Writing
Multimodal Emotion Recognition: What Actually Worked (and What Didn’t)
I built a multimodal emotion recognition system using audio and text, expecting combined models to outperform single modalities. In practice, simpler models and selective feature extraction performed more reliably than complex integrations.