DPR as Historical Background for Dense Retrieval in Hierarchical Prerequisite Graph RAG
In this paper, Dense Passage Retrieval (DPR) is cited as historical background for modern dense retrieval and RAG, not as the literal implementation of the paper's flat baseline. The paper's actual flat dense baseline uses the shared dense seed-pool setup and strict-parity evaluation contract: the encoder, candidate pool, cutoff , split, and matching rule are fixed so graph-aware methods can be compared against a non-graph retrieval condition. This node therefore teaches DPR's role as background context while leaving the actual flat-baseline details to the separate flat dense retrieval baseline node.
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Auditable Strict-Parity Evaluation of Prerequisite-Graph Retrieval for RAG under Leakage Controls
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DPR as Historical Background for Dense Retrieval in Hierarchical Prerequisite Graph RAG
Original RAG Sequence-Generation Framework (Lewis et al., 2020)
DPR as Historical Background for Dense Retrieval in Hierarchical Prerequisite Graph RAG
Original RAG Sequence-Generation Framework (Lewis et al., 2020)
Evaluation-First Framing of Graph-Aware RAG Comparisons (Adopted from Zeng 2025, Han 2025, Ju 2025)