A developer is building a feature to determine if two customer support tickets are describing the same issue. Their system is performing poorly. Analyze the provided case study, identify the fundamental design flaw in their approach, and explain why this flaw impairs the model's ability to perform the comparison accurately.

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A prompt template with multiple variables can be used for comparing the semantic similarity of two sentences. In this application, literal text is used to frame the distinct variables for each sentence. For example, a template might use 'Here is a sentence' and 'Here is another sentence' as static framing text, where the actual sentences for comparison would be inserted as variables.

Example of a Prompt Template for Semantic Similarity

A developer wants to build a feature that uses a language model to determine if two distinct pieces of text have a similar meaning. The system needs a reliable, structured way to present both pieces of text to the model for comparison. Which of the following input structures is most effective and robust for this task?

Diagnosing a Flawed Prompt for Text Comparison

You are tasked with designing a system that uses a language model to compare the meaning of two customer support ticket summaries. Construct a complete prompt template that takes two different ticket summaries as input and instructs the model to determine if they are semantically similar. Your template must include both the static instructional text and clearly marked placeholders for the two variable inputs.

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