Author

D. Nordfors

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#artificial intelligence Preprint Nov 2026

Archetypal contexts in the neurons of language models: an architecture for intelligence?

We validate our previous hypothesis that a language model holds relational patterns apart from the subject domains that instantiate them (Nordfors, 2026). These archetypal contexts are patterns of relations that people recognize across many fields, such as the tipping point or winner takes all, held once and applied ac...

D. Nordfors · 0 citations

#artificial intelligence Preprint Jun 2026

The Metanym Game: An LLM Benchmark Without Ground Truth That Rises With the Models It Measures

A benchmark is introduced that is fully self-contained, needs no ground truth, and rises with the models it measures, hypothesize that both benchmarks measure the same thing in different ways: a language model holds its knowledge as archetypal contexts, relationship patterns valid across many topic domains.

D. Nordfors · 0 citations