appropriate knowledge items (Atoms). For example, one key role of ECANs in CogPrime is to guide the forward and backward chaining processes of PLN (Probabilistic Logic Network) inference. At each step, the PLN inference chainer is faced with a great number of inference steps (branches) from which to choose; and a choice i