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ResearchFormerly WizWand

Document Question Answering on FRAMES

10.5EMHiKEY
3.9485.6497.359.051May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HiKEYMethod Category=Multimodal GraphRAG, Input budget=16K, LVLM Reader=same LVLM Reader2026.0510.514.617.715.4
MultiDocFusionMethod Category=Text chunk-based RAG, Input budget=16K, LVLM Reader=same LVLM Reader2026.057.810.813.911.6
HopRAGMethod Category=Text-based GraphRAG, Input budget=16K, LVLM Reader=same LVLM Reader2026.057.710.713.811.5
RAPTORMethod Category=Text-based GraphRAG, Input budget=16K, LVLM Reader=same LVLM Reader2026.057.510.413.511.2
PageMethod Category=Text chunk-based RAG, Input budget=16K, LVLM Reader=same LVLM Reader2026.0579.812.710.6
Length chunkingMethod Category=Text chunk-based RAG, Input budget=16K, LVLM Reader=same LVLM Reader2026.056.99.612.910.4
LumberChunkerMethod Category=Text chunk-based RAG, Input budget=16K, LVLM Reader=same LVLM Reader2026.056.89.412.510.2
Meta ChunkerMethod Category=Text chunk-based RAG, Input budget=16K, LVLM Reader=same LVLM Reader2026.056.89.412.510.2
Structural chunkingMethod Category=Text chunk-based RAG, Input budget=16K, LVLM Reader=same LVLM Reader2026.056.48.9129.7
SimpleDocMethod Category=Multimodal GraphRAG, Input budget=16K, LVLM Reader=same LVLM Reader2026.054.96.89.97.6
MoLoRAGMethod Category=Multimodal GraphRAG, Input budget=16K, LVLM Reader=same LVLM Reader2026.054.76.59.67.3
VDocRAGMethod Category=Page-level multimodal RAG, Input budget=16K, LVLM Reader=same LVLM Reader2026.054.56.39.47.1
M3DocRAGMethod Category=Page-level multimodal RAG, Input budget=16K, LVLM Reader=same LVLM Reader2026.054.25.996.7