A multi-stage LLM pipeline improves extraction of infrequent suicide-related social determinants from death narratives, but some evaluation results are compromised by using the test set to tune the system.
Allen, Cara McDonnell, Jean-Paul Russo, Jonathan Cummins, Joshua R
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A Multi-Stage Large Language Model Framework for Extracting Suicide-Related Social Determinants of Health
A multi-stage LLM pipeline improves extraction of infrequent suicide-related social determinants from death narratives, but some evaluation results are compromised by using the test set to tune the system.