Answer: Increase Top-P to 0.95

## 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 smallest set of words whose cumulative probability exceeds P. 2. **Higher Top-P values (closer to 1.0)** allow the model to consider a wider range of possible words, increasing vocabulary diversity. 3. **Top-P = 0.95** means the model will consider words that make up 95% of the probability mass, allowing for more diverse and creative word choices. **Why the other options are incorrect:** - **B (Decrease temperature to 0.2)**: Lower temperature values make the model more deterministic and less creative. Temperature controls randomness - lower values make the model choose the most probable words, reducing diversity. - **C (Reduce max-tokens to 100)**: This only limits the length of the output, not the diversity of word choices within that output. - **D (Add stop-sequence after each sentence)**: This controls when generation stops, not the diversity of vocabulary used. **Key Concepts:** - **Top-P (Nucleus Sampling)**: Higher values = more diverse vocabulary - **Temperature**: Higher values = more random/creative, lower values = more deterministic - For creative writing and style variety, increasing Top-P is the most direct way to encourage diverse word choices.

Author: Jin H