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Level II
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Quantitative Methods
Quantitative Methods
Medium
An NLP model analyzes earnings call transcripts and assigns sentiment scores. The model classifies the phrase 'we achieved record liabilities this quarter' as strongly positive. This error most likely illustrates:
A
The need for finance-specific sentiment dictionaries because general-purpose models misinterpret domain terminology
B
A data quality issue that can be resolved by cleaning the transcript
C
An underfitting problem requiring a more complex model architecture
D
A training data bias from using too many positive earnings calls
Select an answer to continue
Tags
#nlp
#sentiment-analysis
#domain-specificity
#loughran-mcdonald
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