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  • Instruction-Following Ability in LLMs

Evaluating LLM Instruction Adherence

A user provides a large language model with the prompt detailed below. Analyze the model's response based on the instructions given. In your analysis, identify which parts of the instruction the model followed correctly and which parts it failed to follow. Justify your evaluation.

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Ch.4 Alignment - Foundations of Large Language Models

Foundations of Large Language Models

Foundations of Large Language Models Course

Computing Sciences

Evaluation in Bloom's Taxonomy

Cognitive Psychology

Psychology

Social Science

Empirical Science

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  • Example of Instruction Following: Summarization

  • A user provides a language model with the following prompt: 'List the three most common states of matter. Then, in a separate, single sentence, explain why gases do not have a fixed shape.' Which of the following model responses best demonstrates a complete and accurate adherence to the user's instructions?

  • Evaluating LLM Instruction Adherence

  • Analyzing an LLM's Instructional Failure

  • A large language model's ability to accurately execute a command given in a prompt is primarily a direct result of its initial training on a massive dataset of internet text, which teaches it to predict the next word in a sequence.