[KongchangAI]
ConceptProbabilistic LLM

Probabilistic LLM

A large language model that generates text through a sampling mechanism, so the same input may yield different outputs. It possesses intrinsic non-determinism and is suited to tasks such as natural-language generation where rules cannot be exhaustively enumerated.

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Oct 19

The AI tutor system is split into three types of components: humans write and run the SQL; deterministic code handles the try-first rule, the hint/answer rules, the answer checker and the leak-prevention guard; and the probabilistic LLM only writes the hint text.

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Oct 19

Deterministic code refers to programs that always produce the same output for the same input and can be exhaustively verified with unit tests, whereas the sampling mechanism of a probabilistic LLM gives its output inherent randomness.

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