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Related Questions
- What are some common pitfalls associated with active learning and human-in-the-loop methods?
- How can the time-consuming and labor-intensive process of human annotation be mitigated in active learning?
- What are some strategies for ensuring the quality and consistency of human-annotated data in active learning?
- Can you explain the trade-off between the benefits of human-in-the-loop methods and the increased cost and complexity they introduce?
- How can the limited availability of human annotators and annotator fatigue be addressed in active learning?
- What are some techniques for selecting the most informative and representative samples for human annotation in active learning?
- How can the performance of active learning be evaluated and measured, considering the role of human annotators and the quality of annotated data?
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