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Related Questions
- What is the key challenge in labeling large datasets for dialogue systems?
- How does active learning select and annotate the most informative and uncertain samples?
- Can you explain the difference between passive and active learning in the context of dialogue systems?
- How does active learning reduce the need for labeled data in dialogue systems compared to traditional machine learning approaches?
- What are some common active learning strategies used in dialogue systems, such as uncertainty sampling or query synthesis?
- How does active learning improve the performance and efficiency of dialogue systems compared to fully supervised learning?
- What are some potential limitations and challenges of active learning in dialogue systems, such as scalability and bias?
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