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Harmful Meme Detection on HarM

83.82AccuracyMOMENTA
49.822458.648767.47576.3013Jul 9, 2025Aug 27, 2025Oct 15, 2025Dec 4, 2025Jan 22, 2026Mar 12, 2026May 1, 2026

Evaluation results

MethodLinks
MOMENTATraining/Evaluation Protocol=Training-based2025.0783.8282.8
MOMENTAProtocol=Supervised / Training-Based2026.0583.3282.8
Late FusionProtocol=Supervised / Training-Based2026.0573.2470.25
Late FusionTraining/Evaluation Protocol=Training-based2025.0773.2170.25
PrismAgentProtocol=Zero-Shot, Model Category=Agent-Based Methods (Open-Source), Backbone=LLaVA-1.6-34B2026.0571.1969.78
PrismAgentProtocol=Zero-Shot, Model Category=Agent-Based Methods (Open-Source), Backbone=LLaVA-1.5-13B2026.0570.6268.44
MINDBackbone=LLaVA-1.5-13B, Training/Evaluation Protocol=Training-free2025.0768.9365.19
MINDBackbone=LLaVA-1.5-13B, Setting=Zero-shot, Prompt Strategy=Chain-of-Thought2025.0768.9365.19
MINDProtocol=Zero-Shot, Model Category=Agent-Based Methods (Open-Source), Backbone=LLaVA-1.5-13B2026.0568.9365.19
GPT-4oSetting=Zero-shot, Prompt Strategy=Chain-of-Thought2025.0767.5160.29
LLaVA-1.6-34BSetting=Zero-shot, Prompt Strategy=Chain-of-Thought2025.0767.5161.59
GPT-4oProtocol=Zero-Shot, Model Category=Closed-Source VLMs2026.0567.5160.29
LLaVA-1.6-34BProtocol=Zero-Shot, Model Category=Open-Source VLMs2026.0567.5161.59
Gemini 1.5 FlashSetting=Zero-shot, Prompt Strategy=Chain-of-Thought2025.0766.164.18
InstructBLIP-13BSetting=Zero-shot, Prompt Strategy=Chain-of-Thought2025.0764.9249.61
InstructBLIP-13BProtocol=Zero-Shot, Model Category=Open-Source VLMs2026.0564.9249.61
Gemini-2.0-FlashProtocol=Zero-Shot, Model Category=Closed-Source VLMs2026.0564.6758.84
OpenFlamingo-9BSetting=Zero-shot, Prompt Strategy=Chain-of-Thought2025.0763.4254.36
OpenFlamingo-9BProtocol=Zero-Shot, Model Category=Open-Source VLMs2026.0563.4254.36
LLaVA-1.5-13BSetting=Zero-shot, Prompt Strategy=Chain-of-Thought2025.0762.2850.45
LLaVA-1.5-13BProtocol=Zero-Shot, Model Category=Open-Source VLMs2026.0562.2850.45
MiniGPT-v2-7BSetting=Zero-shot, Prompt Strategy=Chain-of-Thought2025.0760.1252.39
MiniGPT-V-2BProtocol=Zero-Shot, Model Category=Open-Source VLMs2026.0560.1252.39
LLaVA-1.5-7BSetting=Zero-shot, Prompt Strategy=Chain-of-Thought2025.0759.2349.44
LLaVA-1.5-7BProtocol=Zero-Shot, Model Category=Open-Source VLMs2026.0559.2349.44
InstructBLIP-7BProtocol=Zero-Shot, Model Category=Open-Source VLMs2026.0551.5350.99
InstructBLIP-7BSetting=Zero-shot, Prompt Strategy=Chain-of-Thought2025.0751.1350.99