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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

A. Ojha

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Open access Oct 2026

Version-Bounded Filing Question Answering: A Controlled Study of Source Labels, as-of Filtering, and Model Heterogeneity

Financial question answering must distinguish a source that contains a relevant disclosure from a source eligible at the question’s cutoff. Evaluation also has to distinguish successful source selection from failures that prevent a narrow error from being counted. We examine these issues in a deterministic synthetic st...

Ayush Ojha · 0 citations
Open access Sep 2026

Stateful Mediation and Selective Auditing for Financial Language-Model Actions: A Paired Controlled Simulator Study

Language-model agents can propose financial actions based on observations that become stale before execution. This study measures how five execution arrangements translate the same model proposals into post-state harm and correct completion in a controlled synthetic financial workflow. A protocol was internally frozen...

A. Ojha · 0 citations

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