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  "text": "The newest model in the Mamba series is finally here 🐍\n\nHybrid models have become increasingly popular, raising the importance of designing the next generation of linear models.\n\nWe've introduced several SSM-centric ideas to significantly increase Mamba-2's modeling capabilities without compromising on speed. The resulting Mamba-3 model has noticeable performance gains over the most popular previous linear models (such as Mamba-2 and Gated DeltaNet) at all sizes.\n\nThis is the first Mamba that was student led: all credit to @aakash_lahoti @kevinyli_ @_berlinchen @caitWW9, and of course @tri_dao!",
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