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authorLuyaoZhuang <zhuangluyao523@gmail.com>2025-11-15 02:05:06 -0500
committerLuyaoZhuang <zhuangluyao523@gmail.com>2025-11-15 02:05:06 -0500
commitfd0934b78f53984c96f3dc1061fa73a0f3d44421 (patch)
treece248eeee56a94b025c6dd98b181fdb64c20ca09
parent4e8a7aad8be90d7e37f29ecd4b174ac9c07523bf (diff)
parentbfffa9c1ce989d4d339c3aae43084647a1cc2d79 (diff)
Merge branch 'main' of https://github.com/DEEP-PolyU/LinearRAG
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## 🚀 **Highlights**
-- ✅ **Context-Preserving**: A relation-free graph construction paradigm, relying on lightweight entity recognition and semantic linking to achieve comprehensive contextual comprehension.
-- ✅ **Complex Reasoning**: Enables deep retrieval via semantic bridging, achieving multi-hop reasoning in a single retrieval pass without requiring an explicit relational graph.
+- ✅ **Context-Preserving**: Relation-free graph construction, relying on lightweight entity recognition and semantic linking to achieve comprehensive contextual comprehension.
+- ✅ **Complex Reasoning**: Enables deep retrieval via semantic bridging, achieving multi-hop reasoning in a single retrieval pass without requiring explicit relational graphs.
- ✅ **High Scalability**: Zero LLM token consumption, faster processing speed, and linear time/space complexity.
<p align="center">
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## 🎉 **News**
- **[2025-10-27]** We release **[LinearRAG](https://github.com/DEEP-PolyU/LinearRAG)**, a relation-free graph construction method for efficient GraphRAG.
- **[2025-06-06]** We release **[GraphRAG-Bench](https://github.com/GraphRAG-Bench/GraphRAG-Benchmark.git)**, the benchmark for evaluating GraphRAG models.
-- **[2025-01-21]** We release the [GraphRAG survey](https://github.com/DEEP-PolyU/Awesome-GraphRAG).
+- **[2025-01-21]** We release the **[GraphRAG survey](https://github.com/DEEP-PolyU/Awesome-GraphRAG)**.
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