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  • Premium File: 99 Questions & Answers. Last update: Oct 27, 2026
  • Training Course: 28 Video Lectures
  • Study Guide: 407 Pages
  • Latest Questions
  • 100% Accurate Answers
  • Fast Exam Updates
$79.97
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Google Generative AI Leader Practice Test 9

Question 80

A journalism organization requires an editor to check every AI-suggested headline before it is published. Which stage is the safeguard?

  1. Training from scratch
  2. Fine-tuning
  3. Post-generation human review
  4. Retrieval-augmented generation (RAG)

Explanation

Correct Answer

C:

Humans review the final content before release. Human review checks and corrects an output after generation rather than adjusting the model itself.

Incorrect Answers

A:

Training from scratch fits a new model starting without a pretrained foundation and usually needs far more data and compute. This does not directly meet the case requirement to prevent unchecked publication of generated text.

B:

Fine-tuning updates pretrained model parameters using a targeted training dataset. This does not directly meet the case requirement to prevent unchecked publication of generated text.

D:

RAG fetches relevant external evidence at answer time so responses can use current approved information. This does not directly meet the case requirement to prevent unchecked publication of generated text.

Question 81

Customer emails need the predefined labels Billing, Returns or Shipping. What language task applies?

  1. Summarization
  2. Entity extraction
  3. Translation
  4. Text classification

Explanation

Correct Answer

D:

The intent is to categorize existing language. Text classification assigns predefined labels to existing language inputs.

Incorrect Answers

A:

Summarization condenses information in longer source material into a shorter synthesis. This does not directly meet the case requirement to assign each email a known category.

B:

Entity extraction identifies specific names, dates or other entities in supplied text. This does not directly meet the case requirement to assign each email a known category.

C:

Translation conveys content from one language into another. This does not directly meet the case requirement to assign each email a known category.

Question 82

A legal document pipeline needs to identify party names and effective dates from agreements. Which NLP operation is most specific?

  1. Question answering
  2. Summarization
  3. Translation
  4. Entity extraction

Explanation

Correct Answer

D:

The task targets structured entities inside text. Entity extraction identifies specific names, dates or other entities in supplied text.

Incorrect Answers

A:

Question answering responds to a query by using provided or learned knowledge. This does not directly meet the case requirement to extract named people and dates.

B:

Summarization condenses information in longer source material into a shorter synthesis. This does not directly meet the case requirement to extract named people and dates.

C:

Translation conveys content from one language into another. This does not directly meet the case requirement to extract named people and dates.

Question 83

A board needs five key points from a 100-page annual report. What language task should the assistant perform?

  1. Question answering
  2. Text classification
  3. Translation
  4. Summarization

Explanation

Correct Answer

D:

The answer should compress existing source content. Summarization condenses information in longer source material into a shorter synthesis.

Incorrect Answers

A:

Question answering responds to a query by using provided or learned knowledge. This does not directly meet the case requirement to summarize a long document accurately.

B:

Text classification assigns predefined labels to existing language inputs. This does not directly meet the case requirement to summarize a long document accurately.

C:

Translation conveys content from one language into another. This does not directly meet the case requirement to summarize a long document accurately.

Question 84

International support needs a French version of an approved English reply. Which task is being requested?

  1. Question answering
  2. Entity extraction
  3. Translation
  4. Text classification

Explanation

Correct Answer

C:

The meaning should be preserved across languages. Translation conveys content from one language into another.

Incorrect Answers

A:

Question answering responds to a query by using provided or learned knowledge. This does not directly meet the case requirement to translate an existing message.

B:

Entity extraction identifies specific names, dates or other entities in supplied text. This does not directly meet the case requirement to translate an existing message.

D:

Text classification assigns predefined labels to existing language inputs. This does not directly meet the case requirement to translate an existing message.

Question 85

An employee asks what the handbook states about remote work and wants a response supported by a passage. Which task best describes the expected response?

