It is a fragment as there is no subject. Even if you use it as an answer to a question, it is still a fragment, i.e. "Where is the desk? In the middle of the office." For it to be a complete sentence as an answer to a question, you would need to change the sentence to "It's" or "the desk", "is in the middle of the office."
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