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ResearchFormerly WizWand

Classification on Flowers (AURC)

22.5AURCReCoVERR
-0.834485.2235111.281517.33949Jan 30, 2026
Updated 8mo ago

Evaluation results

MethodLinks
ReCoVERRLLM=Phi-3.5-Instruct (3B), P-VLM=BLIP-22026.0122.5
LYP-VLM=BLIP-22026.0121.6
PAPSP-SModel Scale=Small, Memory Augmentation=false, P-VLM=BLIP-22026.019.3
MA-PAPSP-SModel Scale=Small, Memory Augmentation=true, P-VLM=BLIP-22026.017.7
PAPSP-LModel Scale=Large, Memory Augmentation=false, P-VLM=BLIP-22026.017.4
MA-PAPSP-LModel Scale=Large, Memory Augmentation=true, P-VLM=BLIP-22026.016.3
GenEval2026.010.216
SeeTRUE2026.010.214
SeeTRUE2026.010.214
Aesthetics2026.010.212
VQAScore2026.010.211
VQAScore2026.010.211
PAPSPsize=S2026.010.093
PAPSPBackbone=SigLIP B/162026.010.093
MA-PAPSPsize=S2026.010.077
MA-PAPSPBackbone=SigLIP B/162026.010.077
Qwen-VL-7BMethod Setup=LVLM-PAPSP, Backbone Model=Qwen-VL-7B2026.010.075
PAPSPsize=L2026.010.074
PAPSPBackbone=SigLIP SO-400M2026.010.074
Qwen-VL-72BMethod Setup=LVLM-PAPSP, Backbone Model=Qwen-VL-72B2026.010.07
MA-PAPSPMethod Setup=MA-PAPSP, Backbone Model=SigLIP SO-400M2026.010.063
MA-PAPSPsize=L2026.010.063
MA-PAPSPBackbone=SigLIP SO-400M2026.010.063