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Example of Long Text Generation Based on Long Context: Document Translation
An illustrative example of generating a long text from a long context is the task of translating an entire document from one language to another, such as from Chinese to English. In this scenario, the source document represents a long input sequence (x), and the resulting translated document is a long output sequence (y).
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Ch.2 Generative Models - Foundations of Large Language Models
Foundations of Large Language Models
Computing Sciences
Foundations of Large Language Models Course
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Example of Long Text Generation Based on Long Context: Document Translation
A research team is evaluating different text generation tasks for a new language model. Which of the following scenarios best represents a task where the model must process an extensive, detailed input sequence to produce an equally extensive and detailed output sequence?
AI Tool for Legal Document Analysis
A user provides a 50-page scientific paper to a language model and asks it to 'Generate a one-sentence summary of the main finding.' This task is a prime example of a problem where both the input context and the generated output are long sequences.
Learn After
A developer is building a system that takes a dense, 20-page academic paper as input and rewrites it into an equally long, detailed article for a non-expert audience. The system must preserve all the original information and structure, simply rephrasing it for clarity. This task is a prime example of which type of sequence modeling problem?
Choosing the Right AI Task
Analyzing a Translation Task