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Related Questions
- What is uncertainty sampling in active learning, and how does it help in selecting the most informative samples for model training?
- How does uncertainty sampling differ from other active learning strategies, such as random sampling or stratified sampling?
- Can you provide an example of how uncertainty sampling can be applied in a dialogue application, such as a chatbot or voice assistant?
- How does uncertainty sampling impact the performance of a dialogue system, particularly in terms of accuracy and user satisfaction?
- What are some common challenges associated with implementing uncertainty sampling in dialogue applications, and how can they be addressed?
- Can you discuss the relationship between uncertainty sampling and other active learning techniques, such as transfer learning or multi-task learning?
- How can uncertainty sampling be used to improve the robustness and adaptability of dialogue systems in real-world scenarios?
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