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Re-evaluating the role of BLEU in machine translation research (2006)
| Content Provider | CiteSeerX |
|---|---|
| Author | Callison-Burch, Chris Osborne, Miles |
| Abstract | We argue that the machine translation community is overly reliant on the Bleu machine translation evaluation metric. We show that an improved Bleu score is neither necessary nor sufficient for achieving an actual improvement in translation quality, and give two significant counterexamples to Bleu’s correlation with human judgments of quality. This offers new potential for research which was previously deemed unpromising by an inability to improve upon Bleu scores. 1 |
| File Format | |
| Publisher Date | 2006-01-01 |
| Access Restriction | Open |
| Subject Keyword | Actual Improvement Human Judgment Machine Translation Research Bleu Score Significant Counterexample Translation Quality New Potential Improved Bleu Score Machine Translation Community Bleu Machine Translation Evaluation Bleu Correlation |
| Content Type | Text |