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arXiv3d ago
5.0

Knowledge Is Not Static: Order-Aware Hypergraph RAG for Language Models

Keshu Wu, Chenchen Kuai, Zihao Li, Jiwan Jiang, Shiyu Shen, Shian Wang, Chan-Wei Hu, Zhengzhong Tu, Yang Zhou

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Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorypaper
Topics
ragreasoningknowledge-graphs

Opportunity Brief

Current RAG systems treat retrieved documents as an unordered set, ignoring critical causal or chronological order. Build a RAG indexing library that encodes hypergraph edges based on temporal or structural sequence.

Suggested repo: seqGraph

"Stop treating your RAG context like a bag of words."

Estimated effort: 40h