Update README.md

README.md

@@ -1,3 +1,19 @@
----
-license: apache-2.0
----
+# Infinity-Parser-7B
+
+<a><img src="assets/logo.png" height="16" width="16" style="display: inline"><b> Paper </b></a> | 
+<a href="https://github.com/infly-ai/INF-MLLM/tree/main/Infinity-Parser"><img src="https://github.githubassets.com/images/modules/logos_page/GitHub-Mark.png" height="16" width="16" style="display: inline"><b> Github </b></a> | 
+<a href="https://huggingface.co/spaces/infly/Infinity-Parser-Demo">💬<b> Web Demo </b></a>
+
+# Introduction
+
+We develop Infinity-Parser, an end-to-end scanned document parsing model trained with reinforcement learning. By incorporating verifiable rewards based on layout and content, Infinity-Parser maintains the original document's structure and content with high fidelity. Extensive evaluations on benchmarks in cluding OmniDocBench, olmOCR-Bench, PubTabNet, and FinTabNet show that Infinity-Parser consistently achieves state-of-the-art performance across a broad range of document types, languages, and structural complexities, substantially outperforming both specialized document parsing systems and general-purpose vision-language models.
+
+# Architecture
+
+Overview of Infinity-Parser training framework. Our model is optimized via reinforcement finetuning with edit distance, layout, and order-based rewards.
+
+![image](assets/architecture.png)
+
+# License
+
+This dataset is licensed under apache-2.0.