agentsopinionbullishNeuro-symbolic approaches that couple neural models with external symbolic engines can address the gap in multi-step logical reasoning, though most integrations lack standardized interfaces.Computation and Language29 Jul 2026http://arxiv.org/abs/2607.21412v1