Author

Adam Coscia

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#human-computer interacti... Preprint Sep 2026

Targeted and Traceable Investigation of Multi-Agent LLM Dialogue via Semantic Bundling of Knowledge Graphs

This work presents a targeted and traceable approach to investigating multi-agent LLM dialogue, applied to the VAST Challenge 2026 MC1 dataset, and finds that the KG structure enables users to identify actors worth investigating faster and summarizing only the region surrounding an actor of interest better supports per...

Ze-Yu Hua, Adam Coscia, Alex Endert · 0 citations

#artificial intelligence Preprint Sep 2026

CliniCIRCA: A Modular LLM Framework for Constructing Longitudinal Mental Health Patient Journeys from Raw EHR Narratives

CliniCIRCA is the first to temporally classify clinical events across unstructured discharge summaries without event-level timestamps and instruction tuning generally improves five open-weight models on event extraction, temporal tagging, and summarization across silver and clinician-verified evaluations.

Aiwei Zhang, Nimra Ishfaq, Mohit Chandra et al. · 0 citations