Search Results for author: Inna Wanyin Lin

Found 5 papers, 2 papers with code

IMBUE: Improving Interpersonal Effectiveness through Simulation and Just-in-time Feedback with Human-Language Model Interaction

no code implementations19 Feb 2024 Inna Wanyin Lin, ASHISH SHARMA, Christopher Michael Rytting, Adam S. Miner, Jina Suh, Tim Althoff

With IMBUE's additional just-in-time feedback, participants demonstrate 17% improvement in skill mastery, along with greater enhancements in self-efficacy (27% more) and reduction of negative emotions (16% more) compared to simulation-only.

Language Modelling Skill Mastery

A Computational Framework for Behavioral Assessment of LLM Therapists

1 code implementation1 Jan 2024 Yu Ying Chiu, ASHISH SHARMA, Inna Wanyin Lin, Tim Althoff

Subsequently, we compare the behavior of LLM therapists against that of high- and low-quality human therapy, and study how their behavior can be modulated to better reflect behaviors observed in high-quality therapy.

In-Context Learning

Facilitating Self-Guided Mental Health Interventions Through Human-Language Model Interaction: A Case Study of Cognitive Restructuring

no code implementations24 Oct 2023 ASHISH SHARMA, Kevin Rushton, Inna Wanyin Lin, Theresa Nguyen, Tim Althoff

In an IRB-approved randomized field study on a large mental health website with 15, 531 participants, we design and evaluate a system that uses language models to support people through various steps of cognitive restructuring.

Language Modelling

Gendered Mental Health Stigma in Masked Language Models

no code implementations27 Oct 2022 Inna Wanyin Lin, Lucille Njoo, Anjalie Field, ASHISH SHARMA, Katharina Reinecke, Tim Althoff, Yulia Tsvetkov

Mental health stigma prevents many individuals from receiving the appropriate care, and social psychology studies have shown that mental health tends to be overlooked in men.

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