Update README.md

README.md

@@ -10,41 +10,7 @@ paperswithcode_id: propex-rag
 arxiv: 2511.01802
 ---
 
-<h1 align="center">PROPEX-RAG: Enhanced GraphRAG using Prompt Driven Prompt Execution</h1>
-
-[<img align="center" src="https://img.shields.io/badge/🤗 Dataset-ProPEX--RAG-yellow" />](https://huggingface.co/datasets/tejas-sarnaik/ProPEX-RAG/tree/main)
-[<img align="center" src="https://img.shields.io/badge/arXiv-ProPEX--RAG-b31b1b" />](https://arxiv.org/abs/2511.01802v1)
-[<img align="center" src="https://img.shields.io/badge/GitHub-ProPEX--RAG-blue" />](https://github.com/tejas-sarnaik/ProPEX-RAG.git)
-
-### ProPEX-RAG is a prompt-driven, entity-guided RAG framework that emphasizes the role of prompt design in improving retrieval and reasoning across large knowledge graphs.
-
-Our approach unifies symbolic graph construction with prompt-aware online retrieval, enabling precise entity extraction, fact filtering, and multi-hop passage re-ranking.
-
-This design achieves high performance on complex QA tasks while maintaining scalability and efficiency, offering a practical and interpretable alternative to existing graph-based RAG systems.
-
-#### Check out our papers to learn more:
-
-* [**PROPEX-RAG: Enhanced GraphRAG using Prompt Driven Prompt Execution**](https://arxiv.org/abs/2511.01802v1) [PReMI '25].
-
-----
-
-## Contact
-
-Questions or issues? File an issue or contact 
-[Tejas Sarnaik](mailto:[email protected])
-
-## Citation
-
-If you find this work useful, please consider citing our papers:
-### ProPEX-RAG
-```
-@article{sarnaik2025propex,
-  title     = {PROPEX-RAG: Enhanced GraphRAG using Prompt-Driven Prompt Execution},
-  author    = {Sarnaik, Tejas and Shah, Manan and Hegde, Ravi},
-  journal   = {arXiv preprint arXiv:2511.01802},
-  year      = {2025}
-```
-<h1 align="center">PROPEX-RAG: Enhanced GraphRAG using Prompt Driven Prompt Execution</h1>
+<h1 align="left">PROPEX-RAG: Enhanced GraphRAG using Prompt Driven Prompt Execution</h1>
 
 [<img align="center" src="https://img.shields.io/badge/🤗 Dataset-ProPEX--RAG-yellow" />](https://huggingface.co/datasets/tejas-sarnaik/ProPEX-RAG/tree/main)
 [<img align="center" src="https://img.shields.io/badge/arXiv-ProPEX--RAG-b31b1b" />](https://arxiv.org/abs/2511.01802v1)