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Related Questions
- What is the relationship between query diversity and model performance in active learning for NLP tasks?
- How do different diversity metrics, such as uncertainty sampling and diversity-based sampling, impact the selection of queries in active learning?
- Can you explain the concept of 'diversity' in active learning and how it relates to the selection of queries in NLP tasks?
- What are the trade-offs between diversity and representativeness in query selection for active learning in NLP?
- How do you measure the diversity of queries in active learning for NLP, and what metrics are commonly used?
- Can you discuss the role of human annotator feedback in shaping the diversity of queries in active learning for NLP?
- What are some techniques for incorporating diversity into the query selection process in active learning for NLP tasks, such as ensemble methods or meta-learning?
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