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@ -139,6 +139,14 @@ PageIndex’s hierarchical indexing enabled precise navigation and extraction of
👉 See full [benchmark results](https://github.com/VectifyAI/Mafin2.5-FinanceBench) for detailed comparisons and performance metrics.
## 🚧 Notice
This project is in its early beta development, and all progress will remain open and transparent.
Due to the non-deterministic nature of large language models (LLMs) and the diverse structures of PDF documents, you may encounter bugs or instability during usage.
We welcome you to raise issues, reach out with questions, or contribute directly to the project.
Together, let's push forward the revolution of reasoning-based RAG systems.
## 📬 Contact Us
Need customized support for your documents or reasoning-based RAG system?