  1. Question answering
  2. Text classification
  3. Translation
  4. Speech recognition

Explanation

Correct Answer

A:

The system must answer a question using relevant information. Question answering responds to a query by using provided or learned knowledge.

Incorrect Answers

B:

Text classification assigns predefined labels to existing language inputs. This does not directly meet the case requirement to respond to a direct knowledge question.

C:

Translation conveys content from one language into another. This does not directly meet the case requirement to respond to a direct knowledge question.

D:

Speech recognition turns spoken audio into textual words. This does not directly meet the case requirement to respond to a direct knowledge question.

Question 86

An agent must turn a recorded complaint call into written words before analysis. Which task is required?

  1. Speech recognition
  2. Question answering
  3. Summarization
  4. Translation

Explanation

Correct Answer

A:

The input is speech and the output is a transcript. Speech recognition turns spoken audio into textual words.

Incorrect Answers

B:

Question answering responds to a query by using provided or learned knowledge. This does not directly meet the case requirement to transcribe spoken audio as text.

C:

Summarization condenses information in longer source material into a shorter synthesis. This does not directly meet the case requirement to transcribe spoken audio as text.

D:

Translation conveys content from one language into another. This does not directly meet the case requirement to transcribe spoken audio as text.

Question 87

A team needs to triage incoming chats as urgent or normal using a fixed rule taxonomy. Which output task fits?

  1. Text classification
  2. Summarization
  3. Entity extraction
  4. Speech recognition

Explanation

Correct Answer

A:

Predetermined labels are assigned to texts. Text classification assigns predefined labels to existing language inputs.

Incorrect Answers

B:

Summarization condenses information in longer source material into a shorter synthesis. This does not directly meet the case requirement to classify customer messages.

C:

Entity extraction identifies specific names, dates or other entities in supplied text. This does not directly meet the case requirement to classify customer messages.

D:

Speech recognition turns spoken audio into textual words. This does not directly meet the case requirement to classify customer messages.

Question 88

A payroll assistant must find all invoice numbers in unstructured emails. Which NLP activity applies?

  1. Summarization
  2. Entity extraction
  3. Question answering
  4. Speech recognition

Explanation

Correct Answer

B:

Extracting targeted fields is more specific than summarizing whole messages. Entity extraction identifies specific names, dates or other entities in supplied text.

Incorrect Answers

A:

Summarization condenses information in longer source material into a shorter synthesis. This does not directly meet the case requirement to identify specific entities inside prose.

C:

Question answering responds to a query by using provided or learned knowledge. This does not directly meet the case requirement to identify specific entities inside prose.

D:

Speech recognition turns spoken audio into textual words. This does not directly meet the case requirement to identify specific entities inside prose.

Question 89

A manager asks for a three-sentence synopsis of 20 meeting notes, without additional claims. Which task fits?

  1. Speech recognition
  2. Question answering
  3. Summarization
  4. Translation

Explanation

Correct Answer

C:

A summary should preserve source meaning in compressed form. Summarization condenses information in longer source material into a shorter synthesis.

Incorrect Answers

A:

Speech recognition turns spoken audio into textual words. This does not directly meet the case requirement to condense meetings into a short synthesis.

B:

Question answering responds to a query by using provided or learned knowledge. This does not directly meet the case requirement to condense meetings into a short synthesis.

D:

Translation conveys content from one language into another. This does not directly meet the case requirement to condense meetings into a short synthesis.

Question 90

A training group needs a Spanish rendering of an English instruction. What language transformation is being made?

  1. Translation
  2. Entity extraction
  3. Speech recognition
  4. Summarization

Explanation

Correct Answer

A:

The aim is language conversion, not category prediction. Translation conveys content from one language into another.

Incorrect Answers

B:

Entity extraction identifies specific names, dates or other entities in supplied text. This does not directly meet the case requirement to translate existing instructions between languages.

C:

Speech recognition turns spoken audio into textual words. This does not directly meet the case requirement to translate existing instructions between languages.

D:

Summarization condenses information in longer source material into a shorter synthesis. This does not directly meet the case requirement to translate existing instructions between languages.

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