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Colin Depp

3 accepted papers

2024

Towards Comprehensive Language Analysis for Clinically Enriched Spontaneous Dialogue

COLING 2024main

Contemporary NLP has rapidly progressed from feature-based classification to fine-tuning and prompt-based techniques leveraging large language models. Many of these techniques remain understudied in the context of real-world, clinically enriched spontaneous dialogue. We fill this gap by systematical…

2022

Towards Intelligent Clinically-Informed Language Analyses of People with Bipolar Disorder and Schizophrenia

EMNLP 2022finding

NLP offers a myriad of opportunities to support mental health research. However, prior work has almost exclusively focused on social media data, for which diagnoses are difficult or impossible to validate. We present a first-of-its-kind dataset of manually transcribed interactions with people clinic…

2020

Multi-Task Center-Of-Pressure Metrics Estimation from Skeleton Using Graph Convolutional Network

ICASSP 2020accepted

Center of pressure (COP) is an important measurement of postural and gait control in human biomechanical studies. A vision-based estimation of COP metrics offers a way to obtain these gold-standard metrics for the detection of balance and gait problems. In this paper, we propose an end-to-end framew…

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