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Related Questions
- How do fixed word representations affect the generalizability of language models to unseen words?
- Can you explain the concept of 'cold start' in language modeling and how fixed word representations contribute to it?
- What are some strategies to mitigate the impact of fixed word representations on out-of-vocabulary words in language models?
- How do different word representation techniques, such as embeddings and contextualized embeddings, handle out-of-vocabulary words?
- Can you discuss the trade-offs between using fixed word representations and dynamically learning word representations in language models?
- How do fixed word representations impact the performance of language models on tasks that require handling rare or unseen words, such as named entity recognition?
- What are some techniques for fine-tuning language models to improve their performance on out-of-vocabulary words, and how do they relate to fixed word representations?
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