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Rephrasing Instructions for Simplicity
Instructions for Large Language Models are not fixed and can be rephrased for different purposes, such as simplification. For instance, a standard, detailed instruction can be condensed into a more concise form, relying on the model's capacity to interpret various phrasing styles.
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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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Rephrasing Instructions for Simplicity
Adapting LLMs to Follow Diverse Instructions via Fine-Tuning
A software development team is building a feature that allows users to ask a language model to summarize text. One developer argues for a strict input format, such as
COMMAND: SUMMARIZE, while another argues for allowing flexible, natural language inputs like'can you give me the main points?'or'what's the short version of this?'. Which of the following statements most accurately analyzes the technical feasibility of the flexible approach?Evaluating Prompt Flexibility
Example of a Standard Instruction for English-to-Chinese Translation
Evaluating Fine-Tuning Strategies for a Chatbot
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Example of a Simplified Instruction for Chinese Translation
Single-Phrase Instructions for LLMs
Computational Advantages of Simplified Instructions
Harmful Effects of Overly Simplified Instructions on LLM Generalization
Evaluating an Instruction Simplification Strategy
A developer is fine-tuning a language model to summarize news articles. They start with the detailed instruction: 'Read the following news article and generate a concise, neutral, one-paragraph summary that captures the main points.' To improve data creation efficiency, they consider simplifying this instruction for the entire training dataset to just: 'Summarize.' What is the most significant risk associated with using this highly simplified instruction for the entire fine-tuning process?
A user wants a language model to act as a friendly chatbot that answers questions about space exploration. Arrange the following instructions from the most detailed and explicit to the most simplified and concise.