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For the beam search algorithm, which explores multiple hypotheses in parallel, a common stopping criterion is to halt the process once a specified number of complete sequences have been found. This approach ensures that the search concludes after generating a sufficient quantity of candidate outputs.

Sequence Count as a Stopping Criterion in Beam Search

A language model is configured to generate text using a parallel search algorithm. The generation process is set to terminate as soon as 3 complete output sequences have been found. What is the primary disadvantage of relying solely on this termination condition?

Based on the provided scenario, what specific rule should the developer implement to control the termination of the generation process, and why is this rule the most appropriate choice?

Configuring Ad Slogan Generation

A text generation system uses a parallel search algorithm that explores multiple potential outputs simultaneously. The system is configured to stop generating text as soon as it has found 5 complete sequences. Analyze the primary trade-off involved in using this specific stopping condition.

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