Scanned PDFs (Image-Based PDFs):
Test: Include a page or a full PDF that is a scanned image, not actual text. This will evaluate the parser's ability to handle OCR (Optical Character Recognition) or its integration with OCR libraries.
Purpose: Many PDFs are created from scans, and this is a critical test for real-world scenarios.
PDFs with Different Font Types and Sizes:
Test: Use a PDF with a mix of fonts, font sizes, and styles (e.g., bold, italic, underlined).
Purpose: Assess how well the parser handles font variations, which can affect text extraction accuracy and layout reconstruction.
PDFs with Embedded Images and Graphics
Test: Include PDFs with complex embedded images, vector graphics, and annotations.
Purpose: Evaluate the parser's ability to extract image data, preserve image quality, and handle annotations.
PDFs with Complex Tables:
Test: Include tables with merged cells, nested tables, tables spanning multiple pages, and tables with complex formatting.
Purpose: Test the parser's robustness in handling challenging table structures.
PDFs with Form Fields:
Test: Include a PDF with fillable form fields (e.g., text boxes, checkboxes, radio buttons).
Purpose: Evaluate the parser's ability to extract form field data and preserve field structure.
PDFs with Bookmarks and Outlines:
Test: Include PDFs with well-defined bookmarks and outlines.
Purpose: Assess the parser's ability to extract and preserve the document's logical structure.
PDFs with Metadata:
Test: Include PDFs with embedded metadata (e.g., author, title, keywords).
Purpose: Evaluate the parser's ability to extract and preserve document metadata.
PDFs with Different Compression Techniques:
Test: Include PDFs with different image compression techniques (e.g., JPEG, JPEG2000).
Purpose: Evaluate how well the parser handles various compression methods.
PDFs with Security Restrictions:
Test: Include PDFs with password protection or other security restrictions.
Purpose: Assess the parser's ability to handle encrypted or restricted PDFs.
Handling of Special Characters and Unicode:
Test: Include a PDF with a wide range of special characters and Unicode symbols.
Purpose: Evaluate the parser's ability to handle international characters and special symbols accurately.
Testing for correct reading order of the text:
Test: Create a PDF with a deliberately jumbled text order.
Purpose: Verify that the parser can correctly reconstruct the intended reading order.
Testing for correct identification of headers and footers:
Test: create a PDF with headers and footers.
Purpose: Verify that the parser can correctly identify and extract header and footer information.
Testing for correct identification of page numbers:
Test: Create a PDF with different page number styles.
Purpose: Verify that the parser can correctly identify and extract page numbers.
Testing for correct identification of lists:
Test: Create a PDF with numbered and bulleted lists.
Purpose: verify that the parser can correctly identify and extract lists.
Evaluation Metrics:
Accuracy: How accurately the parser extracts text and data.
Layout Preservation: How well the parser preserves the original document's layout.
Speed: The time it takes for the parser to process a PDF.
Memory Usage: The amount of memory the parser consumes.
Robustness: The parser's ability to handle various PDF formats and complexities.
Error Handling: How well the parser handles errors and exceptions.
Completeness: How much of the information that is present in the PDF is actually extracted.
By incorporating these tests and scenarios into your evaluation, you'll gain a more comprehensive understanding of the strengths and weaknesses of different PDF parsers.
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