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Research

Reasoning fidelity
at scale

How the Sales Reasoning Model maintains logical coherence across multi-hop inference chains — with and without ontology grounding.

Reasoning Fidelity mean_score / distance_hops

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With Ontology

Without Ontology

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~45pt gap @ hop 6

Hop 6

With ontology · Without ontology · Higher score = stronger logical reasoning

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Sales Reasoning Model X

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Research Paper

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Research Paper

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Category One

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