How can I evaluate the performance of a summarization tool?

How can I evaluate the performance of a summarization tool?

To evaluate a summarization tool, you can use metrics like ROUGE, BLEU, and human judgment for quality assessment.

What is the ROUGE metric and how does it work?

ROUGE stands for Recall-Oriented Understudy for Gisting Evaluation. It compares the overlap of n-grams between the generated summary and reference summaries.

Are there any specific benchmarks I should consider?

Yes, you can refer to datasets like CNN/Daily Mail or XSum for benchmarking summarization tools.

How important is human evaluation in this process?

Human evaluation is crucial as it provides insights into the quality and coherence of summaries that automated metrics may miss.