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Nougat Base Deploy

Developed by HongxuanLi
Nougat is a vision-language model based on the Donut architecture, specifically designed for transcribing scientific PDFs into Markdown format.
Downloads 20
Release Time : 4/22/2024

Model Overview

The model employs Swin Transformer as the visual encoder and mBART as the text decoder, achieving PDF-to-Markdown conversion through autoregressive methods.

Model Features

Academic Document Optimization
Specially designed for scientific PDFs, effectively handling complex layouts and formulas.
End-to-End Conversion
Directly predicts Markdown content from PDF image pixels without intermediate OCR steps.
Hybrid Architecture
Combines the strengths of vision Transformers and text decoders for high-quality conversion.

Model Capabilities

PDF Document Conversion
Markdown Generation
Academic Document Understanding
Formula Recognition

Use Cases

Academic Document Processing
Paper Format Conversion
Convert academic papers in PDF format to structured Markdown.
Preserves original document formulas, tables, and reference formatting.
Technical Document Digitization
Convert technical manuals and specification documents into editable formats.
Facilitates content management and version control.
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