The community member is unable to get the page label and file name for PDFs in the llamaparse library. Other community members suggest trying the JSON mode and accessing the source nodes in the response object to retrieve the document details, including metadata and segmentation information. They indicate that the response object format may depend on the LLM (Language Model) or Vector DB used. One community member confirms that the source nodes contain the required information and provides an example of how to access them.