With the growth of data and intelligent technologies, the healthcare sector opened numerous
technology that enabled services for patients, clinicians, and researchers. One major hurdle …

Transformer-based language models have achieved impressive success in various natural
language processing tasks due to their ability to capture complex dependencies and …

After the pandemic, artificial intelligence (AI) powered support for mental health care has
become increasingly important. The breadth and complexity of significant challenges …

Domain-specific language understanding requires integrating multiple pieces of relevant
contextual information. For example, we see both suicide and depression-related behavior …

Background Opioid and substance misuse has become a widespread problem in the United
States, leading to the “opioid crisis.” The relationship between substance misuse and mental …

Mental health issues can have significant impacts on individuals and communities and
hence on social sustainability. There are several challenges facing mental health treatment; …

Large Language Models (LLMs) encode meanings of words in the form of distributed
semantics. Distributed semantics capture common statistical patterns among language …

AI chatbots have made vast strides in technology improvement in recent years and are
already operational in many industries. Advanced Natural Language Processing …

Relation extraction (RE) is an essential task in natural language processing. Given a
context, RE aims to classify an entity-mention pair into a set of pre-defined relations. In the …

Opioid and substance misuse is rampant in the United States today, with the phenomenon
known as the opioid crisis. The relationship between substance use and mental health has …