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Question 590
A compliance committee needs the ability to stop agent actions when policy changes. Which HITL control matters?
- Human override
- Post-deployment feedback review
- Pre-release expert review
- Human data labeling
Explanation
Correct Answer
A:Authorized overrides provide an intervention route. Authorized people can halt or reverse a machine recommendation according to policy.
Incorrect Answers
B:People inspect real-world failures and provide corrections after launch. This does not directly meet the case requirement to halt or reverse an unsafe automated decision.
C:Experts check generated output or proposed actions before they affect users. This does not directly meet the case requirement to halt or reverse an unsafe automated decision.
D:Annotators create or verify supervised examples used for training or evaluation. This does not directly meet the case requirement to halt or reverse an unsafe automated decision.
Question 591
An experienced model is asked to summarize a short memo with no examples. What prompting approach is being used?
- One-shot prompt
- Role prompting
- Zero-shot prompt
- Few-shot prompt
Explanation
Correct Answer
C:The task is specified directly without demonstrations. A zero-shot prompt describes the task without supplying a worked example.
Incorrect Answers
A:A one-shot prompt includes one representative example of desired input-output behavior. This does not directly meet the case requirement to perform a task from a plain instruction.
B:Role prompting specifies a persona, expertise or communication role for the response. This does not directly meet the case requirement to perform a task from a plain instruction.
D:A few-shot prompt includes several illustrative examples to teach an output pattern in context. This does not directly meet the case requirement to perform a task from a plain instruction.
Question 592
A classifier receives exactly one sample of a correctly labeled ticket before the new ticket. What style is this?
- Zero-shot prompt
- Output schema instruction
- One-shot prompt
- Few-shot prompt
Explanation
Correct Answer
C:A single demonstration anchors the intended pattern. A one-shot prompt includes one representative example of desired input-output behavior.
Incorrect Answers
A:A zero-shot prompt describes the task without supplying a worked example. This does not directly meet the case requirement to learn an output format from one example.
B:A schema instruction specifies the required structure such as named JSON fields. This does not directly meet the case requirement to learn an output format from one example.
D:A few-shot prompt includes several illustrative examples to teach an output pattern in context. This does not directly meet the case requirement to learn an output format from one example.
Question 593
A model receives four correctly categorized comments followed by an unlabeled comment. What prompting pattern applies?
- Zero-shot prompt
- Few-shot prompt
- Role prompting
- Output schema instruction
Explanation
Correct Answer
B:Multiple in-context demonstrations illustrate categories. A few-shot prompt includes several illustrative examples to teach an output pattern in context.
Incorrect Answers
A:A zero-shot prompt describes the task without supplying a worked example. This does not directly meet the case requirement to infer a task pattern from several examples.
C:Role prompting specifies a persona, expertise or communication role for the response. This does not directly meet the case requirement to infer a task pattern from several examples.
D:A schema instruction specifies the required structure such as named JSON fields. This does not directly meet the case requirement to infer a task pattern from several examples.
Question 594
An assistant is instructed to respond as a patient-friendly health educator, without claiming to be a clinician. Which technique shapes its voice?
- Prompt chaining
- Role prompting
- Output schema instruction
- One-shot prompt
Explanation
Correct Answer
B:The specified role influences vocabulary and perspective. Role prompting specifies a persona, expertise or communication role for the response.
Incorrect Answers
A:Prompt chaining splits a complex task across multiple prompts or steps. This does not directly meet the case requirement to adapt voice to a named audience role.
C:A schema instruction specifies the required structure such as named JSON fields. This does not directly meet the case requirement to adapt voice to a named audience role.
D:A one-shot prompt includes one representative example of desired input-output behavior. This does not directly meet the case requirement to adapt voice to a named audience role.
Question 595
A team runs extraction first, validation second and summarization third as linked prompts. Which technique is used?
- Zero-shot prompt
- Output schema instruction
- Prompt chaining
- Few-shot prompt
Explanation
Correct Answer
C:Prompt chaining decomposes a process into stages. Prompt chaining splits a complex task across multiple prompts or steps.
