| ========== | |
| BLEU tests | |
| ========== | |
| from nltk.translate import bleu | |
| If the candidate has no alignment to any of the references, the BLEU score is 0. | |
| bleu( | |
| ['The candidate has no alignment to any of the references'.split()], | |
| 'John loves Mary'.split(), | |
| (1,), | |
| ) | |
| 0 | |
| This is an implementation of the smoothing techniques | |
| for segment-level BLEU scores that was presented in | |
| Boxing Chen and Collin Cherry (2014) A Systematic Comparison of | |
| Smoothing Techniques for Sentence-Level BLEU. In WMT14. | |
| http://acl2014.org/acl2014/W14-33/pdf/W14-3346.pdf | |
| from nltk.translate.bleu_score import sentence_bleu,SmoothingFunction | |
| sentence_bleu( | |
| ['It is a place of quiet contemplation .'.split()], | |
| 'It is .'.split(), | |
| smoothing_function=SmoothingFunction().method4, | |
| )*100 | |
| 4.4267... | |