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ResearchFormerly WizWand

Music Understanding on Mucho music

75.6AccuracyAF-Next-Instruct
22.5636.3350.163.87Apr 14, 2025Jun 13, 2025Aug 13, 2025Oct 13, 2025Dec 13, 2025Feb 12, 2026Apr 14, 2026
Updated 6mo ago

Evaluation results

MethodLinks
AF-Next-Instruct2026.0475.6——
Music Flamingo2026.0474.5——
Full ModelBackbone=VideoLLaMA2, Sparsity=0%2025.0458.9——
Full ModelBackbone=VideoLLaMA2 (7B), Sparsity Ratio=0%, Evaluation Protocol=Zero-shot2026.0458.9—100
TopoVLM (Ours)Backbone=VideoLLaMA2 (7B), Sparsity Ratio=60%, Evaluation Protocol=Zero-shot2026.0458.1—96.7
LLM-StreamlineBackbone=VideoLLaMA2 (7B), Sparsity Ratio=60%, Evaluation Protocol=Zero-shot2026.0456.3—86.5
TAMPBackbone=VideoLLaMA2 (7B), Sparsity Ratio=60%, Evaluation Protocol=Zero-shot2026.0455.9—95
ECoFLaPBackbone=VideoLLaMA2 (7B), Sparsity Ratio=60%, Evaluation Protocol=Zero-shot2026.0454.4—93.8
WandaBackbone=VideoLLaMA2 (7B), Sparsity Ratio=60%, Evaluation Protocol=Zero-shot2026.0451.4—91
LLM-PrunerBackbone=VideoLLaMA2 (7B), Sparsity Ratio=60%, Evaluation Protocol=Zero-shot2026.0451.2—82.1
SparseGPTBackbone=VideoLLaMA2 (7B), Sparsity Ratio=60%, Evaluation Protocol=Zero-shot2026.0448.8—88.5
OWLBackbone=VideoLLaMA2 (7B), Sparsity Ratio=60%, Evaluation Protocol=Zero-shot2026.0447.6—89.4
ShortGPTBackbone=VideoLLaMA2, Sparsity=25%2025.0431.6——
DASBackbone=VideoLLaMA2, Sparsity=25%2025.0428.9——
ECOFLaPBackbone=VideoLLaMA2, Sparsity=25%2025.0427.5——
MagnitudeBackbone=VideoLLaMA2 (7B), Sparsity Ratio=60%, Evaluation Protocol=Zero-shot2026.0425.8—12.6
OWLBackbone=VideoLLaMA2, Sparsity=25%2025.0424.9——
Shortened LLaMABackbone=VideoLLaMA2, Sparsity=25%2025.0424.6——
ECOFLaPModel=VideoLLaMA2, Sparsity ratio=60%2025.04—54.493.8
Full ModelModel=VideoLLaMA2, Sparsity ratio=0%2025.04—58.9100
MagnitudeModel=VideoLLaMA2, Sparsity ratio=60%2025.04—25.812.6
OWLModel=VideoLLaMA2, Sparsity ratio=60%2025.04—47.689.4
SparseGPTModel=VideoLLaMA2, Sparsity ratio=60%2025.04—48.888.5
TAMPModel=VideoLLaMA2, Sparsity ratio=60%2025.04—55.995
WandaModel=VideoLLaMA2, Sparsity ratio=60%2025.04—51.491