Example

MOOC-CS Target-Disjoint R@10 Result (n=114): Negative Case, Adaptive Tied

Under the target-concept-disjoint control on MOOC-CS (n=114n = 114), R@1010 is 13.2%13.2\% [9.4,17.3][9.4, 17.3] for flat dense, 19.4%19.4\% [14.2,25.3][14.2, 25.3] for the fixed-depth hierarchical baseline, and 18.3%18.3\% [12.7,24.1][12.7, 24.1] for Adaptive (heuristic). The paired-bootstrap Adaptive-Hierarchical delta at k=10k=10 is 1.2-1.2 [2.9,+0.4][-2.9, +0.4]. MOOC-CS remains a negative case under this stricter split, with Adaptive statistically tied to the fixed-depth hierarchical baseline.

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Updated 2026-05-17

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Auditable Strict-Parity Evaluation of Prerequisite-Graph Retrieval for RAG under Leakage Controls