1Cademy - GraphRAG-Style Baseline in Strict-Parity Prerequisite Retrieval

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GraphRAG Framework (Edge et al., 2024)
Method Part 2: Strict-Parity Evaluation Contract for Graph-Aware (Auditable Strict-Parity Graph-RAG Paper)
Method Part 1: Baselines (Auditable Strict-Parity Graph-RAG Paper)

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GraphRAG-Style Baseline in Strict-Parity Prerequisite Retrieval

GraphRAG-style retrieval is included as a graph-aware comparator in this paper's strict-parity baseline set. Following the GraphRAG framework, candidate concepts are scored via community-summary-style aggregation over the prerequisite graph rather than via direct dense similarity alone. 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 GraphRAG-style traversal 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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