On **MOOC-CS**, the paper additionally runs a configuration that uses a **multilingual encoder** plus a **CJK-only query rewrite** to handle Chinese-character queries. This configuration is treated as a **control experiment**, not as a headline strict-parity comparator: because it changes the encoder (and therefore the parity contract), its numbers are reported separately and are used only to diagnose how much of the MOOC-CS gap is attributable to language alignment rather than to graph policy.

Multilingual Encoder + CJK Query Rewrite as a MOOC-CS Control

This organizer keeps part 3 of the method details for MOOC-CS Prerequisite Benchmark small enough for learners to study without a long flat child list.

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This organizer groups method, retrieval, ranking, and graph-structure details used by MOOC-CS Prerequisite Benchmark.

Method Details for MOOC-CS Prerequisite Benchmark (Auditable Strict-Parity Graph-RAG Paper)

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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 keeps part 1 of the method details for MOOC-CS Prerequisite Benchmark small enough for learners to study without a long flat child list.

Method Part 1: MOOC-CS Prerequisite Benchmark (Auditable Strict-Parity Graph-RAG Paper)

This organizer keeps part 2 of the method details for MOOC-CS Prerequisite Benchmark small enough for learners to study without a long flat child list.

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