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Hongbin Na

4 accepted papers

2025

A Survey of Large Language Models in Psychotherapy: Current Landscape and Future Directions

ACL 2025finding

Mental health is increasingly critical in contemporary healthcare, with psychotherapy demanding dynamic, context-sensitive interactions that traditional NLP methods struggle to capture. Large Language Models (LLMs) offer significant potential for addressing this gap due to their ability to handle ex…

Cited by 0SourcePDFScholar
2025

Detecting Conversational Mental Manipulation with Intent-Aware Prompting

COLING 2025main

Mental manipulation severely undermines mental wellness by covertly and negatively distorting decision-making. While there is an increasing interest in mental health care within the natural language processing community, progress in tackling manipulation remains limited due to the complexity of dete…

2025

Hazards in Daily Life? Enabling Robots to Proactively Detect and Resolve Anomalies

NAACL 2025long

Existing household robots have made significant progress in performing routine tasks, such as cleaning floors or delivering objects. However, a key limitation of these robots is their inability to recognize potential problems or dangers in home environments. For example, a child may pick up and inge…

Cited by 1SourcePDFScholar
2024

CBT-LLM: A Chinese Large Language Model for Cognitive Behavioral Therapy-based Mental Health Question Answering

COLING 2024main

The recent advancements in artificial intelligence highlight the potential of language models in psychological health support. While models trained on data from mental health service platform have achieved preliminary success, challenges persist in areas such as data scarcity, quality, and ensuring…

Cited by 23SourcePDFScholar