Mean reciprocal rank
Mean reciprocal rank, or MRR, rewards placing the first relevant result near the top.
Begin with the denominator
Section titled “Begin with the denominator”If three questions have their first relevant result at ranks 1, 2, and 5:
MRR = (1/1 + 1/2 + 1/5) / 3 = (1 + 0.5 + 0.2) / 3 = 0.567A question with no relevant result contributes 0 under the usual convention.
FDE note
Section titled “FDE note”MRR ignores every relevant item after the first. It fits lookup experiences where one strong result is enough; pair it with Recall@k when an answer needs several passages.