# One question, the bi-encoder's top 8, rescored question: Meaning of E-4133 gold passage: E-4133 retrieved id cosine cross-encoder logit 1 E-4134 0.424 4.27 2 E-4140 0.405 2.17 3 E-4135 0.394 3.98 4 E-4130 0.393 0.73 5 E-4133 0.386 4.90 6 E-4139 0.377 2.85 7 E-4132 0.368 2.74 8 E-4138 0.345 1.68 bi-encoder rank of E-4133: 5; cross-encoder winner: E-4133