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Extreme Summarization (xsum)

Visual diagram · (in preparation) · Math · (in preparation) · Worked example · 3 difficulty levels.

TL;DR. A dataset evaluating LLMs on single-document summarization to a single sentence.

Technical Definition

A dataset evaluating LLMs on single-document summarization to a single sentence.

How it works

Extreme Summarization (XSum) is a dataset designed to test a language model's ability to create a concise, single-sentence summary from a longer document. Each data point includes a BBC news article and its corresponding one-sentence summary, pushing models to capture the core essence of the text.

Related Concepts

  • Generative AI — An AI field focused on creating models that can generate novel and complex content, such as text, images, audio, and video, that is coherent and original.

Further Reading

  • Google ML Glossary