It is now a beta feature, which is still under development. Please understand that sometimes this feature may work unstably. Your comments or reports on bugs will be highly appreciated.
In the search page, you can search the RDFized annotations in PubAnnotation using SPARQL. If not familiar with SPARQL, you are recommended to try with the predefined templates. If you go to a specific project, you can find more templates specific to the project.