1Cademy - KAG-Style Structural Baseline in Strict-Parity Prerequisite Retrieval

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KAG: Knowledge Augmented Generation Framework (Liang et al., 2024)
Method Part 3: Strict-Parity Evaluation Contract for Graph-Aware (Auditable Strict-Parity Graph-RAG Paper)
Method Part 1: Baselines (Auditable Strict-Parity Graph-RAG Paper)

Concept

KAG-Style Structural Baseline in Strict-Parity Prerequisite Retrieval

KAG-style structural retrieval is included as a graph-aware comparator in this paper's strict-parity baseline set. Following the KAG framework, candidate concepts are scored by structural reasoning over the prerequisite graph together with the dense encoder over the shared seed pool. Under the strict-parity contract, the baseline shares the same encoder, $m/k$ budgets, split, and exact-ID matching rule as the other compared systems, so it isolates KAG-style structural retrieval as the graph policy.

Updated 2026-05-17

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References

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

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