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Language & Communication

A large-scale sentiment analysis system misclassifies nuanced sarcastic statements because its parser incorrectly handles subordinate clauses. Which mechanism explains this failure?

A)Lexical ambiguity overwhelms statistical classifiers.
B)Syntactic misinterpretation degrades semantic extraction.
C)Semantic satiation attenuates feature recognition.
D)Phonological interference disrupts word segmentation.

💡 Explanation

The sentiment analysis fails because the syntax parsing mechanism misinterprets the structure of sentences with sarcasm; the system fails to capture the reversed polarity in subordinate clauses. Therefore, syntactic misinterpretation causes incorrect semantic extraction, rather than issues of lexical ambiguity or phonological interference.

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