Meme Classification
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Benchmarks
Most implemented
Learning Transferable Visual Models From Natural Language Supervision
Flamingo: a Visual Language Model for Few-Shot Learning
The Hateful Memes Challenge: Detecting Hate Speech in Multimodal Memes
Papers
Can Thinking Models Think to Detect Hateful Memes?
Hateful memes often require compositional multimodal reasoning: the image and text may appear benign in isolation, yet their interaction conveys harmful intent. Although thinking-based multimodal large language models (M…
Reinforcement LearningMultimodal ReasoningMeme ClassificationDetecting Harmful Memes with Decoupled Understanding and Guided CoT Reasoning
Detecting harmful memes is essential for maintaining the integrity of online environments. However, current approaches often struggle with resource efficiency, flexibility, or explainability, limiting their practical dep…
Meme ClassificationLLM-based Semantic Augmentation for Harmful Content Detection
Recent advances in large language models (LLMs) have demonstrated strong performance on simple text classification tasks, frequently under zero-shot settings. However, their efficacy declines when tackling complex social…
ClassificationHateful Meme ClassificationMeme ClassificationPropaganda detection+2Robust Adaptation of Large Multimodal Models for Retrieval Augmented Hateful Meme Detection
Hateful memes have become a significant concern on the Internet, necessitating robust automated detection systems. While LMMs have shown promise in hateful meme detection, they face notable challenges like sub-optimal pe…
Contrastive LearningDomain GeneralizationHateful Meme ClassificationIn-Context Learning+2Demystifying Hateful Content: Leveraging Large Multimodal Models for Hateful Meme Detection with Explainable Decisions
Hateful meme detection presents a significant challenge as a multimodal task due to the complexity of interpreting implicit hate messages and contextual cues within memes. Previous approaches have fine-tuned pre-trained …
Hateful Meme ClassificationMeme ClassificationFigurative-cum-Commonsense Knowledge Infusion for Multimodal Mental Health Meme Classification
The expression of mental health symptoms through non-traditional means, such as memes, has gained remarkable attention over the past few years, with users often highlighting their mental health struggles through figurati…
Meme Classification