HALLMARK shows that citation verifiers' false-positive rate, not recall, is what determines whether their flags are mostly real catches or mostly noise at realistic hallucination rates.
The dataset nutrition label
1 Pith paper cite this work, alongside 96 external citations. Polarity classification is still indexing.
1
Pith paper citing it
96
external citations · OpenAlex
fields
cs.CR 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
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HALLMARK: Diagnosing Three Failure Modes in LLM Citation Verifiers
HALLMARK shows that citation verifiers' false-positive rate, not recall, is what determines whether their flags are mostly real catches or mostly noise at realistic hallucination rates.