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Multimodal Language Understanding on Qwen3 1.7B

58.65Average PerformanceBF16
28.458836.296944.13551.9731Apr 10, 2026

Evaluation results

MethodLinks
BF16Bit-width (W-A-KV)=W16-A16-KV162026.0458.65
EDGERAZORBit-width (W-A-KV)=W4-A8-KV82026.0458.57
FlatQuantBit-width (W-A-KV)=W4-A8-KV82026.0457.9
SpinQuantBit-width (W-A-KV)=W4-A8-KV82026.0456.22
LQERBit-width (W-A-KV)=W4-A8-KV82026.0455.28
EDGERAZORBit-width (W-A-KV)=W3-A8-KV82026.0453
FlatQuantBit-width (W-A-KV)=W3-A8-KV82026.0449.16
SpinQuantBit-width (W-A-KV)=W3-A8-KV82026.0447.51
EDGERAZORBit-width (W-A-KV)=W2-A8-KV82026.0447.03
LQERBit-width (W-A-KV)=W3-A8-KV82026.0446.78
EDGERAZORBit-width (W-A-KV)=W1.58-A8-KV82026.0443.91
OmniQuantBit-width (W-A-KV)=W4-A8-KV82026.0443.7
ABQ-LLMBit-width (W-A-KV)=W4-A8-KV82026.0443.29
OmniQuantBit-width (W-A-KV)=W3-A8-KV82026.0440.71
ABQ-LLMBit-width (W-A-KV)=W3-A8-KV82026.0437.82
OmniQuantBit-width (W-A-KV)=W2-A8-KV82026.0432.56
ABQ-LLMBit-width (W-A-KV)=W2-A8-KV82026.0431.07
LQERBit-width (W-A-KV)=W2-A8-KV82026.0430.63
QuaRotBit-width (W-A-KV)=W2-A8-KV82026.0430.39
QuaRotBit-width (W-A-KV)=W3-A8-KV82026.0430.17
QuaRotBit-width (W-A-KV)=W4-A8-KV82026.0430.16
QoQBit-width (W-A-KV)=W4-A8-KV82026.0429.91
FlatQuantBit-width (W-A-KV)=W2-A8-KV82026.0429.87
SpinQuantBit-width (W-A-KV)=W2-A8-KV82026.0429.62