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Self-Organizing Language

arXiv 2506.23293 ↗First posted 29 Jun 2025cs.CL cs.AI cs.LGcited by 0

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Abstract (arXiv)

We introduce a novel paradigm of emergent local memory. It is a continuous-learning completely-parallel content-addressable memory encoding global order. It demonstrates how local constraints on uncoordinated learning can produce topologically protected memories realizing emergent symbolic order. It is therefore a neuro-symbolic bridge. It further has the ability to produce human language without data, by exploiting its own self-organizing dynamics. It teaches us that words arise as a side-effect of emergent symbolic order, and that human language patterns at all structural levels reflect a universal mechanism of word formation (which is subregular). This work answers essential questions about the existence & origin of all the human language data.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). First posted on arXiv 29 Jun 2025.

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