NOMOS GEO-QA / English edition

NGQ-059 / Measurement, audit and conformance

How should a Truth Pack and reference truth be established, and how should the right answer be determined when evidence conflicts?

Short answerCompare an AI answer with a Truth Pack whose scope, time, sources and uncertainty are recorded—not with the auditor's memory.
VERSION
0.3.1
STATUS
founder edition · released
PRIMARY SOURCES
4

Direct answer

A Truth Pack is a versioned evidence package containing the claims used as the audit reference and why each was accepted. Keep every claim separate and record the entity, scope, validity time, source, source authority, independence, conflicts and human judgement. When evidence conflicts, do not select the most repeated sentence automatically. Compare the authoritative record appropriate to the claim type, direct evidence, time and scope. If no safe conclusion can be reached, do not invent one; leave the status UNRESOLVED.

In plain language

Imagine checking the score of a match. One person's memory, an old screenshot and the official match record may disagree. First establish which match and date are meant, then find the record authorised and timely enough to show the score. If the records still conflict, do not guess.

Why this matters

Without a stable reference, one auditor may mark the same answer correct and another incorrect. Evidence that is outdated or belongs to the wrong entity may corrupt the entire measurement. Hiding uncertainty creates false confidence that truth was established.

Do not confuse

  • A canonical statement is what an entity says on its own official surface; it is not necessarily independent verification.
  • An authoritative record is a source empowered to decide or record a particular claim type.
  • Independent evidence originates separately from the claimant but may still be wrong.
  • Human judgement is the reasoned decision between sources; it does not replace those sources.
  • UNRESOLVED states explicitly that evidence is insufficient or conflicting for a safe judgement.

What should you do?

  1. Freeze the entity, claim types, time, geography and use context before the audit.
  2. Split long descriptions into individually verifiable atomic claims.
  3. For each claim, collect primary records, the canonical statement and any necessary independent evidence.
  4. Preserve a source copy, access date, version, file hash and provenance relationship.
  5. Assess conflicts through source authority, directness, recency, scope and independence.
  6. Record the judgement, reasons and decision owner; use UNRESOLVED if no safe judgement is possible.
  7. Version the Truth Pack and show which claim changed, and when, as reality changes.

How do you audit it?

  • Was the Truth Pack built for the correct entity, scope and time?
  • Does every material claim have a separate record and evidence link?
  • Was a first-party statement presented as independent verification?
  • Were provenance, version, validity date and integrity of sources preserved?
  • Does the conflict decision follow predefined criteria and a recorded rationale?
  • Did auditor preference or majority repetition replace evidence?
  • Were unresolved cases marked UNRESOLVED rather than given false certainty?

Limit

Some facts change over time, some concepts are interpretive, and some disputes can be resolved only by a competent authority. A Truth Pack does not claim absolute, eternal truth; it is an auditable reference package for a defined scope and time.

Remember in one sentence

The right answer is not the one repeated most often, but the one testable against the most appropriate evidence.

Sources for this record

CITATION RECORD

Muraz, K. (2026). NOMOS GEO-QA: Canonical Question Registry (English Edition, v0.3.1). NobleJackal. https://noblejackal.com/nomos-geo-qa/
© 2026 Kaan MURAZ. All rights reserved.