[Solved] What will this code output when using an advanced sentiment model that handles negations?... What will this code output when using an advanced sentiment model that handles negations? | NLP

NLP - Sentiment Analysis Advanced

What will this code output when using an advanced sentiment model that handles negations? ```python text = "I don't think this product is bad." negation_words = ['not', "don't", 'never'] base_score = -0.5 # 'bad' sentiment if any(word in text for word in negation_words): adjusted_score = -base_score else: adjusted_score = base_score print(adjusted_score) ```

A0

B0.5

C-0.5

D1

Step-by-Step Solution

Solution:

Step 1: Check for negation words in text
"don't" is in the text, so condition is True.
Step 2: Adjust sentiment score by negation
Adjusted score = -(-0.5) = 0.5
Final Answer:
0.5 -> Option B
Quick Check:
Negation flips sentiment score = 0.5 [OK]

Quick Trick: Negations flip sentiment polarity in advanced models [OK]

Common Mistakes:

MISTAKES

Ignoring negation presence
Not flipping the sign of the score
Confusing negation words with positive words

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What will this code output when using an advanced sentiment model that handles negations?

Step 1: Check for negation words in text

Step 2: Adjust sentiment score by negation

Final Answer:

Quick Check:

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