3 papers
cs.CY2025
Beyond the Rubric: Cultural Misalignment in LLM Benchmarks for Sexual and Reproductive Health
Sumon Kanti Dey, Manvi S, Zeel Mehta +4
Large Language Models (LLMs) have been positioned as having the potential to expand access to health information in the Global South, yet their evaluation remains heavily dependent…
cs.CL2025
Inference Gap in Domain Expertise and Machine Intelligence in Named Entity Recognition: Creation of and Insights from a Substance Use-related Dataset
Sumon Kanti Dey, Jeanne M. Powell, Azra Ismail +2
Nonmedical opioid use is an urgent public health challenge, with far-reaching clinical and social consequences that are often underreported in traditional healthcare settings. Soci…
cs.CL2025
CareLab at #SMM4H-HeaRD 2025: Insomnia Detection and Food Safety Event Extraction with Domain-Aware Transformers
Zihan Liang, Ziwen Pan, Sumon Kanti Dey +1
This paper presents our system for the SMM4H-HeaRD 2025 shared tasks, specifically Task 4 (Subtasks 1, 2a, and 2b) and Task 5 (Subtasks 1 and 2). Task 4 focused on detecting mentio…