Citation Verification

Retrieval Miss Abstain Trace

Retrieval misses should become abstention traces. Honesty note: simplified citation-verification classroom toy model; not legal advice; toy model; structure only; human review required; no live neochart dependency.

Structured Visual

Jurisdiction: US; as of 2026-06-24; not legal advice; Code encodes toy citation verification structure, not legal research advice, authority-weight advice, or live source validation. RENDER STRUCTURE · REFUSE INTERPRETATION · CITE · ABSTAIN · HAND-OFF.

RENDER STRUCTURE · REFUSE INTERPRETATION · CITE · ABSTAIN · HAND-OFF: render structure, refuse interpretation, cite provenance, abstain when unsupported, and hand off to human review.

Retrieval miss abstain tracerowfieldvaluequerytokensmissing,unicorn,phantom,answer,supportquerycount5supportcount0supportabstainTruescopejurisdictionUS classroom citation verification toy modelscopesource_typeretrieval_misslookupcitationMissing Reporter 999lookupstatusnot_foundlookuprecordnonerecord unrelated_rowrank-record unrelated_rowmatch0 of 5record unrelated_rowfilterpassrecord unrelated_rowciteToy Reporter 30record unrelated_rowsnippetUnrelated source row review only.record scope_rowrank-record scope_rowmatch0 of 5record scope_rowfilterpassrecord scope_rowciteToy Reporter 31record scope_rowsnippetScope row citation review only.
highlighted = computed this step

Citation-verification toy-model honesty note

Honesty note: simplified classroom citation-verification model; sources, citations, authority status, quotations, and retrieval systems vary; as of June 24, 2026; not legal advice; toy model; structure only; human review required; no live neochart dependency.

toy citation-verification model as of June24,2026\text{toy citation-verification model as of }June 24, 2026

Misses are first-class

A retrieval miss is a structural result that should abstain instead of inventing support.

retrieval miss before answer\text{retrieval miss before answer}

Example miss packet

The toy lookup has 2 row(s) and 0 support row(s).

support=0\text{support}=0

Abstention is computed

With zero support rows, the retrieval table marks abstain as true and sends the answer to review.

support=0⇒abstain\text{support}=0\Rightarrow\text{abstain}

Diagram note

The diagram shows a retrieval miss and does not fabricate a citation.

miss means abstain\text{miss means abstain}

Jurisdiction: US; as of 2026-06-24; not legal advice; Code encodes toy citation verification structure, not legal research advice, authority-weight advice, or live source validation. RENDER STRUCTURE · REFUSE INTERPRETATION · CITE · ABSTAIN · HAND-OFF.

RENDER STRUCTURE · REFUSE INTERPRETATION · CITE · ABSTAIN · HAND-OFF: render structure, refuse interpretation, cite provenance, abstain when unsupported, and hand off to human review.

Retrieval miss abstain tracerowfieldvaluequerytokensmissing,unicorn,phantom,answer,supportquerycount5supportcount0supportabstainTruescopejurisdictionUS classroom citation verification toy modelscopesource_typeretrieval_misslookupcitationMissing Reporter 999lookupstatusnot_foundlookuprecordnonerecord unrelated_rowrank-record unrelated_rowmatch0 of 5record unrelated_rowfilterpassrecord unrelated_rowciteToy Reporter 30record unrelated_rowsnippetUnrelated source row review only.record scope_rowrank-record scope_rowmatch0 of 5record scope_rowfilterpassrecord scope_rowciteToy Reporter 31record scope_rowsnippetScope row citation review only.

Summary

Citation systems should represent misses explicitly and refuse unsupported answers.

miss abstain handoff\text{miss abstain handoff}