The trail can include search scope, source identities, quoted evidence locations, claim links, confidence changes, conflicts, verifier findings, revision events, and the final rationale. It should preserve provenance without exposing secrets or relying on hidden model reasoning alone.
Auditability supports review, correction, and later updates. When evidence changes, researchers can identify affected claims and branch a revised report while retaining the earlier conclusion and the record that supported it at the time.
ELI5
An auditable reasoning trail is a saved record of how a research conclusion was built and checked. It shows the sources, important decisions, disagreements, corrections, and reasons behind the final wording.
For example, a later reviewer can open one claim, see the evidence that supported it, and learn why a conflicting source was treated differently. If new evidence appears, the report can be updated without erasing its history.
Is an auditable reasoning trail the model's private chain of thought?
No. It should rely on useful external artifacts such as claims, source locations, decisions, revisions, checks, and outcomes rather than requiring hidden internal reasoning.
Why preserve earlier report versions?
Version history shows what changed, why it changed, and which evidence supported the earlier conclusion, enabling accountable correction and recurring research.
