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Audio-Visual Question Answering on VALOR (test) using Model-as-Judge

44.67M.J. ScoreM3KG-RAG
24.899630.032335.16540.2977Dec 23, 2025

Evaluation results

MethodLinks
M3KG-RAGMLLM=Qwen2.5-Omni2025.1244.67
VAT-KGMLLM=Qwen2.5-Omni2025.1235.44
VTKGMLLM=Qwen2.5-Omni2025.1232.7
NoneMLLM=Qwen2.5-Omni2025.1232.42
M2ConceptBaseMLLM=Qwen2.5-Omni2025.1232.31
WikidataMLLM=Qwen2.5-Omni2025.1230.28
M3KG-RAGMLLM=VideoLLaMA22025.1229.25
VAT-KGMLLM=VideoLLaMA22025.1228.3
WikidataMLLM=VideoLLaMA22025.1226.43
M2ConceptBaseMLLM=VideoLLaMA22025.1225.93
VTKGMLLM=VideoLLaMA22025.1225.92
NoneMLLM=VideoLLaMA22025.1225.66