[Answered ]-How to keep searched word on second results page

Change your form method to GET instead of POST, then build your links with the search term as part of the URL’s query-string like this…

<a href="?page={{ contacts.previous_page_number }}">previous</a>

https://docs.djangoproject.com/en/dev/topics/pagination/