AI governance and assurance often assume that a consequential model-mediated decision can be reconstructed or tested after the fact. That assumption may fail when the evaluator that produced the decision is no longer accessible in the same version and execution context. This paper develops three verification-time const...
Results suggest that current public reporting can identify the type of error that occurred, but is limited in explaining why it occurred, and suggest that current public reporting can identify the type of error that occurred, but is limited in explaining why it occurred.
Saroja Roy Grandhi, Jeremiah D. Still· Proceedings of the Human Fac...· 0 citations
Multi-agent LLM pipelines increasingly span organisational boundaries; when a fault surfaces, someone must determine where it entered. The artifact available is rarely a full execution trace: it is the reports each agent filed, and a filed report can state a conclusion alongside its observations. Using a pre-registered...
Auditing standards stipulate that KAMs should be specifically relevant to the situation at hand and not standardized in their wording, archival research examining the extent to which KAMs are communicated to investors has been inconsistent within and across different countries, sample years, and study approaches. The c...
Guangwei Hao· International Journal of You...· 0 citations
SteerCheck, a preregistered attribution audit that matches off-target KL and separates mean, protected-tail, polarity, transfer, and semantic claims is introduced, a preregistered attribution audit that matches off-target KL and separates mean, protected-tail, polarity, transfer, and semantic claims.
Reliable sustainability analysis requires more than the presence of ESG disclosure; it requires information that is specific, traceable and analytically usable. This exploratory study assesses a purposive corpus of 36 organisations in Bulgaria and Moldova (18 per country) using a Data Gap Matrix covering 15 ESG indicat...