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@@ -181,7 +181,7 @@ Falcon2-11B is a causal decoder-only model trained on a causal language modeling
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  The architecture is broadly adapted from the GPT-3 paper ([Brown et al., 2020](https://arxiv.org/abs/2005.14165)), with the following differences:
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- * **Positionnal embeddings:** rotary ([Su et al., 2021](https://arxiv.org/abs/2104.09864));
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  * **Attention:** multiquery ([Shazeer et al., 2019](https://arxiv.org/abs/1911.02150)) and FlashAttention-2 ([Dao, 2023](https://arxiv.org/abs/2307.08691));
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  * **Decoder-block:** parallel attention/MLP.
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  The architecture is broadly adapted from the GPT-3 paper ([Brown et al., 2020](https://arxiv.org/abs/2005.14165)), with the following differences:
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+ * **Positional embeddings:** rotary ([Su et al., 2021](https://arxiv.org/abs/2104.09864));
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  * **Attention:** multiquery ([Shazeer et al., 2019](https://arxiv.org/abs/1911.02150)) and FlashAttention-2 ([Dao, 2023](https://arxiv.org/abs/2307.08691));
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  * **Decoder-block:** parallel attention/MLP.
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