PromptPrism: A Linguistically-Inspired Taxonomy for Prompts

TL;DR

PromptPrism introduces a linguistically-inspired taxonomy for analyzing prompts to improve large language model performance, offering a structured framework for prompt refinement, profiling, and sensitivity analysis.

Contribution

It presents a novel hierarchical taxonomy for prompt analysis based on linguistic concepts, bridging language understanding and LLM research.

Findings

PromptPrism improves prompt quality and model performance.

It enables comprehensive analysis of prompt datasets.

The framework quantifies prompt sensitivity to modifications.

Abstract

Prompts are the interface for eliciting the capabilities of large language models (LLMs). Understanding their structure and components is critical for analyzing LLM behavior and optimizing performance. However, the field lacks a comprehensive framework for systematic prompt analysis and understanding. We introduce PromptPrism, a linguistically-inspired taxonomy that enables prompt analysis across three hierarchical levels: functional structure, semantic component, and syntactic pattern. By applying linguistic concepts to prompt analysis, PromptPrism bridges traditional language understanding and modern LLM research, offering insights that purely empirical approaches might miss. We show the practical utility of PromptPrism by applying it to three applications: (1) a taxonomy-guided prompt refinement approach that automatically improves prompt quality and enhances model performance across a range of tasks; (2) a multi-dimensional dataset profiling method that extracts and aggregates structural, semantic, and syntactic characteristics from prompt datasets, enabling comprehensive analysis of prompt distributions and patterns; (3) a controlled experimental framework for prompt sensitivity analysis by quantifying the impact of semantic reordering and delimiter modifications on LLM performance. Our experimental results validate the effectiveness of our taxonomy across these applications, demonstrating that PromptPrism provides a foundation for refining, profiling, and analyzing prompts.