BLEU Score

Domain: Evaluation

🎯 Motivation

Bilingual Evaluation Understudy - measures how close machine translation is to human translation. N-gram overlap.

πŸ“‹ Concrete Example

Translation: β€˜The cat sits’ vs reference β€˜The cat is sitting.’ BLEU measures n-gram overlap. Higher BLEU = closer to human translation.

πŸ”— Analogy

A teacher comparing your translation to the answer key - how many words match? How many phrases match? BLEU scores translation quality similarly.