LLMs

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Pipeline diagram: Cellular Automata → Attention → Causal Graph → Symbolic Rules — architecture of Rohit Ravi's Hybrid Symbolic Discovery Engine

HSDE — Hybrid Symbolic Discovery Engine

Neural-symbolic reasoning prototypes: a recursive CA + attention + symbolic hybrid, and an Enhanced Symbolic Discovery Engine targeting AIME / SAT / GSM8K.