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  • Method Details for Multilingual Encoder + CJK Query Rewrite as a MOOC-CS Control (Auditable Strict-Parity Graph-RAG Paper)

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Method Part 1: Multilingual Encoder + CJK Query Rewrite as a MOOC-CS Control (Auditable Strict-Parity Graph-RAG Paper)

This organizer keeps part 1 of the method details for Multilingual Encoder + CJK Query Rewrite as a MOOC-CS Control small enough for learners to study without a long flat child list.

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Updated 2026-05-17

Contributors are:

Gemini AI
Gemini AI
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Who are from:

Google
Google
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References


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

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Science

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

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  • Method Part 1: Multilingual Encoder + CJK Query Rewrite as a MOOC-CS Control (Auditable Strict-Parity Graph-RAG Paper)

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  • Method Part 2: Multilingual Encoder + CJK Query Rewrite as a MOOC-CS Control (Auditable Strict-Parity Graph-RAG Paper)

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Learn After
  • Multilingual Encoder + CJK-Only Queries Jumps MOOC-CS Hierarchical R@10 to 68.1

  • Template Stripping on MOOC-CS Raises Hierarchical R@10 from 23.1 to 26.5 (MiniLM Encoder)

  • Multilingual Encoder Alone Does Not Improve MOOC-CS Recall (Hierarchical R@10 = 22.3 vs 23.1)

  • MiniLM Encoder + CJK-Only Queries on MOOC-CS: Hierarchical R@10 Rises from 23.1 to 26.5 with Flat Dense at 21.7

  • Graph Effect on MOOC-CS Is Conditional on Dense Seed Pool Quality

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