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Flat Dense Retrieval Baseline in Strict-Parity Prerequisite Retrieval
Fixed-Depth Hierarchical Baseline in Strict-Parity Prerequisite Retrieval
Method Part 3: Adaptive Depth Gating for Prerequisite Retrieval (Auditable Strict-Parity Graph-RAG Paper)
Latency And End-To-End Diagnostics (Results) in Auditable Strict-Parity Evaluation of Prerequisite-Graph Retrieval for RAG under Leakage Controls
CPU-Only Latency Protocol in Auditable Strict-Parity Evaluation
Latency Table Compares Flat Dense, Hierarchical Baseline, and Adaptive (Heuristic) Per Dataset
The paper's headline latency table reports mean latency per query in milliseconds for exactly three retrieval systems under the CPU-only protocol: Flat dense, Hierarchical baseline, and Adaptive (heuristic). Rows are indexed by dataset, so each dataset gets one timing per system. The three-column choice mirrors the headline strict-parity retrieval table (flat dense vs. fixed-depth hierarchical baseline vs. adaptive depth gating), so compute cost is reported for the same systems whose retrieval quality is compared, not for an unrelated set of comparators.
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Auditable Strict-Parity Evaluation of Prerequisite-Graph Retrieval for RAG under Leakage Controls
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Latency Table Compares Flat Dense, Hierarchical Baseline, and Adaptive (Heuristic) Per Dataset
Latency Table Compares Flat Dense, Hierarchical Baseline, and Adaptive (Heuristic) Per Dataset
MOOC-CS Headline R@10 Numbers: LightRAG/Truncated-PPR 25.6-25.9 vs Adaptive/Hierarchical Tied at 23.1
Retrieval-Stage Constants Table for Hierarchical Prerequisite RAG Experiments
Latency Table Compares Flat Dense, Hierarchical Baseline, and Adaptive (Heuristic) Per Dataset
Graph-Based Retrieval Runs at ~7 ms per Query on Curated Prerequisite DAGs (CPU-Only)
Latency Table Compares Flat Dense, Hierarchical Baseline, and Adaptive (Heuristic) Per Dataset
Graph-Based Retrieval Runs at ~7 ms per Query on Curated Prerequisite DAGs (CPU-Only)
Latency Table Compares Flat Dense, Hierarchical Baseline, and Adaptive (Heuristic) Per Dataset