ResearchBenchmarksValence classification on EMOGNITIONValence classification on EMOGNITIONFollow60.1F1 ScoreCLSP+CNN38.15643.85349.5555.247Apr 7, 2026Evaluation resultsMethodMethodLinksF1 ScoreCLSP+CNNModality=PPG, Training...Modality=PPG, Training Data Percentage=50%2026.0460.1RFModality=EDAModality=EDA2026.0457.2CLSPModality=EDA, Zero-sho...Modality=EDA, Zero-shot=true2026.0453RFModality=EDA+PPGModality=EDA+PPG2026.0451.3CLSP+MLPModality=PPG, Fine-tun...Modality=PPG, Fine-tuning=5%2026.0450CLSP+CNNModality=EDA+PPG, Fine...Modality=EDA+PPG, Fine-tuning=5%2026.0439