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ResearchFormerly WizWand

Multimodal Scientific Reasoning on ScienceQA

97.07AccuracyFP16
5.664429.394753.12576.8553Apr 13, 2026
Updated 6mo ago

Evaluation results

MethodLinks
FP16Model=InternVL2-8B, Spiking=false, Time Step=N/A2026.0497.07
SpikeMLLM(QuaRot+MSTS+TC-LIF)Model=InternVL2-8B, Spiking=true, Time Step=3/42026.0496.83
FP16Model=MiniCPM-V-2.6-8B, Spiking=false, Time Step=N/A2026.0496.58
SpikeMLLM(QuaRot)Model=InternVL2-8B, Spiking=true, Time Step=152026.0495.98
SpikeMLLM(QuaRot+MSTS+TC-LIF)Model=MiniCPM-V-2.6-8B, Spiking=true, Time Step=3/42026.0495.88
SpikeMLLM(GPTQ)Model=MiniCPM-V-2.6-8B, Spiking=true, Time Step=2552026.0495.14
SpikeMLLM(QuaRot)Model=MiniCPM-V-2.6-8B, Spiking=true, Time Step=152026.0494.15
SpikeMLLM(QuaRot+MSTS+TC-LIF)Model=InternVL2-8B, Spiking=true, Time Step=2/32026.0492.71
SpikeMLLM(RTN)Model=MiniCPM-V-2.6-8B, Spiking=true, Time Step=2552026.0492.56
SpikeMLLM(GPTQ)Model=InternVL2-8B, Spiking=true, Time Step=2552026.0490.83
SpikeMLLM(QuaRot+MSTS+TC-LIF)Model=MiniCPM-V-2.6-8B, Spiking=true, Time Step=2/32026.0489.64
SpikeMLLM(RTN)Model=InternVL2-8B, Spiking=true, Time Step=2552026.0488.5
FP16Model=Qwen2VL-7B, Spiking=false, Time Step=N/A2026.0485.67
SpikeMLLM(QuaRot+MSTS+TC-LIF)Model=Qwen2VL-7B, Spiking=true, Time Step=3/42026.0485.57
SpikeMLLM(QuaRot)Model=Qwen2VL-7B, Spiking=true, Time Step=152026.0483.54
SpikeMLLM(GPTQ)Model=Qwen2VL-7B, Spiking=true, Time Step=2552026.0483.29
SpikeMLLM(RTN)Model=Qwen2VL-7B, Spiking=true, Time Step=2552026.0480.71
SpikeMLLM(QuaRot+MSTS+TC-LIF)Model=Qwen2VL-7B, Spiking=true, Time Step=2/32026.0480.37
SpikeMLLM(QuaRot+MSTS+TC-LIF)Model=Qwen-VL-Chat-9.6B, Spiking=true, Time Step=3/42026.0468.07
FP16Model=Qwen-VL-Chat-9.6B, Spiking=false, Time Step=N/A2026.0467.58
SpikeMLLM(GPTQ)Model=Qwen-VL-Chat-9.6B, Spiking=true, Time Step=2552026.0463.06
SpikeMLLM(QuaRot)Model=Qwen-VL-Chat-9.6B, Spiking=true, Time Step=152026.0463.06
SpikeMLLM(QuaRot+MSTS+TC-LIF)Model=Qwen-VL-Chat-9.6B, Spiking=true, Time Step=2/32026.0462.47
SpikeMLLM(RTN)Model=Qwen-VL-Chat-9.6B, Spiking=true, Time Step=2552026.0461.13
SpikeMLLM(QuaRot)Model=InternVL2-8B, Spiking=true, Time Step=72026.0444.42
SpikeMLLM(QuaRot)Model=Qwen2VL-7B, Spiking=true, Time Step=72026.0421.84
SpikeMLLM(QuaRot)Model=MiniCPM-V-2.6-8B, Spiking=true, Time Step=72026.0416.38
SpikeMLLM(QuaRot)Model=Qwen-VL-Chat-9.6B, Spiking=true, Time Step=72026.049.18