QuestionAugust 12, 2025

5. Which of the following is a potential challenge when using prompt-based development for text generation? The language model can only generate binary outputs. The need for extensive labeled data to train the model. Crafting a prompt that accurately captures the desired context and nuances. The requirement for complex feature engineering

5. Which of the following is a potential challenge when using prompt-based development for text generation? The language model can only generate binary outputs. The need for extensive labeled data to train the model. Crafting a prompt that accurately captures the desired context and nuances. The requirement for complex feature engineering
5. Which of the following is a potential challenge when using prompt-based
development for text generation?
The language model can only generate binary outputs.
The need for extensive labeled data to train the model.
Crafting a prompt that accurately captures the desired context and nuances.
The requirement for complex feature engineering

Solution
4.6(138 votes)

Answer

Crafting a prompt that accurately captures the desired context and nuances. Explanation 1. Identify the challenge Evaluate each option for its relevance to prompt-based text generation. - **Binary outputs**: Language models generate diverse text, not limited to binary. - **Labeled data**: Prompt-based models often use pre-trained models, reducing need for extensive labeled data. - **Crafting a prompt**: Requires skill to ensure context and nuances are captured accurately. - **Feature engineering**: Not typically required in prompt-based approaches.

Explanation

1. Identify the challenge<br /> Evaluate each option for its relevance to prompt-based text generation.<br /><br />- **Binary outputs**: Language models generate diverse text, not limited to binary.<br />- **Labeled data**: Prompt-based models often use pre-trained models, reducing need for extensive labeled data.<br />- **Crafting a prompt**: Requires skill to ensure context and nuances are captured accurately.<br />- **Feature engineering**: Not typically required in prompt-based approaches.
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