Review
Aug 2026
LAAF: A Layered Accountability Architecture Framework for LLM Applications
Large Language Models (LLMs) operate in hospitals, courtrooms, banks, and public service desks, where fluent, confident outputs are treated as authoritative even when ungrounded or incorrect. When such an output contributes to harm, who is answerable, and through what mechanisms can responsibility be traced, explained,...
Prachi Chaturvedi, Shahnawaz Ahmad, Ehsan Nowroozi et al.
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