Papers with Retrieval and Attribute-Marking enhanced Prompting
RAMP: Retrieval and Attribute-Marking Enhanced Prompting for Attribute-Controlled Translation (2023.acl-short)
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| Challenge: | Attribute-controlled translation (ACT) is a subtask of machine translation that involves controlling stylistic or linguistic attributes (like formality and gender) of outputs. |
| Approach: | They propose a new approach to attribute-controlled translation that leverages multilingual language models to perform ACT in few-shot and zero-shot settings. |
| Outcome: | The proposed approach improves generation accuracy over the standard prompting approach in both zero-shot and few-shot settings. |