• MRR is one of Retrieval Metrics which is ranking based
• It calculated the average of the reciprocal ranks of the first relevant items
• Intuitionally, it says how soon you can find the relevant item
• It is a very intuitive metrics, like 0.33 MRR means, on average the first relevant item appears in $1/0.33=3$ rank

References