Papers with document-level metrics
Using Context in Neural Machine Translation Training Objectives (2020.acl-main)
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| Challenge: | Neural Machine Translation (NMT) training is based on document-level metrics, not sentence-level BLEU. |
| Approach: | They propose to merge document-level metrics with batch-level documents to improve NMT training. |
| Outcome: | The proposed training is more robust for document-level metrics than sequence MRT and maximum-likelihood training. |