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@ -83,21 +83,6 @@ Here is an example output. See more [example documents](https://github.com/Vecti
...
```
---
### ⚠️ Bug Fix Notice
A bug introduced on **April 18** has now been fixed.
If you pulled the repo between **April 18–23**, please update to the latest version:
```bash
git pull origin main
```
Thanks for your understanding 🙏
---
# 🚀 Package Usage
@ -149,7 +134,7 @@ Leave your email in [this form](https://ii2abc2jejf.typeform.com/to/meB40zV0) to
# 📈 Case Study: Mafin 2.5 on FinanceBench
[Mafin 2.5](https://vectify.ai/) is a state-of-the-art reasoning-based RAG model designed specifically for financial document analysis. Powered by **PageIndex**, it achieved a market-leading [**98.7% accuracy**](https://vectify.ai/blog/Mafin2.5) on the [FinanceBench](https://arxiv.org/abs/2311.11944) benchmark — significantly outperforming traditional vector-based RAG systems.
[Mafin 2.5](https://vectify.ai/mafin) is a state-of-the-art reasoning-based RAG model designed specifically for financial document analysis. Powered by **PageIndex**, it achieved a market-leading [**98.7% accuracy**](https://vectify.ai/blog/Mafin2.5) on the [FinanceBench](https://arxiv.org/abs/2311.11944) benchmark — significantly outperforming traditional vector-based RAG systems.
PageIndex's hierarchical indexing enabled precise navigation and extraction of relevant content from complex financial reports, such as SEC filings and earnings disclosures.