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PaperAgent
PaperAgent
Feb 27, 2026 · Artificial Intelligence

How HyperRAG Uses N‑ary Hypergraphs to Overcome Binary KG Limitations

HyperRAG introduces an n‑ary hypergraph retrieval framework that replaces binary knowledge‑graph triples with hyperedges, addressing semantic fragmentation and path‑explosion while delivering superior accuracy and efficiency across multiple closed‑ and open‑domain QA benchmarks.

HyperRAGHypergraphLLM Retrieval
0 likes · 6 min read
How HyperRAG Uses N‑ary Hypergraphs to Overcome Binary KG Limitations
JD Retail Technology
JD Retail Technology
Jun 4, 2024 · Databases

How to Deploy and Query JD’s Open‑Source Vearch Vector Database for LLM Retrieval

This article walks through the practical use of JD’s self‑developed Vearch vector database—covering cluster creation, space setup, data insertion, and both text and vector search—illustrating how it integrates with LangChain and OpenAI embeddings to enable retrieval‑augmented generation for large language models.

EmbeddingLLM RetrievalLangChain
0 likes · 16 min read
How to Deploy and Query JD’s Open‑Source Vearch Vector Database for LLM Retrieval