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ResearchFormerly WizWand

Multimodal Classification on CrisisMMD

72.33BC AccuracyMG2-RAG
42.201250.023157.84565.6669Apr 4, 2026
Updated 6mo ago

Evaluation results

MethodLinks
MG2-RAGMethod Category=Graph Retrieval-Augmented Models, LLM/MLLM=Qwen2.5-72B2026.0472.3350.3450.8357.83
MG2-RAGMethod Category=Graph Retrieval-Augmented Models, LLM/MLLM=GPT-5.22026.0472.356.156.761.7
MG2-RAGMethod Category=Graph Retrieval-Augmented Models, LLM/MLLM=Qwen3.5-27B2026.0472.2852.352.7959.12
Gemini-3.1-ProMethod Category=Zero-Shot Models, LLM/MLLM=Gemini-3.1-Pro2026.0471.349.3649.7956.82
MG2-RAGMethod Category=Graph Retrieval-Augmented Models, LLM/MLLM=Qwen2.5-VL-7B2026.0471.0346.4547.2554.91
GPT-5.2Method Category=Zero-Shot Models, LLM/MLLM=GPT-5.22026.04715353.659.2
Qwen2.5-VL-7BMethod Category=Zero-Shot Models, LLM/MLLM=Qwen2.5-VL-7B2026.0470.4541.4442.3351.41
Qwen3.5-27BMethod Category=Zero-Shot Models, LLM/MLLM=Qwen3.5-27B2026.0469.8348.8249.3556
MG2-RAGMethod Category=Graph Retrieval-Augmented Models, LLM/MLLM=Qwen2.5-7B2026.0469.6951.151.5957.46
VaLiKMethod Category=Graph Retrieval-Augmented Models, LLM/MLLM=Qwen2.5-7B2026.0468.950.0250.6956.54
VaLiKMethod Category=Graph Retrieval-Augmented Models, LLM/MLLM=Qwen2.5-72B2026.0468.8949.7849.3155.99
MMGraphRAGMethod Category=Graph Retrieval-Augmented Models, LLM/MLLM=Qwen2.5-VL-7B2026.0468.444.0344.6650.94
LightRAGMethod Category=Graph Retrieval-Augmented Models, LLM/MLLM=Qwen2.5-7B2026.0467.4945.1145.9452.85
BLIP-2Method Category=Zero-Shot Models, LLM/MLLM=Flan-T52026.0461.2940.8640.7247.62
LLaVA-34BMethod Category=Zero-Shot Models, LLM/MLLM=LLaVA-34B2026.0456.4425.1525.0735.55
CLIP ViT-L/14Method Category=Zero-Shot Models, LLM/MLLM=CLIP ViT-L/142026.0443.3617.8820.7927.34