You don’t need to give any noise term explicitly. Just specify a noise_rate_prototype matrix as shown in the non-diagonal noise tutorial in the DifferentialEquations.jl docs.
Also, Catalyst.jl can handle generating the CLE model for you from just a list of reactions (and rate equation or jump process models too if wanted for comparison).