Answer: temperature = 0.2, top-p = 0.7

## Explanation For legal contract summarization that requires **precise and repeatable language**, the optimal settings are: - **Low temperature (0.2)**: Temperature controls the randomness/creativity of the output. Lower values (closer to 0) make the output more deterministic and consistent, which is essential for legal documents where precision and repeatability are critical. - **Moderate top-p (0.7)**: Top-p (nucleus sampling) controls the diversity of token selection. A value of 0.7 allows for some flexibility while still maintaining focus on the most probable tokens, striking a balance between precision and natural language flow. **Why other options are incorrect:** - **Option B (temperature=0.9, top-p=1.0)**: Too high temperature makes output too random and creative - **Option C (temperature=1.2, top-p=1.0)**: Very high temperature (above 1.0) creates excessive randomness - **Option D (temperature=0.8, top-p=0.3)**: Temperature is still too high for precise legal work, and top-p is too restrictive For legal applications, consistency and accuracy are paramount, making low-temperature settings essential.

Author: Ritesh Yadav