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</p>
---
+## πŸŽ‰ **News**
+- **[2026-01-26]** Our **[LinearRAG](https://github.com/DEEP-PolyU/LinearRAG)** is accepted by ICLR’26.
+- **[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)**.
+
+---
## πŸš€ **Highlights**
- βœ… **Context-Preserving**: Relation-free graph construction, relying on lightweight entity recognition and semantic linking to achieve comprehensive contextual comprehension.
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</p>
---
-## πŸŽ‰ **News**
-- **[2026-01-26]** Our **[LinearRAG](https://github.com/DEEP-PolyU/LinearRAG)** is accepted by ICLR’26.
-- **[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)**.
-
----
## πŸ› οΈ **Usage**