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ResearchSeptember 14, 2026

Soft Symbol Grounding for Prototypical Concepts

arXiv:2609.12247v1 Announce Type: new Abstract: Neuro-symbolic models are usually trained with supervision only on final labels, leaving the intermediate concepts unobserved. Since many concept assignments are consistent with a given label, training can predict labels correctly…

Marcos Galv\'an-L\'opez, Nijesh Upreti, Hiram Calvo, Carlos Aguilar-Ib\'a\~nez, Vaishak Belle·arXiv — cs.AI
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  • 01.arXiv:2609.12247v1 Announce Type: new Abstract: Neuro-symbolic models are usually trained with supervision only on final labels, leaving the intermediate concepts unobserved
  • 02.Since many concept assignments are consistent with a given label, training can predict labels correctly…

This material is provided as an extended analytical summary.

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