MAMAMemeia: Meme-Based Depression Detection
Analysis
Key Takeaways
- •Proposes MAMAMemeia, a multi-agent framework for detecting depressive symptoms in memes.
- •Introduces RESTOREx, a new resource for meme-based depression detection.
- •Achieves a significant performance improvement over existing methods.
- •Applies Cognitive Analytic Therapy (CAT) principles to the AI framework.
“MAMAMemeia improves upon the current state-of-the-art by 7.55% in macro-F1 and is established as the new benchmark compared to over 30 methods.”