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Related Questions
- What are the benefits and limitations of uncertainty sampling in active learning for dialogue systems?
- How does query synthesis impact the efficiency of active learning in dialogue systems compared to other methods?
- What are some common query synthesis techniques used in active learning for dialogue systems, such as next utterance prediction or relevance feedback?
- Can you explain the concept of 'label distribution' in the context of active learning for dialogue systems?
- How does the choice of budget allocation affect the performance of active learning strategies in dialogue systems?
- What are some challenges in applying active learning to dialogue systems with domain adaptation or out-of-distribution data?
- Can you describe the difference between 'pool-based' and 'stream-based' active learning approaches in dialogue systems?
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