A novel “N‐
π
‐N” type oligomeric acceptor of 2BTP‐2F‐T, constructed by two small non‐fullerene acceptor (NFA) units linked with a thiophene
π
bridge is reported. The 2BTP‐2F‐T not only combines the advantages of small NFA and polymeric acceptors (PYF‐T‐
o
) with similar units but also exhibits superior characteristics of high absorption coefficient and high electron moblity(
µ
e)
) with less dependence on molecular packing. Using PM6 as the donor, a remarkable efficiency of 18.19% is obtained with an open circuit (
V
oc
) of 0.911 V, short current circuit (
J
sc
) of 25.50 mA cm
−2
, and fill factor (FF) of 78.3%, which is much better than that of the corresponding monomer (16.54%) and PYF‐T‐
o
(15.8%) based devices. The much‐improved efficiency results from two aspects: 1) an enhanced FF due to the largely improved
µ
e
and well‐controlled morphology ; 2) a higher value of (
J
sc
×
V
oc
) due to its higher absorption coefficient and efficient charge generation at a similar low energy loss. Furthermore, the PM6/2BTP‐2F‐T device possesses the longest T
80
lifetime to light‐soaking and comparable high thermal stability with PM6/PYF‐T‐
o
. The results indicate that the “N‐
π
‐N” type oligomeric acceptor has a great application prospect due to its superior high efficiency and improved stability in organic solar cells.