What are the limitations of sentiment analysis?

What are the limitations of sentiment analysis?

Sentiment analysis can struggle with sarcasm, context, and cultural nuances, leading to misinterpretations.

Can it accurately analyze emotions in different languages?

Not always. Sentiment analysis tools may not perform well across languages due to differences in expression and context.

How does it handle ambiguous phrases?

Ambiguous phrases can confuse sentiment analysis, as the tool may not discern the intended sentiment without context.

Are there any specific industries where it's less effective?

Yes, industries like healthcare and legal may find sentiment analysis less effective due to complex terminology and context.

What improvements are being made to enhance its accuracy?

Researchers are developing better algorithms, incorporating deep learning, and using more contextual data to improve accuracy.