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algebraic-encoding

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arturoornelasb / triadic-microgpt

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End-to-end prime factorization in a generative LM. 40M-param GPT that learns algebraically verifiable prime-factor signatures at negligible language cost (+1.7% PPL). Paper (Zenodo) + triadic-head (PyPI) + reptimeline.

nlp machine-learning research deep-learning transformers pytorch gpt language-model interpretability subsumption prime-factorization neurosymbolic compositional-generalization causal-verification algebraic-encoding ifsq reptimeline
  • Updated May 4, 2026
  • Python

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