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AI TRUST ID

Person tag · Coming Soon

HP — Hallucination possible

Will highlight possible unsupported or inconsistent claims for you to review.

Precise wording or an unusual answer alone is not evidence of a hallucination.

Validation · Planned

Validation required before release

This capability is not available yet. It needs a working method and independent testing before release.

Use this tag

Coming Soon. This tag has no working checker to install yet.

See How it works for its intended job. Help improve this tag to contribute or follow its progress.

Baseline job

Evaluate validated indicators of unsupported or inconsistent claims.

What the tag can claim

Possible unsupported content, only if separately validated indicators justify it.

Method and evidence

  • Proposed contradiction, unsourced specificity, repetition, and hedge analysis. None ships in the current evaluator.
  • Development · standard v0.1.0
  • 0.65 editorial proposal; uncalibrated.

Input

Content, with references where the method requires them.

Output

A versioned tag record with subject binding, method, evidence, limitations, and a result state.

Supported scope

  • Research scope only

Limits

  • Dates, precise writing, repetition, or missing hedges do not establish hallucination
  • Cannot be emitted by the current runtime
  • Independent labels are missing

Accuracy and validation

Not independently release validated.

Cost and access

Free personal workflow. No paid detector, evidence, or verification gate.

Privacy

This catalogue does not evaluate your content. The personal reference implementation uses local services; detected redaction can miss sensitive information.

Dependencies

  • Versioned claim and evidence contract
  • Independent review for this tag
  • Accessible presentation and a clear failure state

Failure behavior

A failed or unsupported check must not become a finding. A problem with this tag must not disable unrelated tags.

Who owns the outcome

Maintainers own implementation; independent reviewers own validation; the product owner accepts release.

Before release

Publish agreed acceptance criteria, run independent validation, and verify the complete user workflow before release.

Tag enhancements in scope

  • F-015 — sig.unsourced_specificity.v1 — figures or dates with no provenance marker. Specify and deliver sig.unsourced_specificity.v1 — figures or dates with no provenance marker. Scope record; not an implementation claim.
  • F-016 — sig.selfcontradiction.v1 — NLI entailment between sentence pairs. Specify and deliver sig.selfcontradiction.v1 — NLI entailment between sentence pairs. Scope record; not an implementation claim.
  • F-017 — sig.duplicate_loop.v1 — n-gram repetition above threshold. Specify and deliver sig.duplicate_loop.v1 — n-gram repetition above threshold. Scope record; not an implementation claim.
  • F-018 — sig.hedge_collapse.v1 — hedging absent where uncertainty is expected. Specify and deliver sig.hedge_collapse.v1 — hedging absent where uncertainty is expected. Scope record; not an implementation claim.

Shared tag capabilities

  • F-001 — Assertion envelope schema, JSON Schema 2020-12. Specify and deliver assertion envelope schema, JSON Schema 2020-12. Scope record; not an implementation claim.
  • F-003 — Signal registry, 22 registered IDs with version suffixes. Specify and deliver signal registry, 22 registered IDs with version suffixes. Scope record; not an implementation claim.
  • F-004 — Abstention as a first-class state — UNK. Specify and deliver abstention as a first-class state — UNK. Scope record; not an implementation claim.
  • F-005 — Per-tag confidence floors. Specify and deliver per-tag confidence floors. Scope record; not an implementation claim.
  • F-007 — Content-free assertion records. Return hashes, offsets, and metadata without embedding evaluated text Scope record; not an implementation claim.
  • F-008 — Signed assertion integrity. Sign an exact canonical tag record with an identified key Scope record; not an implementation claim.
  • F-009 — Cost-to-defeat ladder — statistical / behavioural / structural / cryptographic. Specify and deliver cost-to-defeat ladder — statistical / behavioural / structural / cryptographic. Scope record; not an implementation claim.
  • N-005 — Label dispute, correction, and supersession workflow. Specify and deliver label dispute, correction, and supersession workflow. Scope record; not an implementation claim.
  • N-006 — Versioned regression checks and revalidation triggers. Specify and deliver versioned regression checks and revalidation triggers. Scope record; not an implementation claim.

References

Scope record T-HP. Preserved scope is not implementation evidence.