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Related Questions
- What are the key differences between active learning and transfer learning in the context of language models?
- How can data selection methods, such as uncertainty sampling and ensemble methods, be used to improve active learning for language models?
- What are some strategies for mitigating the risk of overfitting in active learning approaches for language models?
- Can you explain the role of human annotation in active learning for language models and how it can be optimized?
- How can active learning be used to improve the robustness of language models to out-of-distribution data?
- What are the key considerations for selecting the right active learning method for a specific language model application?
- Can you discuss the trade-offs between exploration-exploitation trade-offs in active learning for language models and how to balance them?
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