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Related Questions
- How does the initial bias of the model affect the effectiveness of active learning in sentiment analysis with limited labeled data?
- Can you explain the importance of selecting the right queries and annotation strategies in active learning for sentiment analysis?
- What are some common pitfalls to avoid when implementing active learning for sentiment analysis with limited labeled data?
- How does the quality of annotations impact the performance of sentiment analysis models in active learning scenarios?
- Can you discuss the relationship between the number of annotations and the accuracy of the sentiment analysis model in active learning?
- What are some techniques to handle class imbalance in the labeled data when implementing active learning for sentiment analysis?
- How does the choice of loss function and optimization algorithm impact the performance of the sentiment analysis model in active learning?
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