This organizer groups metrics, datasets, statistical protocol, and result evidence used by Adaptive Depth Gating for Prerequisite Retrieval.

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**Adaptive depth gating** is a per-query controller that sets the ancestor traversal depth $$d_\uparrow$$ and descendant traversal depth $$d_\downarrow$$ as a function of the **hierarchy level $$\ell(v^\star)$$** of the top dense seed and the **dense-score contrast** $$\Delta = s_1 - s_5$$ between the top and fifth dense scores. From base depths $$d_\uparrow^{(0)}$$ and $$d_\downarrow^{(0)}$$, the controller adds an indicator when $$\ell(v^\star)$$ is high (pushing $$d_\uparrow$$ up) or low (pushing $$d_\downarrow$$ up), and adds an indicator when $$\Delta$$ is large (more upward depth) or small (more downward depth), with floors of $$1$$ and $$0$$ respectively. Across the studied benchmarks (LectureBank-Full, QASC, HotpotQA boundary probe), adaptive gating remains **statistically tied** to a fixed-depth hierarchical baseline once interfaces and splits are matched, so it is treated as an optional extension rather than a core claim.

Adaptive Depth Gating for Prerequisite Retrieval

Root URL: https://1iman.com/
Canonical paper URL: https://1iman.com/assets/working-papers/pdf/emnlp-auditable-strict-parity-evaluation-of-prerequisite-graph-retrieval-for-rag-under-leakage-controls.pdf
Portfolio PDF URL: https://1iman.com/assets/working-papers/pdf/emnlp-auditable-strict-parity-evaluation-of-prerequisite-graph-retrieval-for-rag-under-leakage-controls.pdf
Paper title: Auditable Strict-Parity Evaluation of Prerequisite-Graph Retrieval for RAG under Leakage Controls
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Reference: Auditable Strict-Parity Evaluation of Prerequisite-Graph Retrieval for RAG under Leakage Controls

This organizer groups method, retrieval, ranking, and graph-structure details used by Adaptive Depth Gating for Prerequisite Retrieval.

Method Details for Adaptive Depth Gating for Prerequisite Retrieval (Auditable Strict-Parity Graph-RAG Paper)

Evaluation Evidence for Adaptive Depth Gating for Prerequisite Retrieval (Auditable Strict-Parity Graph-RAG Paper)

This organizer groups scope, caveats, licensing, ethical, and interpretation notes connected to Adaptive Depth Gating for Prerequisite Retrieval.

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