NCA-GENL Question 198
Select 3You are tasked with designing a generative AI system for summarizing medical research papers. Which of the following steps would be essential to ensure the system is ethical, energy-conscious, and reliable?
- A
Implementing bias detection mechanisms to identify and mitigate potential biases in the dataset used for training.
- B
Using energy-efficient hardware accelerators, such as NVIDIA GPUs, and optimized frameworks to reduce the system's carbon footprint.
- C
Prioritizing model size over interpretability to achieve higher accuracy, regardless of computational cost.
- D
Regularly evaluating the model's outputs for factual accuracy and providing mechanisms for human oversight.
- E
Collecting user data without explicit consent to improve the model's performance over time.
Show answer and explanation
Correct answers: A, B, D
Explanation
To create ethical, energy-conscious, and reliable generative AI systems, it is crucial to address bias, minimize environmental impact, ensure factual accuracy, and respect user privacy. These practices are especially important in high-stakes applications like summarizing medical research, where errors or unethical practices can have significant consequences.
- A. Correct.
Implementing bias detection mechanisms is critical for ensuring the system's outputs are fair and ethical, especially for sensitive applications like medical research.
- B. Correct.
Using energy-efficient hardware and optimized frameworks minimizes the environmental impact of the AI system, aligning with energy-conscious design principles.
- C. Incorrect.
Prioritizing model size over interpretability can lead to unnecessary computational cost and reduced transparency, violating energy-conscious and ethical AI principles.
- D. Correct.
Evaluating outputs for factual accuracy and incorporating human oversight ensures the system remains reliable and avoids misinformation.
- E. Incorrect.
Collecting user data without explicit consent violates ethical guidelines and user privacy, making this an unacceptable practice.