The paper defines citation failure separately from response failure, introduces the CITECONTROL benchmark to analyze relational effects on citation quality, and proposes the CITENTION framework that integrates generative, attention-based, and retrieval-based methods to improve citations.
Laquer: Localized attribution queries in content-grounded generation
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MaxShapley computes fair document attributions in generative QA by reducing Shapley value calculation to polynomial time via a max-sum utility, matching exact Shapley quality on HotPotQA, MuSiQUE, and MS MARCO while using up to 9x fewer resources.
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Citation Failure: Definition, Analysis and Efficient Mitigation
The paper defines citation failure separately from response failure, introduces the CITECONTROL benchmark to analyze relational effects on citation quality, and proposes the CITENTION framework that integrates generative, attention-based, and retrieval-based methods to improve citations.
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MaxShapley: Towards Incentive-compatible Generative Search with Fair Context Attribution
MaxShapley computes fair document attributions in generative QA by reducing Shapley value calculation to polynomial time via a max-sum utility, matching exact Shapley quality on HotPotQA, MuSiQUE, and MS MARCO while using up to 9x fewer resources.