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manutej / categorical-meta-prompting

Categorical foundations for AI meta-prompting with proven correctness and measurable quality improvements (100% on Game of 24)

machine-learning research ai functional-programming category-theory effect-ts meta-prompting discopy

Updated Dec 29, 2025
Python

iwang-1 / FIRE-QML-WINNERS-QNLP

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Quantum NLP sentence classification (UMD FIRE) — pregroup-grammar quantum circuits; enhanced SPSA/ADAM/genetic optimizers beat a default-gain SPSA baseline by ~30 points of train/test accuracy.

python nlp machine-learning quantum-computing quantum-machine-learning qiskit discopy

Updated Aug 11, 2026
Jupyter Notebook

docxology / cognitive_case_diagrams

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Executable categorical models of linguistic case: synthetic statistical studies, DisCoPy diagrams, Bayesian and distributional utilities, bounded MCP tools, and a reproducible manuscript with explicit mathematical and empirical limits.

python linguistics category-theory computational-linguistics topos-theory active-inference string-diagrams discopy case-grammar

Updated Oct 6, 2026
Python

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