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Related Questions
- How can the effect of vocabulary expansion on model generalization be evaluated using techniques such as overfitting detection?
- What are some strategies for controlling the rate of vocabulary expansion to prevent overfitting in language models?
- Can you explain how to use metrics such as accuracy and perplexity to assess the impact of vocabulary expansion on model generalization?
- What are some common pitfalls to avoid when expanding the vocabulary of a machine learning model?
- How can the trade-off between vocabulary size and model complexity be optimized to improve generalization?
- What techniques can be used to regularize language models to prevent overfitting when expanding their vocabulary?
- Can you discuss the role of data augmentation in mitigating the negative effects of vocabulary expansion on model generalization?
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