Learn Before
MOOC-CS: Language-Matched Controls (Results) in Auditable Strict-Parity Evaluation of Prerequisite-Graph Retrieval for RAG under Leakage Controls
Method Part 1: Multilingual Encoder + CJK Query Rewrite as a MOOC-CS Control (Auditable Strict-Parity Graph-RAG Paper)
Method Part 1: MOOC-CS Prerequisite Benchmark (Auditable Strict-Parity Graph-RAG Paper)
Template Stripping on MOOC-CS Raises Hierarchical R@10 from 23.1 to 26.5 (MiniLM Encoder)
DEPRECATED — duplicate of "MiniLM Encoder + CJK-Only Queries on MOOC-CS: Hierarchical R@10 Rises from 23.1 to 26.5 with Flat Dense at 21.7" (tzWzyWWddoc7014B2AzW), which describes the same MiniLM + CJK-only table row from MOOC-CS: Language-Matched Controls and additionally records the flat-dense and adaptive heuristic numbers. Prefer tzWzyWWddoc7014B2AzW for the full row; this node is retained only as a redirect.
0
1
Tags
Science
Auditable Strict-Parity Evaluation of Prerequisite-Graph Retrieval for RAG under Leakage Controls
Related
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)
Multilingual Encoder + CJK-Only Queries Jumps MOOC-CS Hierarchical R@10 to 68.1
Graph Effect on MOOC-CS Is Conditional on Dense Seed Pool Quality
MiniLM Encoder + CJK-Only Queries on MOOC-CS: Hierarchical R@10 Rises from 23.1 to 26.5 with Flat Dense at 21.7
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
MOOC-CS Graph Gain Requires Language-Matched Controls
MOOC-CS Configuration Used in Hierarchical Prerequisite RAG (225 Concepts, 516 Edges, 1,016 QA)
MOOC-CS Headline R@10 Numbers: LightRAG/Truncated-PPR 25.6-25.9 vs Adaptive/Hierarchical Tied at 23.1
MOOC-CS Target-Disjoint R@10 Result (n=114): Negative Case, Adaptive Tied
Template Stripping on MOOC-CS Raises Hierarchical R@10 from 23.1 to 26.5 (MiniLM Encoder)