Text Transformation (Text-to-Text Generation)
Text transformation, also known as text-to-text generation, is a category of NLP tasks where an input text is converted into a different output text. This class of problems encompasses a wide range of applications, including machine translation, summarization, text simplification, and text style transfer.
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Data Science
Ch.3 Prompting - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
Computing Sciences
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Text Completion (Continual Writing)
Text Transformation (Text-to-Text Generation)
An AI assistant is tasked with taking a 10-page research paper as input and producing a one-paragraph summary of its key findings. According to the primary classification of text generation problems that use existing text as input, which category does this task fall into?
An AI model receives the input: 'The sun began to set, casting long shadows across the valley.' It produces two different outputs:
- Output A: '...The air grew cooler, and the first stars started to appear in the twilight sky.'
- Output B: 'Le soleil commençait à se coucher, projetant de longues ombres sur la vallée.'
Which of the following statements correctly analyzes the relationship between these outputs and the two main categories of text generation that use existing text as input?
Match each Natural Language Processing (NLP) task with the primary category of text generation it represents, based on whether the goal is to continue the input text or convert it into a new form.
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Examples of Text Transformation Tasks
Prompt Similarity Across Text Transformation Tasks
A specific category of language processing tasks involves taking an input text and converting it into a different output text. Which of the following scenarios is the best example of such a task?
A specific category of language processing tasks involves taking an input text and converting it into a new, different output text. Which of the following scenarios are examples of this type of task? (Select all that apply)
Analyzing Text Generation Approaches
Format
Example of a Text Style Transfer Prompt