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Related Questions
- How do language models handle context switching between next sentence prediction and sentence order prediction tasks?
- Can you explain the relationship between language modeling and next sentence prediction in terms of shared representations and objectives?
- How do different language modeling architectures, such as encoder-decoder or transformer-based models, impact the interaction with next sentence prediction and sentence order prediction tasks?
- What are the key challenges in training language models to simultaneously optimize multiple objectives like language modeling, next sentence prediction, and sentence order prediction?
- How do the objectives of next sentence prediction and sentence order prediction influence the learning of language models, particularly in terms of capturing long-range dependencies and contextual relationships?
- Can you discuss the role of pre-training and fine-tuning in language models when interacting with next sentence prediction and sentence order prediction tasks?
- How do the evaluation metrics for language modeling, next sentence prediction, and sentence order prediction tasks relate to each other, and what are the implications for model selection and evaluation?
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