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# **LinearRAG: Linear Graph Retrieval-Augmented Generation on Large-scale Corpora**
-> A lightweight GraphRAG framework that eliminates LLM token cost during graph construction – making GraphRAG faster and more efficient than ever.
+> A relation-free graph construction method for efficient GraphRAG. It eliminates LLM token costs during graph construction, making GraphRAG faster and more efficient than ever.
<p align="center">
<a href="https://arxiv.org/abs/2510.10114" target="_blank">