The MQ problem, which consists of solving a system of multivariate quadratic polynomials over a finite field, has attracted the attention of researchers for the development of public-key cryptosystems because (1) it is NP-complete, (2) there is no known polynomial-time algorithm for its solution, even in the quantum computational model, and (3) it enables cryptographic primitives of practical interest. In 2011, Sakumoto, Shirai and Hiwatari presented two new zero-knowledge identification protocols based exclusively on the MQ problem. The 3-pass identification protocol of Sakumoto et al. has impersonation probability 2/3. In this paper, we propose an improvement that reduces the impersonation probability to 1/2. The result is a protocol that reduces the total computation time, the total communication needed and requires a smaller number of rounds for the same security level. We also present a new extension that achieves an additional communication reduction with the use of some smaller hash commitments, but maintaining the same security level.