AWS Certified Cloud Practitioner

Explanation

Correct Answer: A (Increase Top-P to 0.95)

Why this is correct:

1. Top-P (Nucleus Sampling) controls the diversity of word choices by limiting the vocabulary to the top cumulative probability mass.

2. Increasing Top-P to 0.95 means the model will consider a larger pool of words (95% of the probability distribution), allowing for more diverse and creative word choices.

3. This is ideal for creative writing where variety in vocabulary and style is desired.

Why other options are incorrect:

• B (Decrease temperature to 0.2): Lower temperature makes the model more deterministic and less creative. It would make word choices more predictable and less diverse.

• C (Reduce max-tokens to 100): This limits the output length, not the diversity of word choices. It might truncate responses but doesn't increase vocabulary variety.

• D (Add stop-sequence after each sentence): This controls when generation stops, not the diversity of word choices within sentences.

Key Concepts:

• Top-P (Nucleus Sampling): Higher values = more diverse vocabulary

• Temperature: Lower values = more deterministic, higher values = more random/creative

• Max-tokens: Controls output length

• Stop-sequences: Control generation termination points

For creative writing workshops focused on style variety, increasing Top-P is the most effective adjustment to encourage diverse word choices.