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ResearchFormerly WizWand

Multimodal Retrieval-Augmented Generation on MRAMG

35ScorePolarMem
15.7620.75525.7530.745Jan 31, 2026
Updated 8mo ago

Evaluation results

MethodLinks
PolarMemBackbone=InternVL-3.5-8B, Augmentation=PolarMem2026.0135
PolarMemBackbone=InternVL-3.5-4B, Augmentation=PolarMem2026.0133.7
PolarMemBackbone=QWEN2.5-VL-32B, Augmentation=PolarMem2026.0132
ViLoMemBackbone=InternVL-3.5-8B, Augmentation=ViLoMem2026.0132
ViLoMemBackbone=QWEN2.5-VL-32B, Augmentation=ViLoMem2026.0131.2
PolarMemBackbone=LLaVA-Next-Llama-3-8B, Augmentation=PolarMem2026.0131.2
InternVL-3.5-8BBackbone=InternVL-3.5-8B, Augmentation=None2026.0130.2
ViLoMemBackbone=InternVL-3.5-4B, Augmentation=ViLoMem2026.0130
Vanilla RAGBackbone=InternVL-3.5-8B, Augmentation=Vanilla RAG2026.0129.4
Vanilla RAGBackbone=QWEN2.5-VL-32B, Augmentation=Vanilla RAG2026.0129
ViLoMemBackbone=LLaVA-Next-Llama-3-8B, Augmentation=ViLoMem2026.0129
QWEN2.5-VL-32BBackbone=QWEN2.5-VL-32B, Augmentation=None2026.0128.5
InternVL-3.5-4BBackbone=InternVL-3.5-4B, Augmentation=None2026.0128.4
PolarMemBackbone=QWEN2.5-VL-7B, Augmentation=PolarMem2026.0127.9
Vanilla RAGBackbone=InternVL-3.5-4B, Augmentation=Vanilla RAG2026.0127.2
QWEN2.5-VL-7BBackbone=QWEN2.5-VL-7B, Augmentation=None2026.0126.7
PolarMemBackbone=DeepSeek-VL2-Small, Augmentation=PolarMem2026.0126.7
PolarMemBackbone=DeepSeek-VL2, Augmentation=PolarMem2026.0126.1
ViLoMemBackbone=QWEN2.5-VL-7B, Augmentation=ViLoMem2026.0125.6
LLaVA-Next-Llama-3-8BBackbone=LLaVA-Next-Llama-3-8B, Augmentation=None2026.0125.1
Vanilla RAGBackbone=LLaVA-Next-Llama-3-8B, Augmentation=Vanilla RAG2026.0124.6
ViLoMemBackbone=DeepSeek-VL2, Augmentation=ViLoMem2026.0124.4
ViLoMemBackbone=DeepSeek-VL2-Small, Augmentation=ViLoMem2026.0123.8
Vanilla RAGBackbone=DeepSeek-VL2-Small, Augmentation=Vanilla RAG2026.0122.4
PolarMemBackbone=LLaVA-Next-Mistral-7B, Augmentation=PolarMem2026.0122.4
Vanilla RAGBackbone=QWEN2.5-VL-7B, Augmentation=Vanilla RAG2026.0122.1
Vanilla RAGBackbone=DeepSeek-VL2, Augmentation=Vanilla RAG2026.0122
DeepSeek-VL2Backbone=DeepSeek-VL2, Augmentation=None2026.0121.8
DeepSeek-VL2-SmallBackbone=DeepSeek-VL2-Small, Augmentation=None2026.0121.5
ViLoMemBackbone=LLaVA-Next-Mistral-7B, Augmentation=ViLoMem2026.0119.1
Vanilla RAGBackbone=LLaVA-Next-Mistral-7B, Augmentation=Vanilla RAG2026.0117.2
LLaVA-Next-Mistral-7BBackbone=LLaVA-Next-Mistral-7B, Augmentation=None2026.0116.5