Let 2≤m<n and q∈(1,∞), we denote by $W^mL^{\frac
nm,q}(\mathbb H^n)theLorentz−Sobolevspaceoforderm$ in the hyperbolic
space Hn. In this paper, we establish the following Adams inequality
in the Lorentz-Sobolev space WmLmn,q(Hn) u∈WmLmn,q(Hn),∥∇gmu∥mn,q≤1sup∫HnΦmn,q(βn,mq−1q∣u∣q−1q)dVg<∞ for q∈(1,∞) if m is even, and $q \in
(1,n/m)ifmisodd,where\beta_{n,m}^{q/(q-1)}$ is the sharp exponent in
the Adams inequality under Lorentz-Sobolev norm in the Euclidean space. To our
knowledge, much less is known about the Adams inequality under the
Lorentz-Sobolev norm in the hyperbolic spaces. We also prove an improved Adams
inequality under the Lorentz-Sobolev norm provided that q≥2n/(n−1) if m
is even and 2n/(n−1)≤q≤mn if m is odd, u∈WmLmn,q(Hn),∥∇gmu∥mn,qq−λ∥u∥mn,qq≤1sup∫HnΦmn,q(βn,mq−1q∣u∣q−1q)dVg<∞
for any 0<λ<C(n,m,n/m)q where C(n,m,n/m)q is the sharp constant
in the Lorentz-Poincar'e inequality. Finally, we establish a Hardy-Adams
inequality in the unit ball when m≥3, n≥2m+1 and q≥2n/(n−1)
if m is even and 2n/(n−1)≤q≤n/m if m is odd u∈WmLmn,q(Hn),∥∇gmu∥mn,qq−C(n,m,mn)q∥u∥mn,qq≤1sup∫Bnexp(βn,mq−1q∣u∣q−1q)dx<∞.