Reed-Muller codes are among the most important classes of locally correctable
codes. Currently local decoding of Reed-Muller codes is based on decoding on
lines or quadratic curves to recover one single coordinate. To recover multiple
coordinates simultaneously, the naive way is to repeat the local decoding for
recovery of a single coordinate. This decoding algorithm might be more
expensive, i.e., require higher query complexity. In this paper, we focus on
Reed-Muller codes with usual parameter regime, namely, the total degree of
evaluation polynomials is d=Θ(q), where q is the code alphabet size
(in fact, d can be as big as q/4 in our setting). By introducing a novel
variation of codex, i.e., interleaved codex (the concept of codex has been used
for arithmetic secret sharing \cite{C11,CCX12}), we are able to locally recover
arbitrarily large number k of coordinates of a Reed-Muller code
simultaneously at the cost of querying O(q2k) coordinates. It turns out that
our local decoding of Reed-Muller codes shows ({\it perhaps surprisingly}) that
accessing k locations is in fact cheaper than repeating the procedure for
accessing a single location for k times. Our estimation of success error
probability is based on error probability bound for t-wise linearly
independent variables given in \cite{BR94}