This organizer groups metrics, datasets, statistical protocol, and result evidence used by Bidirectional Prerequisite Diffusion with Role-Aware Quotas.

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**Deterministic bidirectional diffusion with role-aware quotas** is the controlled test-case graph-RAG method studied in this paper. From a query concept, the procedure deterministically diffuses along prerequisite edges in **both directions** of the prerequisite graph (toward ancestors/parents and toward descendants/children), collecting candidate concepts. A **role-aware quota** caps how many slots are allocated to each role (e.g., prerequisite parents vs. dependent children), preventing one direction from monopolizing the top-$$k$$ output. The method is deterministic given the graph, so its behavior is reproducible and auditable, which is why the paper uses it as a controlled probe of where graph structure helps rather than as a new headline retriever.

Bidirectional Prerequisite Diffusion with Role-Aware Quotas

Root URL: https://1iman.com/
Canonical paper URL: https://1iman.com/assets/working-papers/pdf/emnlp-auditable-strict-parity-evaluation-of-prerequisite-graph-retrieval-for-rag-under-leakage-controls.pdf
Portfolio PDF URL: https://1iman.com/assets/working-papers/pdf/emnlp-auditable-strict-parity-evaluation-of-prerequisite-graph-retrieval-for-rag-under-leakage-controls.pdf
Paper title: Auditable Strict-Parity Evaluation of Prerequisite-Graph Retrieval for RAG under Leakage Controls
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Reference: Auditable Strict-Parity Evaluation of Prerequisite-Graph Retrieval for RAG under Leakage Controls

This organizer groups method, retrieval, ranking, and graph-structure details used by Bidirectional Prerequisite Diffusion with Role-Aware Quotas.

Method Details for Bidirectional Prerequisite Diffusion with Role-Aware Quotas (Auditable Strict-Parity Graph-RAG Paper)

Evaluation Evidence for Bidirectional Prerequisite Diffusion with Role-Aware Quotas (Auditable Strict-Parity Graph-RAG Paper)

This organizer groups scope, caveats, licensing, ethical, and interpretation notes connected to Bidirectional Prerequisite Diffusion with Role-Aware Quotas.

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