EmoNet: Speaker-Aware Transformers for Emotion Recognition — and What I’d Build Differently in 2026

A 2024 model named EmoNet advanced emotion recognition by assigning speakers a global identity, allowing it to learn their unique emotional patterns across many different conversations. This approach only succeeded when paired with a specific module to process speaker history, demonstrating that a new capability requires corresponding machinery to be useful. While