Prompt for a Classification Task
A prompt for a classification task is a specific instruction given to a language model to categorize a given piece of text into one of several predefined classes. This directs the model to perform a sorting or labeling function rather than generating new text or extracting information.
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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
Prep Sessions
Transformer Architecture and Large Language Model Capabilities @ University of Michigan - Ann Arbor
Ch.2 Model Scaling and Capability Evaluation - Transformer Architecture and Large Language Model Capabilities @ University of Michigan - Ann Arbor
Visual Inputs and Multimodal Processing - Transformer Architecture and Large Language Model Capabilities @ University of Michigan - Ann Arbor
Related
Multimodal Input Processing in GPT-4
Transferability of Language Prompting Techniques to Multimodal Inputs
Example of GPT-4 Step-by-Step Visual Humor Explanation
GPT-4
Prompt for a Classification Task
Tuple Representation of a Simple Prompt
A user wants to generate a one-paragraph summary of a long article. They provide the entire article text to a language model as the prompt, but the model's output is a continuation of the article's topic rather than a summary. Based on the principles of effective prompt structure, what is the most likely reason for this poor result?
Analyzing a Flawed Prompt
Deconstructing a Prompt
Prompt for a Classification Task
Learn After
Example of a Spam Classification Prompt
A developer needs to use a language model to automatically sort customer feedback into three categories: 'Positive', 'Negative', or 'Neutral'. Which of the following instructions would be most effective for this specific goal?
Evaluating a Prompt for Support Ticket Routing
Crafting a Prompt for News Article Categorization
Example of an Email Spam Classification Task
A prompt that instructs a language model to pull specific dates and financial totals out of an invoice is an example of a prompt for a classification task.