All of a sudden, survey received junk answers. How can i delete all these junk information? Should I manually download and delete them myself?
There are multiple ways to deal with such a situation.
One way would be to use bulk delete actions on the individual responses page of the Results tab.
There is a lot of useful information on that page for both finding the responses you want to delete and how to delete them.