[Solved] You have two text generation models. Model A has a BLEU score of 0.45 and ROUGE-L score of 0.60.... Which model should you prefer if you want better phrase matching and why? | NLP

NLP - Text Generation

You have two text generation models. Model A has a BLEU score of 0.45 and ROUGE-L score of 0.60. Model B has a BLEU score of 0.55 and ROUGE-L score of 0.50. Which model should you prefer if you want better phrase matching and why?

AModel A, because lower BLEU means better phrase matching

BModel A, because higher ROUGE-L means better phrase matching

CModel B, because lower ROUGE-L means better phrase matching

DModel B, because higher BLEU means better phrase matching

Step-by-Step Solution

Solution:

Step 1: Understand BLEU and ROUGE focus
BLEU focuses on phrase matching; ROUGE-L focuses on longest common subsequence (word overlap).
Step 2: Compare scores for phrase matching
Model B has higher BLEU (0.55) than Model A (0.45), so Model B is better for phrase matching.
Final Answer:
Model B, because higher BLEU means better phrase matching -> Option D
Quick Check:
Higher BLEU = better phrase matching [OK]

Quick Trick: BLEU = phrase match; ROUGE = word overlap [OK]

Common Mistakes:

MISTAKES

Confusing BLEU and ROUGE meanings
Choosing model with higher ROUGE for phrase matching
Ignoring which metric matches the goal

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More NLP Quizzes

Which model should you prefer if you want better phrase matching and why?

Step 1: Understand BLEU and ROUGE focus

Step 2: Compare scores for phrase matching

Final Answer:

Quick Check:

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