AIF-C01 Question 77
Select 3A retail company is exploring the use of a generative AI model to create personalized product descriptions for their online store. However, they are concerned about potential disadvantages of generative AI models. Which of the following are valid concerns the company should consider?
- A
The model may generate outputs that are factually incorrect or completely fabricated.
- B
The outputs of the model can sometimes be difficult to interpret or explain.
- C
Generative AI models are guaranteed to produce the same output for identical input every time.
- D
The model may generate biased outputs if the training data contains bias.
- E
The model can only be used for supervised learning tasks, limiting its flexibility.
Show answer and explanation
Correct answers: A, B, D
Explanation
Generative AI models have several disadvantages, including hallucinations (factually incorrect outputs), limited interpretability, and the risk of biased outputs due to biased training data. These are critical considerations for the retail company when deciding to use such models. However, the nondeterministic nature of generative AI models and their applicability beyond supervised learning tasks are not disadvantages in this context.
- A. Correct.
Correct. Generative AI models are prone to hallucinations, where they generate outputs that are factually incorrect or fabricated.
- B. Correct.
Correct. Interpretability of generative AI models is often limited, making it challenging to explain why a certain output was generated.
- C. Incorrect.
Incorrect. Generative AI models are nondeterministic by nature, meaning they may produce different outputs for the same input depending on conditions like randomness in the generation process.
- D. Correct.
Correct. Generative AI models can inherit and amplify biases present in their training data, leading to biased outputs.
- E. Incorrect.
Incorrect. Generative AI models are not limited to supervised learning tasks; they are used in unsupervised and self-supervised learning contexts as well, making them highly flexible.