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Embodied Question Answering on NaVQA

9.97Response Latency (s)Graph Memory
9.419613.134816.8520.5652Apr 20, 2026

Evaluation results

MethodLinks
Graph MemoryVLM=Florence-2-large, Agent Configuration=Graph Memory2026.049.97—
Graph MemoryVLM=Florence-2-base, Agent Configuration=Graph Memory2026.0410.8—
ReMEmbRVLM=Florence-2-base, Agent Configuration=ReMEmbR2026.0419.14—
ReMEmbRVLM=Florence-2-large, Agent Configuration=ReMEmbR2026.0419.79—
Graph Memory + ReMEmbRVLM=Florence-2-base, Agent Configuration=Graph Memory + ReMEmbR2026.0423.1393.34
Graph Memory + ReMEmbRVLM=Florence-2-large, Agent Configuration=Graph Memory + ReMEmbR2026.0423.7380.83