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authorShengyuan Chen <91341745+chensyCN@users.noreply.github.com>2025-10-27 17:47:37 +0800
committerGitHub <noreply@github.com>2025-10-27 17:47:37 +0800
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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.
+- ✅ **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.
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