Citation entailment for generated research prose
Parent: Concept knowledge architecture strategies · Published reference · snapshot 2026-10-22
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Source-anchored research for Citation entailment for generated research prose. Run status: BUDGET_EXHAUSTED.
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Structure and components
How it works
- ALCE assigns statement-level citation recall only when the cited passages jointly entail the whole statement. (low confidence) [source]
- ALCE's automatic precision method can falsely penalize a citation that partially supports a statement when other citations also cover that information. (low confidence) [source]
- Claimify can decline extraction when context does not resolve competing interpretations with sufficient confidence. (low confidence) [source]
Comparisons and alternatives
- DnDScore verifies a specified atomic subclaim with separate contextual information instead of treating all added context as the target claim. (low confidence) [source]
- Claimify's evaluation framework assesses element-level coverage of verifiable information, rather than only whether a sentence produces any claim. (low confidence) [source]
- WiCE preserves alternative sufficient supporting-sentence sets rather than requiring one unique evidence set. (low confidence) [source]
Facts and statements
- AIS treats whether a source is correct or trustworthy as a separate evaluation from whether the generated text accurately represents it. (low confidence) [source]
- FActScore computes the fraction of a generation's atomic facts that a reliable knowledge source supports. (low confidence) [source]
- ALCE's citation-precision evaluation penalizes irrelevant citations without requiring the citation set to be minimal. (low confidence) [source]
- ALCE evaluates fluency, correctness, and citation quality as separate dimensions. (low confidence) [source]
- AIS resolves a sentence's interpretation using its linguistic context and the relevant time before judging attribution. (low confidence) [source]
- FActScore does not measure factual recall and does not penalize a response merely for providing fewer facts. (low confidence) [source]
- FActScore's authors exclude nuanced, debatable facts and frequently conflicting knowledge sources from the metric's stated applicability. (low confidence) [source]
- Wallat and colleagues define citation faithfulness to require causal influence from the cited document in addition to citation correctness. (low confidence) [source]
- Their proposed necessary-condition tests include altering cited information and adding irrelevant documents while examining the answer and attribution. (low confidence) [source]
- DnDScore identifies a tension between isolating atomic subclaims and adding the context needed to interpret them. (low confidence) [source]
- Decomposition Dilemmas identifies harmful decomposition errors including omitted context, over-decomposition, ambiguity, and alteration of the original meaning. (low confidence) [source]
- WiCE annotates supported, partially supported, and not-supported claims and subclaims. (low confidence) [source]
Children
- Causal attribution faithfulness (frontier)
- Evidence-set ranking for human verification (frontier)
Frontier under this node: Causal attribution faithfulness, Evidence-set ranking for human verification