CyberCorrect applies cybernetic control theory to LLM self-correction, reporting 79.8% accuracy on a new 440-task benchmark with 6.2-point gains and 41% less over-correction.
Wiener,Cybernetics: Or Control and Communication in the Animal and the Machine
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The Binary Principle treats zero and one as the primitive units from which complex mathematical theories and applications emerge.
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CyberCorrect: A Cybernetic Framework for Closed-Loop Self-Correction in Large Language Models
CyberCorrect applies cybernetic control theory to LLM self-correction, reporting 79.8% accuracy on a new 440-task benchmark with 6.2-point gains and 41% less over-correction.
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The Universal Language of Mathematics (Introduction to Binary Principle)
The Binary Principle treats zero and one as the primitive units from which complex mathematical theories and applications emerge.