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Use the PDFPig library from uglytoad to convert a PDF document to plain text.
This may produce better results on some documents than the built in PDF extraction.
If you have a complex document that needs specialised formatting and flow extraction, you can use the PDFPig documentation on document layout analysis in order to create a specialised text extraction script for your document type.