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ResearchFormerly WizWand

Knowledge-based VQA on InfoSeek

42.49Unseen-Q PerformanceMG2-RAG
-0.98210.30421.5932.876Apr 4, 2026
Updated 6mo ago

Evaluation results

MethodLinks
MG2-RAGModel Category=Graph Retrieval-Augmented Models, LLM/MLLM=Qwen3.5-27B, Retrieval Pool Size=5k2026.0442.4942.0342.26
MG2-RAGModel Category=Graph Retrieval-Augmented Models, LLM/MLLM=GPT-5.22026.0440.1638.4739.3
MG2-RAGModel Category=Graph Retrieval-Augmented Models, LLM/MLLM=Qwen2.5-VL-7B, Retrieval Pool Size=5k2026.0439.1738.1538.65
MG2-RAGModel Category=Graph Retrieval-Augmented Models, LLM/MLLM=Qwen3.5-27B2026.0437.3638.437.87
MG2-RAGModel Category=Graph Retrieval-Augmented Models, LLM/MLLM=Qwen2.5-VL-7B2026.0435.7835.1835.48
mKG-RAGModel Category=Graph Retrieval-Augmented Models, LLM/MLLM=LLaMA-3.1-8B2026.0432.931.332.1
GPT-5.2Model Category=Zero-Shot MLLMs, LLM/MLLM=GPT-5.22026.0432.6826.5429.29
MG2-RAGModel Category=Graph Retrieval-Augmented Models, LLM/MLLM=LLaMA-3.1-8B2026.0432.3232.8432.58
EchoSightModel Category=Retrieval-Augmented Models, LLM/MLLM=LLaMA-3.1-8B, Modality=V→T2026.043030.730.4
Gemini-3.1-ProModel Category=Zero-Shot MLLMs, LLM/MLLM=Gemini-3.1-Pro2026.0429.9222.5225.7
RORA-VLMModel Category=Retrieval-Augmented Models, LLM/MLLM=Vicuna-7B2026.0425.127.3—
Qwen2.5-VL-7BModel Category=Zero-Shot MLLMs, LLM/MLLM=Qwen2.5-VL-7B2026.0422.824.123.7
Qwen3.5-27BModel Category=Zero-Shot MLLMs, LLM/MLLM=Qwen3.5-27B2026.0420.2516.7518.33
EchoSightModel Category=Retrieval-Augmented Models, LLM/MLLM=LLaMA-3.1-8B, Modality=V→V2026.041819.818.8
InstructBLIPModel Category=Zero-Shot MLLMs, LLM/MLLM=Flan-T5XL2026.048.97.48.1
LLaVA-v1.5Model Category=Zero-Shot MLLMs, LLM/MLLM=LLaMA-3.1-8B2026.048.38.97.8
VaLiK (5k)Model Category=Graph Retrieval-Augmented Models, LLM/MLLM=Qwen2.5-VL-7B, Retrieval Pool Size=5k2026.043.192.072.51
MMGraphRAG (5k)Model Category=Graph Retrieval-Augmented Models, LLM/MLLM=Qwen2.5-VL-7B, Retrieval Pool Size=5k2026.040.690.390.5