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cs.CL2026
Decision-Level Ordinal Modeling for Multimodal Essay Scoring with Large Language Models
Han Zhang, Jiamin Su, Li liu
Automated essay scoring (AES) predicts multiple rubric-defined trait scores for each essay, where each trait follows an ordered discrete rating scale. Most LLM-based AES methods ca…
cs.CL2025
LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination
Yiqun T. Chen, Tyler H. McCormick, Li Liu +1
Verbal autopsy (VA) is a critical tool for estimating causes of death in resource-limited settings where medical certification is unavailable. This study presents LA-VA, a proof-of…
cs.CL2024
From Narratives to Numbers: Valid Inference Using Language Model Predictions from Verbal Autopsy Narratives
Shuxian Fan, Adam Visokay, Kentaro Hoffman +4
In settings where most deaths occur outside the healthcare system, verbal autopsies (VAs) are a common tool to monitor trends in causes of death (COD). VAs are interviews with a su…