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@@ -1,4 +1,4 @@ -# 🌟 **LinearRAG** +# 🌟 **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. @@ -17,7 +17,7 @@ --- ## 🚀 **Highlights** -- ✅ **Fact-Level Faithfulness**: Eliminates unstable relation extraction, using only lightweight entity recognition to graph. +- ✅ **Relation-free Graph Construction**: Eliminates unstable relation extraction, using only lightweight entity recognition to graph. - 🔥 **Zero Token Consumption**: Complete graph construction and retrieval without any LLM calls. - 📊 **Strong Results**: Outperforms previous RAG methods on widely-used benchmarks. @@ -115,4 +115,4 @@ If you find this work helpful, please consider citing us: } ``` ## 📬 Contact -✉️ Email: zhuangluyao523@gmail.com
\ No newline at end of file +✉️ Email: zhuangluyao523@gmail.com |