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update readme
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liuxu77 committed Nov 1, 2024
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Extensive experiments on 39 datasets demonstrate the superiority of Moirai-MoE over existing foundation models in both in-distribution and zero-shot scenarios.

<p align="center">
<img src="./img/in-dist.png" width="800" alt="" align=center />
<img src="./img/in-dist.png" width="750" alt="" align=center />
</p>

The above figure presents the in-distribution evaluation using a total of 29 datasets from the Monash benchmark. The evaluation results show that Moirai-MoE beats all competitors.

<p align="center">
<img src="./img/zero-shot.png" width="800" alt="" align=center />
<img src="./img/zero-shot.png" width="750" alt="" align=center />
</p>

The above table shows a zero-shot forecasting evaluation on 10 datasets and Moirai-MoE-Base achieves the best zero-shot performance.
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