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#machine learning Preprint Oct 2026

Sentence Specificity Scores for Collaborative Technical Documentation: A Domain-Transfer Study

Collaboration depends on shared context, and technical documentation is one way that context persists across people and AI teammates. Specificity, the amount and exactness of detail expressed in language, shapes what information documentation captures and how precisely that information is communicated. This work audits...

Rocker D'Antonio, Thomas Benton Townsend, D. Manias · 0 citations
Preprint Aug 2026

Lightweight Multi-scale Hierarchical Anomaly Detection and Localization for Geospatial Big Data Applications at the Edge

A lightweight edge-oriented approach for anomaly detection and localization for geospatial data streams by leveraging the H3 discrete global grid system and a multi-scale drill-down logic is proposed, achieving a 99.7\% reduction in evaluations compared to traditional flat-scan methods.

Thomas Benton Townsend, Joshua Bean, Benjamin K. Tkach et al. · 0 citations

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