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Conceptually, SymbolicAI is a framework that uses machine learning - and specifically LLMs - at its core, and composes operations based on task-specific zero or
by monkeydust 4y ago
Conceptually, SymbolicAI is a framework that uses machine learning - and specifically LLMs - at its core, and composes operations based on task-specific zero or few-shot prompting. We adopt a divide and conquer approach to decompose a complex problem into smaller problems. Therefore, each operation solves a simple task. By re-combining these operations we can solve the complex problem. Furthermore, our design principles allow us to transition between differentiable and classical programming, and to leverage the power of both worlds.