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We continue the study of the Stoquastic Local Hamiltonian problem, a physically motivated restriction of the QMA-complete Local Hamiltonian problem (Kitaev, Shen, and Vyalyi, 2002). For the -gapped, frustration-free case, Bravyi, Bessen, and Terhal (2006) showed that the problem is MA-complete when . Aharonov and Grilo (2019) derandomized this algorithm and proved membership in NP for constant gap . We present an improved algorithm and analysis, establishing membership in NP even when . We complement our result with an explicit example demonstrating why the analysis does not extend directly to .

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