Mastering ROUGE Matrix: Your Guide to Large Language Model Evaluation for Summarization with Examples

Introduction

In this article, we will start discussing everything you might want to learn about the ROUGE Matrix. Let's begin by welcoming you to the world of Large Language Models (LLMs), where natural language processing has been revolutionized, becoming a cornerstone across various applications. However, with this innovation, the challenge of evaluating LLMs' or any text generation model performance and capabilities becomes visible. Traditional machine learning evaluation methods fall short due to the non-predictable nature of language-based outputs.

In the …

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