Stoquasticity, originating in sign-problem-free physical systems, gives rise to , introduced by Bravyi, Bessen, and Terhal (2006), a quantum-inspired intermediate class between and . Unentanglement similarly gives rise to , introduced by Kobayashi, Matsumoto, and Yamakami (CJTCS 2009), which generalizes to two unentangled proofs and still has only the trivial upper bound. In this work, we initiate a systematic study of the power of unentanglement without destructive interference via , the class of unentangled stoquastic Merlin–Arthur proof systems. Beyond its complexity-theoretic interest, is connected to the optimality of non-negative tensor optimization algorithms. We highlight: 1. with -qubit proofs and completenes . Conversely, the Sum-of-Squares algorithm of Barak, Kelner, and Steurer (STOC 2014) gives an exponential-time upper bound for . Our tightened analysis shows the optimality of our protocol and the BKS algorithm under ETH. 2. For , the parameter dependence in the general ETH-optimal time bound can be exponentially improved, or the bound achieved simultaneously with polynomial space. 3. For logarithmic-size proofs, with completeness and vanishing gap, while . Consequently, quantum-inspired randomness enables \emph{exponentially} shorter unentangled proofs even under the assumption . Our lower bounds are obtained by stoquastizing the short-proof protocols using distribution testing techniques. Our upper bounds for the nearly perfect completeness case are proved via our rectangular closure testing framework.

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