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Under the entity-block model with block weightsw u, distinct-predicate countsd u, and pairwise overlapso uv =|A u ∩A v|: R(e) = X u w2 u 2du + 2 X u<v wu wv 2|Au∩Av|

Reduction to a Q-Level Tractable Score:The constituent-level second moment reduces exactly to a Q-level second moment via the enumeration structure: P C n(C) 2 = 2−M P q s(q) 2 +P

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Goal-Oriented Semantic Communication for Logical Decision Making

cs.IT · 2026-04-21 · unverdicted · novelty 6.0

A first-order logic grounded semantic communication framework that transmits only decision-critical clauses via semantic rate-distortion and information bottleneck principles while preserving logical verifiability.

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  • Goal-Oriented Semantic Communication for Logical Decision Making cs.IT · 2026-04-21 · unverdicted · none · ref 38

    A first-order logic grounded semantic communication framework that transmits only decision-critical clauses via semantic rate-distortion and information bottleneck principles while preserving logical verifiability.