1 citations · 1 across the 2 of their papers we have counts for
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Explainable Suicide Risk Assessment on Social Media with Multi-Task QLoRA
Xuan Zhong Feng, Geoffrey Martin, Hexin Dong +1
Explainable suicide-risk assessment requires models not only to estimate risk severity, but also to identify supporting language and the risk and protective factors expressed in a…
Comparing LLM and Fine-Tuned Model Performance on NVDRS Circumstance Extraction with Varying Prompt Complexity
Geoffrey Martin, Xuan Zhong Feng, Yifan Peng
Suicide is a leading cause of death in the United States, and understanding the circumstances that precede it requires extracting structured information from death investigation na…
Budget-Aware Routing for Long Clinical Text
Khizar Qureshi, Geoffrey Martin, Yifan Peng
A key challenge for large language models is token cost per query and overall deployment cost. Clinical inputs are long, heterogeneous, and often redundant, while downstream tasks…