Commander-GPT: Dividing and Routing for Multimodal Sarcasm Detection

Researchers introduce Commander-GPT, a modular framework that orchestrates multiple specialized AI agents for multimodal sarcasm detection rather than relying on a single LLM. The system achieves 4.4-11.7% F1 score improvements over existing baselines on standard benchmarks, demonstrating that task decomposition and intelligent routing can overcome LLM limitations in understanding sarcasm.