I guess you are asking about asymptotic Chow stability (as defined in your reference) rather than Chow stability. There is no real link between Chow stability and K-stability.
It is an open problem to show that for a smooth polarised variety (with discrete automorphism group), K-stability implies asymptotic Chow stability. This seems to have been noted first by Ross-Thomas in "A study of the Hilbert-Mumford criterion for the stability of projective varieties", after Theorem 3.9.
If you allow automorphisms, Ono-Sano-Yotsutani have a counterexample in " An example of asymptotically Chow unstable manifolds with constant scalar curvature". Note that their example is Kaehler-Einstein, so Berman's paper "K-polystability of Q-Fano varieties admitting Kahler-Einstein metrics" implies K-polystability.
If you relax the smoothness condition, Odaka has examples of K-stable orbifolds which are not asymptotically Chow stable. See "The Calabi Conjecture and K-stability", Section 3.
Note that in Odaka's examples asymptotic Chow stability involves embeddings into projective space. If one uses embeddings to weighted projective space as in Ross-Thomas's "Weighted projective embeddings, stability of orbifolds and constant scalar curvature Kähler metrics", I believe it is expected that orbifolds are asymptotically Chow stable in that sense.
As you have probably noticed in your reference, it is true that asymptotic Chow semistability implies K-semistability. This is essentially because the Donaldson-Futaki invariant appears as the leading order term in the polynomial governing asymptotic Chow semistability. Since this polynomial is non-negative, its leading term must be non-negative.