HCI.TOPHCI, made easy

arrow_backBack to questions View categoryarrow_forward

Sensing, Recognition, and Prediction Methods / Affect, Emotion, and Mental Health State Inference

How does multi-task instruction tuning enhance LLM performance and cross-task generalization in mental health prediction?

helpResearch questionAffect, Emotion, and Mental Health State Inference

How does multi-task instruction tuning enhance LLM performance and cross-task generalization in mental health prediction?

UbiComp '24Mental-LLM: Leveraging Large Language Models for Mental Health Prediction via Online Text Data

Similar questions

helpResearch questionAffect, Emotion, and Mental Health State Inference

How do personalized deep learning models differ from non-personalized models in emotion recognition performance?

UbiComp '24Systematic Evaluation of Personalized Deep Learning Models for Affect Recognition

helpResearch questionAffect, Emotion, and Mental Health State Inference

How effective are different personalization approaches (fine-tuning, group clustering, multi-task learning, etc.) across multiple datasets?

UbiComp '24Systematic Evaluation of Personalized Deep Learning Models for Affect Recognition

helpResearch questionAffect, Emotion, and Mental Health State Inference

How can personalized models adapt to new users and improve emotion recognition performance under limited data?

UbiComp '24Systematic Evaluation of Personalized Deep Learning Models for Affect Recognition

helpResearch questionAffect, Emotion, and Mental Health State Inference

How can sentiment scores of screen text be used to predict users' emotional states?

UbiComp '24Predicting Affective States from Screen Text Sentiment

helpResearch questionAffect, Emotion, and Mental Health State Inference

Can zero-shot and few-shot prompting with LLMs outperform linear regression in emotion prediction?

UbiComp '24Predicting Affective States from Screen Text Sentiment

helpResearch questionAffect, Emotion, and Mental Health State Inference

What role does personalized modeling play in screen-text emotion prediction?

UbiComp '24Predicting Affective States from Screen Text Sentiment

Related papers

Generalization and Personalization of Mobile Sensing-Based Mood Inference Models: An Analysis of College Students in Eight Countries

Lakmal Meegahapola, William Droz, Peter Kun

Gaming for Post-Work Recovery: The Role of Immersion

Jon Mella, Ioanna Iacovides, Anna L Cox

Affective State Prediction from Smartphone Touch and Sensor Data in the Wild

Rafael Wampfler, Severin Klingler, Barbara Solenthaler