occlusion-trace-meta-proof

Meta-proofs for occluded reasoning traces are generated by parsing trace artifacts, aligning hidden inference steps with trace data, validating consistency against inputs, and producing structured proof artifacts. This elucidates opacity in inference paths for model evaluation and compliance workflows.

Occluded reasoning traces contain hidden or non-transparent inference steps that obstruct audit visibility. Meta-proofs provide verifiable justification for these hidden steps, enabling traceability and compliance verification in model evaluation and debugging workflows.

Yes. Meta-proofs are produced as structured artifacts compatible with verification pipelines, allowing direct integration into traceability reports to document and justify non-obvious inference paths for auditing purposes.

Use meta-proofs when evaluating models with hidden inference steps that must be traced and audited, particularly in compliance workflows where transparency of reasoning is required or when debugging non-obvious model behavior.

Input requirements include complete reasoning traces with occluded segments, trace artifacts aligned to hidden steps, and input data for consistency validation. Meta-proofs parse these elements and produce structured outputs compatible with verification systems.

Standard trace logging records inference steps; meta-proofs generate logical justifications for occluded steps by resolving opacity through consistency validation and structured proof artifacts, enabling verification and compliance auditing beyond simple step recording.