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ResearchFormerly WizWand

Meme Detection on Meme Detection

71Hatefulness AccuracyQuery-Retrieve-Conclude
53.3257.9162.567.09Jun 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Query-Retrieve-ConcludeModel backbone=Gemma3-12B, Framework=Proposed, Evaluation protocol=Zero-shot2026.06717080796767696870707171
Zero-shot Generated BKSModel backbone=Gemma3-12B, BKS condition=With Zero-shot Generated BKS, Evaluation protocol=Zero-shot2026.06696675746664656467666867
VanillaModel backbone=Gemma3-12B, BKS condition=Zero-shot without BKS, Evaluation protocol=Zero-shot2026.06676773726261636265646765
MemeAgentModel backbone=Gemma3-12B, BKS condition=Zero-shot without BKS, Evaluation protocol=Zero-shot2026.06666361496056616562586259
MiNDModel backbone=Gemma3-12B, BKS condition=Zero-shot without BKS, Evaluation protocol=Zero-shot2026.06666570686159626164626563
Query-Retrieve-ConcludeModel backbone=Qwen3-VL-8B, Framework=Proposed, Evaluation protocol=Zero-shot2026.06666267646462656266616662
Zero-shot Generated BKSModel backbone=Qwen3-VL-8B, BKS condition=With Zero-shot Generated BKS, Evaluation protocol=Zero-shot2026.06656065616261636365606461
MemeAgentModel backbone=Qwen3-VL-8B, BKS condition=Zero-shot without BKS, Evaluation protocol=Zero-shot2026.06646067656241646062596457
VanillaModel backbone=Qwen3-VL-8B, BKS condition=Zero-shot without BKS, Evaluation protocol=Zero-shot2026.06636164626059616063616261
MiNDModel backbone=Qwen3-VL-8B, BKS condition=Zero-shot without BKS, Evaluation protocol=Zero-shot2026.06636068646158635964606457
Query-Retrieve-ConcludeModel backbone=LLaVA-1.5-7B, Framework=Proposed, Evaluation protocol=Zero-shot2026.06615963606261625964606260
Zero-shot Generated BKSModel backbone=LLaVA-1.5-7B, BKS condition=With Zero-shot Generated BKS, Evaluation protocol=Zero-shot2026.06564261556260615663556154
MemeAgentModel backbone=LLaVA-1.5-7B, BKS condition=Zero-shot without BKS, Evaluation protocol=Zero-shot2026.06554360456045564258465844
VanillaModel backbone=LLaVA-1.5-7B, BKS condition=Zero-shot without BKS, Evaluation protocol=Zero-shot2026.06544559525857503461545648
MiNDModel backbone=LLaVA-1.5-7B, BKS condition=Zero-shot without BKS, Evaluation protocol=Zero-shot2026.06546057505956554760535844