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// Lab Note

The Five Verification Outcomes Dali Uses to Classify Citation Failures

Dali Citation-Integrity Taxonomy

Jun 2026

Citation failures are not binary. A link checker returns valid or broken. Legal AI failures require a finer classification — one that separates what broke from why it broke.

Dali classifies every evaluated citation into one of five verification outcomes:

1. Verified

The cited authority exists. The attributed proposition is supported by the source text at the claimed pin cite. The evidence bundle is complete and reproducible.

2. Authority Not Found

The citation does not resolve to a published opinion, statute, or record in canonical registries. Total fabrication — the Mata v. Avianca failure class.

3. Proposition Unsupported

The authority exists. The link opens the correct docket or reporter entry. The attributed holding or rule is not entailed by the source text. The sophisticated lie.

4. Source Trail Missing

The output references an authority but the workflow preserved no primary source material, retrieval snapshot, or runtime state needed to verify what the model actually saw.

5. Unverifiable

Insufficient evidence was preserved at generation time to classify the citation at all. The output cannot be inspected, reproduced, or defended — regardless of whether the citation happens to be correct.

Why Five Outcomes Matter

Most evaluation tools collapse everything into "hallucinated" vs. "not hallucinated." That loses the engineering signal:

The failure database at yenklabs.com/failures maps real incidents to these outcome classes. The taxonomy is published on Hugging Face. The goal is ground-truth data for testing whether any AI system preserves enough evidence to reach a defensible classification.

Part of the Dali R&D thread — semantic proposition validation and immutable chain-of-evidence preservation.