Epistemic gating · Evaluation in progress
The hallucinationbenchmark.
The approach
Knowing when not to answer.
Apothy is developing and testing an epistemic gating architecture designed to identify unsupported AI outputs, improve appropriate refusal, and preserve provenance. We are reconciling our evaluation onto a single canonical record. Detailed benchmark results, methodology, and per-system comparisons will be published from that reconciled record.
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Discuss the approach.
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