Introduces an audit-constrained protocol for targeted LLM reasoning tests using finite component grammar and compares score-based CAPS sampling against uniform sampling under matched budgets, finding no audited-yield improvement.
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Targeted Tests for LLM Reasoning: An Audit-Constrained Protocol
Introduces an audit-constrained protocol for targeted LLM reasoning tests using finite component grammar and compares score-based CAPS sampling against uniform sampling under matched budgets, finding no audited-yield improvement.