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The paper redefines faithfulness evaluation as a context-aware "alignment-then-labeling" problem: first identify phrase-level correspondences between informal and formal statements, then assign a faithfulness label to each pair under explicitly given contextual interpretations and assumptions.

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10/14/2026
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