Update README.md

README.md

@@ -22,6 +22,37 @@ This is a preview release of the OCRFlux-3B model that's fine tuned from Qwen2.5
 Quick links:
 - 🛠️ [Code](https://github.com/chatdoc-com/OCRFlux)
 
+OCRFlux is a multimodal large language model based toolkit for converting PDFs and images into clean, readable, plain Markdown text. It aims to push the current state-of-the-art to a significantly higher level.
+
+Try the online demo: https://ocrflux.pdfparser.io/
+
+# Functions
+
+## On each page
+
+Convert into text with a natural reading order, even in the presence of multi-column layouts, figures, and insets
+Support for complicated tables and equations
+Automatically removes headers and footers
+
+## Cross-page table/paragraph merging
+
+Cross-page table merging
+Cross-page paragraph merging
+
+## Key features:
+Superior parsing quality on each page
+
+It respectively achieves 0.095 higher (from 0.872 to 0.967), 0.109 higher (from 0.858 to 0.967) and 0.187 higher (from 0.780 to 0.967) Edit Distance Similarity (EDS) on our released benchmark OCRFlux-bench-single than the baseline model olmOCR-7B-0225-preview, Nanonets-OCR-s and MonkeyOCR.
+
+Native support for cross-page table/paragraph merging (to our best this is the first to support this feature in all the open sourced project).
+
+Based on a 3B parameter VLM, so it can run even on GTX 3090 GPU.
+
+
+## News
+Jun 17, 2025 - v0.1.0 - Initial public launch and demo.
+
+
 ## Usage
 
 The best way to use this model is via the [OCRFlux toolkit](https://github.com/chatdoc-com/OCRFlux).