most citedDo Large Language Models Align with Core Mental Health Counseling Competencies?

3 citations · 5 across the 6 of their papers we have counts for

collaborators

6 papers

cs.AI2026

MemCog: From Memory-as-Tool to Memory-as-Cognition in Conversational Agents

Zihan Li, Xingyu Fan, Feifei Li +1

Existing agent memory systems universally follow what we term a Memory-as-Tool paradigm where a single query triggers one-shot retrieval of flat passage lists, suffering from passi…

cs.CV2026

Towards Reliable Fetal Ultrasound Interpretation with Multi-Agent Collaboration

Xiaotian Hu, Mingxuan Liu, Junwei Huang +13

Automated fetal ultrasound interpretation requires a workflow from visual perception, including plane recognition and anatomical segmentation, to clinical understanding, including…

cs.AI2026

SaaS-Bench: Can Computer-Use Agents Leverage Real-World SaaS to Solve Professional Workflows?

Kean Shi, Zihang Li, Tianyi Ma +13

Computer-Using Agents (CUAs) are rapidly extending large language models (LLMs) beyond text-based reasoning toward action execution in more complex environments, such as web browse…

cs.CL2024★ 3 cited

Do Large Language Models Align with Core Mental Health Counseling Competencies?

Viet Cuong Nguyen, Mohammad Taher, Dongwan Hong +8

The rapid evolution of Large Language Models (LLMs) presents a promising solution to the global shortage of mental health professionals. However, their alignment with essential cou…

cs.CL2024

Lived Experience Not Found: LLMs Struggle to Align with Experts on Addressing Adverse Drug Reactions from Psychiatric Medication Use

Mohit Chandra, Siddharth Sriraman, Gaurav Verma +5

Adverse Drug Reactions (ADRs) from psychiatric medications are the leading cause of hospitalizations among mental health patients. With healthcare systems and online communities fa…

cs.SI2024★ 2 cited

Supporters and Skeptics: LLM-based Analysis of Engagement with Mental Health (Mis)Information Content on Video-sharing Platforms

Viet Cuong Nguyen, Mini Jain, Abhijat Chauhan +7

Over one in five adults in the US lives with a mental illness. In the face of a shortage of mental health professionals and offline resources, online short-form video content has g…