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Which evaluation metric is commonly used for NLP tasks involving classification?
Practice Questions
Q1
Which evaluation metric is commonly used for NLP tasks involving classification?
Mean Squared Error
F1 Score
Silhouette Score
Log Loss
Questions & Step-by-Step Solutions
Which evaluation metric is commonly used for NLP tasks involving classification?
Steps
Concepts
Step 1: Understand that NLP stands for Natural Language Processing, which involves tasks like classifying text.
Step 2: Know that classification tasks often require measuring how well a model performs.
Step 3: Learn about evaluation metrics, which are tools to assess model performance.
Step 4: Recognize that two important metrics in classification are precision and recall.
Step 5: Understand that precision measures how many selected items are relevant, while recall measures how many relevant items were selected.
Step 6: Learn that the F1 Score combines both precision and recall into one number, making it easier to evaluate the model's performance.
Step 7: Conclude that the F1 Score is commonly used for evaluating classification tasks in NLP.
No concepts available.
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