MoodShift β€” Hybrid DistilBERT + CNN Emotion Classifier

Novel hybrid architecture for HCI research (ICCA 2026).

Architecture

  • DistilBERT β†’ [CLS] global context (768-dim)
  • CNN (kernels 2,3,4) β†’ local n-gram emotion patterns (384-dim)
  • Fusion β†’ 1152-dim β†’ Linear(512) β†’ Linear(7)

Labels

positive | sadness | anger | anxiety | confusion | curiosity | neutral

Best Val F1: 0.9141

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Dataset used to train Sarjinkhan2003/moodshift-emotion-classifier