 | |
| No MemoryAgent Type=Memory-based Search Agent2026.04 | 26.9 | |
| Qwen2.5-VL-32B+ReACTAgent Type=Search Agent2026.04 | 26.5 | |
| Gemini-3-FlashAgent Type=Direct Answer2026.04 | 25.5 | |
| RAGAgent Type=Memory-based Search Agent2026.04 | 25.5 | |
| A-MemAgent Type=Memory-based Search Agent2026.04 | 24.2 | |
| Mem0Agent Type=Memory-based Search Agent2026.04 | 23.2 | |
| GPT-5.4Agent Type=Direct Answer2026.04 | 23 | |
| MMSearch-R1Agent Type=Search Agent2026.04 | 21.8 | |
| Gemini-2.5-ProAgent Type=Direct Answer2026.04 | 19.6 | |
| Qwen2.5-VL-7B+ReACTAgent Type=Search Agent2026.04 | 17.8 | |
| GPT-4oAgent Type=Direct Answer2026.04 | 17.2 | |
| Qwen2.5-VL-32BAgent Type=Direct Answer2026.04 | 6.7 | |
| Qwen2.5-VL-7BAgent Type=Direct Answer2026.04 | 5 |