top-k
Expanded definition
top-k shows up constantly when teams ship LLM features. Practically, it influences how you design prompts, evaluate quality, and reason about failure modes. Teams should document how top-k manifests in their stack—data handling, evaluation, and runtime guardrails—and revisit assumptions as models update.
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top-k FAQ
What is top-k?
Top-k sampling restricts each step to the k highest-probability tokens.
How is top-k used in AI systems?
top-k shows up constantly when teams ship LLM features. Practically, it influences how you design prompts, evaluate quality, and reason about failure modes. Teams should document how top-k manifests in their stack—data handling, evaluation, and runtime guardrails—and revisit assumptions as models update.
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