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Related Questions
- What are the primary challenges that data scarcity poses to dialogue system development?
- How does data scarcity impact the ability of active learning algorithms to effectively collect and utilize user feedback in dialogue systems?
- Can you explain the relationship between data scarcity and the performance of dialogue systems in terms of their capacity to learn from user interactions?
- How does the availability of labeled data impact the accuracy of dialogue system performance, particularly in scenarios with limited training data?
- What are some strategies for mitigating the effects of data scarcity in active learning for dialogue systems?
- How does the quality of the initial model and the data used for fine-tuning impact the performance of dialogue systems in scenarios with scarce data?
- What are the implications of data scarcity on the development of dialogue systems for applications with limited user engagement, such as voice assistants for older adults?
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