Method Part 1: Adaptive Depth Gating for Prerequisite Retrieval (Auditable Strict-Parity Graph-RAG Paper)
This organizer keeps part 1 of the method details for Adaptive Depth Gating for Prerequisite Retrieval small enough for learners to study without a long flat child list.
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Auditable Strict-Parity Evaluation of Prerequisite-Graph Retrieval for RAG under Leakage Controls
Learn After
LectureBank-Full Paired Delta: Adaptive vs Hierarchical Baseline = +0.7 [-2.1, +3.6]
QASC Paired Delta: Adaptive vs Hierarchical Baseline = +0.5 [-0.5, +1.5]
Adaptive Depth Gating Stays Tied to Hierarchical Baseline Under Target-Disjoint Control
Level-Only vs Level+Contrast Gate Ablation (Diffusion and Quotas Fixed)
Adaptive Ancestor/Descendant Depth Controller Formula in Bidirectional Diffusion