# Soft Symbol Grounding for Prototypical Concepts

**Published:** September 14, 2026
**Author:** Marcos Galv\'an-L\'opez, Nijesh Upreti, Hiram Calvo, Carlos Aguilar-Ib\'a\~nez, Vaishak Belle
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/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…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2609.12247)

**Tags:** #arXiv

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