What concepts can't words describe? Stanford team frames it as channel coding

stanfordnlp · x · 2026-10-30

A research thread shared by Stanford NLP poses a deeper question: what concepts can and cannot be described with words?

The authors formalize this as a communication channel problem and a double scaling law problem: if a concept is described (1) as well as provably possible and (2) with optimal language models, can it be transmitted between two LLMs in words?

And does that limit shift as models scale — or are some constructs permanently stuck beyond verbal description? A theoretical exploration of the expressive limits of language and LLMs.

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