A company wants to use an ML model to analyze customer reviews on social media. The model must determine if each review has a neutral, positive, or negative sentiment. Which model evaluation…

The correct answer is D. Classification. Classification is the evaluation strategy that assigns input data (such as customer reviews) to predefined categories - in this case, neutral, positive, or negative sentiment. This approach is standard for sentiment analysis tasks.

Submitted by chen.hong· Mar 30, 2026Model Training and Evaluation

Question

A company wants to use an ML model to analyze customer reviews on social media. The model must determine if each review has a neutral, positive, or negative sentiment. Which model evaluation strategy will meet these requirements?

Options

AOpen-ended generation
BText summarization
CMachine translation
DClassification

How the community answered

(40 responses)

A
3% (1)
B
5% (2)
C
10% (4)
D
83% (33)

Explanation

Classification is the evaluation strategy that assigns input data (such as customer reviews) to predefined categories - in this case, neutral, positive, or negative sentiment. This approach is standard for sentiment analysis tasks.

Topics

#Sentiment analysis#ML classification#Model evaluation

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