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NLP Academy · Lesson

Scoring Generation With ROUGE and BLEU

Measure summary and translation quality.

Why Score Generation?

Summaries and translations are free-form text, so there is no single right answer. We need metrics to compare output against reference text. 📏

Compare to a Reference

Both ROUGE and BLEU compare your generated text to one or more human references. More overlap with the reference means a higher score.

All lessons in this course

  1. Extractive vs Abstractive Summaries
  2. Summarizing With a Seq2Seq Model
  3. Machine Translation in Practice
  4. Scoring Generation With ROUGE and BLEU
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