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ResearchFormerly WizWand

Multimodal Large Language Model Evaluation on SEED-Bench

71.56AccuracyLASER
49.272855.058960.84566.6311May 30, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LASERModel=LLaVA-Next 13B, Quantization=W8A8, rho_1=50%2026.0571.56
FP16Model=LLaVA-Next 13B2026.0571.3
WSVDModel=LLaVA-Next 13B, Quantization=W8A8, rho_1=50%2026.0570.67
QSVDModel=LLaVA-Next 13B, Quantization=W8A42026.0569.21
FP16Model=LLaVA-Next 7B2026.0569.02
WSVDModel=LLaVA-Next 7B, Quantization=W8A8, rho_1=50%2026.0567.49
LASERModel=LLaVA-Next 7B, Quantization=W8A8, rho_1=50%2026.0567.49
DuQuantModel=LLaVA-Next 13B, Quantization=W8A42026.0566.15
QSVDModel=LLaVA-Next 7B, Quantization=W8A42026.0565.63
QVLMModel=LLaVA-Next 13B, Quantization=W8A42026.0565.39
DuQuantModel=LLaVA-Next 7B, Quantization=W8A42026.0563.64
LASERModel=LLaVA-v1.5 7B, Quantization=W8A8, rho_1=50%2026.0561.94
WSVDModel=LLaVA-v1.5 7B, Quantization=W8A8, rho_1=50%2026.0560.23
FP16Model=LLaVA-v1.5 7B2026.0560.18
QSVDModel=LLaVA-v1.5 7B, Quantization=W8A42026.0558.49
DuQuantModel=LLaVA-v1.5 7B, Quantization=W8A42026.0554.11
QVLMModel=LLaVA-Next 7B, Quantization=W8A42026.0550.38
QVLMModel=LLaVA-v1.5 7B, Quantization=W8A42026.0550.13