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Audio Question Answering on ClothoAQA (test)

71.02AccuracyVideoLLaMA2.1-AV
12.530427.715242.958.0848Mar 22, 2024Jul 7, 2024Oct 23, 2024Feb 8, 2025May 26, 2025Sep 11, 2025Dec 28, 2025

Evaluation results

MethodLinks
VideoLLaMA2.1-AVSize=7B, Training Hours=5k2024.0671.02
VideoLLaMA2-AVSize=7B, Training Hours=5k2024.0670.11
Qwen2.5-OmniModel Size=7-8B, Zero-shot evaluation=true2025.1268
JavisGPTModel Size=7-8B, #Samples=1.5M, Zero-shot evaluation=true2025.1267.3
VideoLLaMA2.1Model Size=7-8B, #Samples=1.9M, Zero-shot evaluation=true2025.1266.3
VideoLLaMA2Model Size=7-8B, #Samples=1.9M, Zero-shot evaluation=true2025.1265.1
Qwen2-AudioModel Size=7-8B, Zero-shot evaluation=true2025.1260.9
Qwen-AudioSize=7B, Training Hours=137k2024.0657.9
Qwen-AudioModel Size=7-8B, Zero-shot evaluation=true2025.1257.9
UnifiedIO-2Model Size=7-8B, #Samples=9.2B, Zero-shot evaluation=true2025.1231.4
NExT-GPTModel Size=7-8B, #Samples=1.9M, Zero-shot evaluation=true2025.1230.9
InternVideo2_S2Backbone=InternVideo2_S2, Finetuning setting=true2024.0330.14
MWAFMBackbone=MWAFM, Finetuning setting=true2024.0322.24
AquaNetBackbone=AquaNet, Finetuning setting=true2024.0314.78