Papers with Pareto frontierIn Pareto optimization
Towards Higher Pareto Frontier in Multilingual Machine Translation (2023.acl-long)
Copied to clipboard
| Challenge: | Existing Pareto optimization approaches are limited by the long-tailed distribution of multilingual corpora. |
| Approach: | They propose a Pareto mutual distillation framework that pushes the Paret frontier outwards rather than making trade-offs. |
| Outcome: | The proposed framework pushes the Pareto frontier outwards rather than making trade-offs, the authors show. |