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Related Questions
- What are the key differences between uncertainty sampling and other active learning strategies in sentiment analysis?
- How does uncertainty sampling help improve the performance of a sentiment analysis model when labeled data is scarce?
- Can you provide examples of how uncertainty sampling can be used to select the most informative samples for a sentiment analysis model?
- What are the potential drawbacks of using uncertainty sampling in sentiment analysis, and how can they be mitigated?
- How does uncertainty sampling compare to other active learning strategies, such as core-set or co-training, in the context of sentiment analysis?
- Can you explain the concept of 'uncertainty' in the context of uncertainty sampling, and how it is typically measured in sentiment analysis?
- How can uncertainty sampling be used in conjunction with other techniques, such as transfer learning, to improve the performance of a sentiment analysis model?
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