Corroborate means to confirm or give support to a fact or statement.
- Verify = To confirm something is true (Correct)
- Refute = To disprove something (Incorrect)
- Disprove = To prove something is false (Incorrect)
- Disapprove = To express dislike (Incorrect)
Thus, the correct answer is Verify.