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← Language & CommunicationWhy does parsing algorithms trained on a formal corpus fail to accurately process highly informal social media text?
A)Absence of universal grammar principles
B)Domain adaptation mismatch limits transfer✓
C)Incomplete feature sets handicap lexicon
D)Insufficient computational resources exist
💡 Explanation
The parser fails because domain adaptation mismatch arises from the stark differences in structure and vocabulary. The statistical patterns learned from the formal corpus do not generalize well to informal text, therefore, performance degrades significantly, rather than succeeding with different feature engineering or unlimited processing power.
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