Embodied-LM translates natural-language statements into spatial relations (left, right, inside) as Answer Set Programs, then solves them with Clingo/Z3, scoring 91% on LogicalDeduction.
A uniform treatment of aggregates and constraints in hybrid asp
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Towards a Neurosymbolic Reasoning System Grounded in Schematic Representations
Embodied-LM translates natural-language statements into spatial relations (left, right, inside) as Answer Set Programs, then solves them with Clingo/Z3, scoring 91% on LogicalDeduction.