We consider one-dimensional infinite chains of harmonic oscillators with random exchanges of momenta and long-range interaction potentials which have polynomial decay rate |x|−θ
, x → ∞, θ > 1 where
x
∈
Z
is the interaction range. The dynamics conserve total momentum, total length and total energy. We prove that the systems evolve macroscopically on superballistic space-time scale
(
y
ε
−
1
,
t
ε
−
θ
−
1
2
)
when 1 < θ < 3,
(
y
ε
−
1
,
t
ε
−
1
−
log
(
ε
−
1
)
−
1
)
when θ = 3, and hyperbolic space-time scale (yɛ
−1, tɛ
−1) when θ > 3. Combining our results and the results in (Suda 2021 Ann. Inst. Henri Poincare B 57 2268–2314), we show the existence of two different space-time scales on which the systems evolve. In addition, we prove the fluctuations of the normal modes of the superballistic wave equation, which are analogues of the Riemann invariants and capture fluctuations along the characteristics. For the normal modes, the space-time scale is superdiffusive when 2 < θ ⩽ 4 and diffusive when θ > 4.