Cover Image

LLUMI: Improving LLM Writing Assistance for Mental Health Support with Online Community Feedback

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Kim, Jiwon, Ajit, Maya, Gong, Sherry, Shimgekar, Soorya Ram, Yoo, Dong Whi, Chandrasekharan, Eshwar, Saha, Koustuv
Format:	Preprint
Published:	2026
Subjects:	Human-Computer Interaction Artificial Intelligence Computation and Language Computers and Society Social and Information Networks
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

PAIR-SAFE: A Paired-Agent Approach for Runtime Auditing and Refining AI-Mediated Mental Health Support
by: Kim, Jiwon, et al.
Published: (2026)

Interpersonal Theory of Suicide as a Lens to Examine Suicidal Ideation in Online Spaces
by: Shimgekar, Soorya Ram, et al.
Published: (2025)

Toxic HallucinAItions: Perturbing Prompts and Tracing LLM Circuits
by: Shimgekar, Soorya Ram, et al.
Published: (2026)

Does Positive Reinforcement Work?: A Quasi-Experimental Study of the Effects of Positive Feedback on Reddit
by: Lambert, Charlotte, et al.
Published: (2024)

AI Psychosis: Does Conversational AI Amplify Delusion-Related Language?
by: Shimgekar, Soorya Ram, et al.
Published: (2026)

A Checklist for Trustworthy, Safe, and User-Friendly Mental Health Chatbots
by: Haran, Shreya, et al.
Published: (2026)

Agentic AI framework for End-to-End Medical Data Inference
by: Shimgekar, Soorya Ram, et al.
Published: (2025)

Algorithmic Cultivation: How Social Media Feeds Shape User Language
by: Pal, Olivia, et al.
Published: (2026)

The Hidden Toll of Social Media News: Causal Effects on Psychosocial Wellbeing
by: Pal, Olivia, et al.
Published: (2026)

MoMoE: Mixture of Moderation Experts Framework for AI-Assisted Online Governance
by: Goyal, Agam, et al.
Published: (2025)

VASTU: Value-Aligned Social Toolkit for Online Content Curation
by: Goyal, Agam, et al.
Published: (2026)

Mapping Caregiver Needs to AI Chatbot Design: Strengths and Gaps in Mental Health Support for Alzheimer's and Dementia Caregivers
by: Shi, Jiayue Melissa, et al.
Published: (2025)

The Ranking Effect: How Algorithmic Rank Influences Attention on Social Media
by: Chan, Jackie, et al.
Published: (2025)

AI Chatbots for Mental Health: Values and Harms from Lived Experiences of Depression
by: Yoo, Dong Whi, et al.
Published: (2025)

Answer Bubbles: Information Exposure in AI-Mediated Search
by: Huang, Michelle, et al.
Published: (2026)

Examining Algorithmic Curation on Social Media: An Empirical Audit of Reddit's r/popular Feed
by: Chan, Jackie, et al.
Published: (2025)

Balancing Caregiving and Self-Care: Exploring Mental Health Needs of Alzheimer's and Dementia Caregivers
by: Shi, Jiayue Melissa, et al.
Published: (2025)

The Language of Approval: Identifying the Drivers of Positive Feedback Online
by: Goyal, Agam, et al.
Published: (2025)

Social Simulacra in the Wild: AI Agent Communities on Moltbook
by: Goyal, Agam, et al.
Published: (2026)

SLM-Mod: Small Language Models Surpass LLMs at Content Moderation
by: Zhan, Xianyang, et al.
Published: (2024)

Detecting Early and Implicit Suicidal Ideation via Longitudinal and Information Environment Signals on Social Media
by: Shimgekar, Soorya Ram, et al.
Published: (2025)

Journeys of Parents with LGBTQ+ Children: How Trauma and Healing Reshape Identity and (Mis)Informating Practices
by: Kwon, Soonho, et al.
Published: (2026)

"In my defense, only three hours on Instagram": Designing Toward Digital Self-Awareness and Wellbeing
by: Bhat, Karthik S., et al.
Published: (2025)

ArgCMV: An Argument Summarization Benchmark for the LLM-era
by: Gurjar, Omkar, et al.
Published: (2025)

Needling Through the Threads: A Visualization Tool for Navigating Threaded Online Discussions
by: Liu, Yijun, et al.
Published: (2025)

Designing KRIYA: An AI Companion for Wellbeing Self-Reflection
by: Zhu, Shanshan, et al.
Published: (2026)

Linguistic Comparison of AI- and Human-Written Responses to Online Mental Health Queries
by: Saha, Koustuv, et al.
Published: (2025)

Towards a Better Modqueue: Designing for Diversity Across Moderator Objectives and Workflows
by: Bajpai, Tanvi, et al.
Published: (2024)

"Think about it like you're a firefighter": Understanding How Reddit Moderators Use the Modqueue
by: Bajpai, Tanvi, et al.
Published: (2025)

Designing Usable Controls for Customizable Social Media Feeds
by: Choi, Frederick, et al.
Published: (2025)

Inform, Coach, Relate, Listen: Auditing LLM Caregiving Support Roles
by: Goel, Drishti, et al.
Published: (2026)

From Plausible to Causal: Counterfactual Semantics for Policy Evaluation in Simulated Online Communities
by: Goyal, Agam, et al.
Published: (2026)

Mind Your Ps and Qs: Supporting Positive Reinforcement in Moderation Through a Positive Queue
by: Lambert, Charlotte, et al.
Published: (2025)

Mental Health Impacts of AI Companions: Triangulating Social Media Quasi-Experiments, User Perspectives, and Relational Theory
by: Yuan, Yunhao, et al.
Published: (2025)

AI Content Moderation in Therapy Conversations
by: Kim, Jiwon, et al.
Published: (2026)

RubRIX: Rubric-Driven Risk Mitigation in Caregiver-AI Interactions
by: Goel, Drishti, et al.
Published: (2026)

Bystanders of Online Moderation: Examining the Effects of Witnessing Post-Removal Explanations
by: Jhaver, Shagun, et al.
Published: (2023)

Automated Focused Feedback Generation for Scientific Writing Assistance
by: Chamoun, Eric, et al.
Published: (2024)

Uncovering the Internet's Hidden Values: An Empirical Study of Desirable Behavior Using Highly-Upvoted Content on Reddit
by: Goyal, Agam, et al.
Published: (2024)

Understanding Remote Mental Health Supporters' Help-Seeking in Online Communities
by: Lee, Tuan-He, et al.
Published: (2026)