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- Stability - [**DeepNet**](https://arxiv.org/abs/2203.00555): scaling Transformers to 1,000 Layers and beyond
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- Generality - [**Foundation Transformers (Magneto)**](https://arxiv.org/abs/2210.06423): towards true general-purpose modeling across tasks and modalities (including language, vision, speech, and multimodal)
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- Capability - A [**Length-Extrapolatable**](https://arxiv.org/abs/2212.10554) Transformer
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- Efficiency - [**X-MoE**](https://arxiv.org/abs/2204.09179): scalable & finetunable sparse Mixture-of-Experts (MoE)
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## News
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