Day: June 26, 2026

The paper introduces a cross-provider empirical framework to quantify and mitigate nondeterministic output drift in financial LLM applications. It demonstrates that small models (7B–8B) maintain 100% consistency while large models (70B–120B) exhibit significant drift, compromising regulatory compliance. The study outlines a tiered mitigation strategy that integrates deterministic …