Incorrect Answers
A:A zero-shot prompt describes the task without supplying a worked example. This does not directly meet the case requirement to sequence several prompts to perform a complex task.
B:A schema instruction specifies the required structure such as named JSON fields. This does not directly meet the case requirement to sequence several prompts to perform a complex task.
D:A few-shot prompt includes several illustrative examples to teach an output pattern in context. This does not directly meet the case requirement to sequence several prompts to perform a complex task.
Question 596
An API expects strictly the keys decision, reason and source in its response. Which instruction is most directly relevant?
- Role prompting
- Zero-shot prompt
- Few-shot prompt
- Output schema instruction
Explanation
Correct Answer
D:An output schema can define required fields and format. A schema instruction specifies the required structure such as named JSON fields.
Incorrect Answers
A:Role prompting specifies a persona, expertise or communication role for the response. This does not directly meet the case requirement to constrain generated output structure.
B:A zero-shot prompt describes the task without supplying a worked example. This does not directly meet the case requirement to constrain generated output structure.
C:A few-shot prompt includes several illustrative examples to teach an output pattern in context. This does not directly meet the case requirement to constrain generated output structure.
Question 597
A model is asked 'Translate this sentence into German' with no demonstration. What prompt category is that?
- Zero-shot prompt
- One-shot prompt
- Prompt chaining
- Role prompting
Explanation
Correct Answer
A:No worked example accompanies the instruction. A zero-shot prompt describes the task without supplying a worked example.
Incorrect Answers
B:A one-shot prompt includes one representative example of desired input-output behavior. This does not directly meet the case requirement to translate without in-context examples.
C:Prompt chaining splits a complex task across multiple prompts or steps. This does not directly meet the case requirement to translate without in-context examples.
D:Role prompting specifies a persona, expertise or communication role for the response. This does not directly meet the case requirement to translate without in-context examples.
Question 598
A team supplies one accepted invoice field extraction as an example before a new invoice. What prompting technique applies?
- One-shot prompt
- Few-shot prompt
- Prompt chaining
- Zero-shot prompt
Explanation
Correct Answer
A:One example shows the desired output pattern. A one-shot prompt includes one representative example of desired input-output behavior.
Incorrect Answers
B:A few-shot prompt includes several illustrative examples to teach an output pattern in context. This does not directly meet the case requirement to guide extraction with one demonstration.
C:Prompt chaining splits a complex task across multiple prompts or steps. This does not directly meet the case requirement to guide extraction with one demonstration.
D:A zero-shot prompt describes the task without supplying a worked example. This does not directly meet the case requirement to guide extraction with one demonstration.
Question 599
A customer service team supplies three good and bad examples of response format before asking for a draft. Which technique fits?
- Prompt chaining
- Role prompting
- Zero-shot prompt
- Few-shot prompt
Explanation
Correct Answer
D:Several examples teach the model a pattern without weight updates. A few-shot prompt includes several illustrative examples to teach an output pattern in context.
Incorrect Answers
A:Prompt chaining splits a complex task across multiple prompts or steps. This does not directly meet the case requirement to steer response behavior with multiple demonstrations.
B:Role prompting specifies a persona, expertise or communication role for the response. This does not directly meet the case requirement to steer response behavior with multiple demonstrations.
C:A zero-shot prompt describes the task without supplying a worked example. This does not directly meet the case requirement to steer response behavior with multiple demonstrations.
Question 600
A complicated report task is separated into retrieve, analyze and draft phases. Which pattern is present?
- Zero-shot prompt
- Role prompting
- Few-shot prompt
- Prompt chaining
Explanation
Correct Answer
D:Chaining makes intermediate outputs feed later steps. Prompt chaining splits a complex task across multiple prompts or steps.
Incorrect Answers
A:A zero-shot prompt describes the task without supplying a worked example. This does not directly meet the case requirement to divide complex work into sequential prompts.
B:Role prompting specifies a persona, expertise or communication role for the response. This does not directly meet the case requirement to divide complex work into sequential prompts.
C:A few-shot prompt includes several illustrative examples to teach an output pattern in context. This does not directly meet the case requirement to divide complex work into sequential prompts.
Generative AI Leader Practice Tests