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Audio-Visual Understanding on Video-MME w/ audio

68.4AccuracyOla
51.2455.69560.1564.605Dec 11, 2025

Evaluation results

MethodLinks
OlaModel Size=7B, Est. Tokens Per Min=∼16,0002025.1268.4
Qwen2.5-Omni-7BModel Size=7B, Est. Tokens Per Min=10,1402025.1266.3
EchoingPixelsModel Size=7B, Token Budget=10%, Est. Tokens Per Min=1,0142025.1264.1
Qwen2.5-Omni-3BModel Size=3B, Est. Tokens Per Min=10,1402025.1263.1
EchoingPixelsModel Size=3B, Token Budget=20%, Est. Tokens Per Min=2,0282025.1260.7
EchoingPixelsModel Size=3B, Token Budget=10%, Est. Tokens Per Min=1,0142025.1258.4
IntraModalModel Size=7B, Token Budget=25%, Est. Tokens Per Min=2,5352025.1256.5
EchoingPixelsModel Size=3B, Token Budget=5%, Est. Tokens Per Min=5072025.1255.7
IntraModalModel Size=3B, Token Budget=25%, Est. Tokens Per Min=2,5352025.1252.1
FastVModel Size=3B, Token Budget=20%, Est. Tokens Per Min=2,0282025.1251.9