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Let $2\leq m < n$ and $q \in (1,\infty)$, we denote by $W^mL^{\fracnm,q}(\mathbb H^n)$ the Lorentz-Sobolev space of order $m$ in the hyperbolicspace $\mathbb H^n$. In this paper, we establish the following Adams inequalityin the Lorentz-Sobolev space $W^m L^{\frac nm,q}(\mathbb H^n)$ \[ \sup_{u\inW^mL^{\frac nm,q}(\mathbb H^n),\, \|\nabla_g^m u\|_{\frac nm,q}\leq 1}\int_{\mathbb H^n} \Phi_{\frac nm,q}\big(\beta_{n,m}^{\frac q{q-1}} |u|^{\fracq{q-1}}\big) dV_g < \infty \] for $q \in (1,\infty)$ if $m$ is even, and $q \in(1,n/m)$ if $m$ is odd, where $\beta_{n,m}^{q/(q-1)}$ is the sharp exponent inthe Adams inequality under Lorentz-Sobolev norm in the Euclidean space. To ourknowledge, much less is known about the Adams inequality under theLorentz-Sobolev norm in the hyperbolic spaces. We also prove an improved Adamsinequality under the Lorentz-Sobolev norm provided that $q\geq 2n/(n-1)$ if $m$is even and $2n/(n-1) \leq q \leq \frac nm$ if $m$ is odd, \[ \sup_{u\inW^mL^{\frac nm,q}(\mathbb H^n),\, \|\nabla_g^m u\|_{\frac nm,q}^q -\lambda\|u\|_{\frac nm,q}^q \leq 1} \int_{\mathbb H^n} \Phi_{\fracnm,q}\big(\beta_{n,m}^{\frac q{q-1}} |u|^{\frac q{q-1}}\big) dV_g < \infty \]for any $0< \lambda < C(n,m,n/m)^q$ where $C(n,m,n/m)^q$ is the sharp constantin the Lorentz-Poincar\'e inequality. Finally, we establish a Hardy-Adamsinequality in the unit ball when $m\geq 3$, $n\geq 2m+1$ and $q \geq 2n/(n-1)$if $m$ is even and $2n/(n-1) \leq q \leq n/m$ if $m$ is odd \[ \sup_{u\inW^mL^{\frac nm,q}(\mathbb H^n),\, \|\nabla_g^m u\|_{\frac nm,q}^q -C(n,m,\fracnm)^q \|u\|_{\frac nm,q}^q \leq 1} \int_{\mathbb B^n}\exp\big(\beta_{n,m}^{\frac q{q-1}} |u|^{\frac q{q-1}}\big) dx < \infty. \]

The sharp Adams type inequalities in the hyperbolic spaces under the Lorentz-Sobolev norms