DELETE THE OLDER POSTS AND NEWER POSTS LINK

To completely delete the Older Posts and Newer Posts links locate this line of  code in the Blog  Posts  widget after putting a check in the Expand Widgets Template check-box  :

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<b:include name='nextprev'/>