Hello Logeshwaran S,
Welcome to the Microsoft Q&A and thank you for posting your questions here.
Regarding your question:
How to use 'query field' in Azure document intelligence for fields comprising more than one word.
Whenever you would like to specify multi-word fields in Azure Document Intelligence, use camelCase or PascalCase, instead of 'due date', use 'dueDate' or 'DueDate' read more here: https://learn.microsoft.com/en-us/azure/ai-services/document-intelligence/concept-add-on-capabilities?view=doc-intel-4.0.0
Also, regarding your explanations and the question:
Is there a way to overcome this issue?
The best way as a practice to overcome the issue is to:
Make sure the field names are consistent with the document's structure and format and the fields are correctly defined in the model you are using. But should there be any issues you can consider using custom extraction models to better handle specific document layouts and field names, check this out here: https://techcommunity.microsoft.com/t5/ai-azure-ai-services-blog/document-intelligence-preview-adds-query-fields-new-prebuilt/ba-p/3984295
I hope this is helpful! Do not hesitate to let me know if you have any other questions.
Please don't forget to close up the thread here by upvoting and accept it as an answer if it is helpful.