[KongchangAI]
Conceptsemantic stability / 语义稳定性

Semantic-Level Stability

A more permissive goal, contrasted with bit-wise determinism, that allows output token sequences to differ while requiring key information, structured fields, and logical conclusions to remain consistent. Implementation approaches include constrained decoding, structured output validation, and voting over multiple samples.

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Oct 16

For scenarios such as code generation, structured data extraction, and automated decision-making, what is needed is not bit-level determinism but semantic-level stability, that is, the wording of the output may differ but the key fields and logic must be consistent.

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