Phi-2 vs Mamba
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Phi-2
Phi-2 is a 2.7-billion-parameter transformer language model developed by Microsoft, released in December 2023. It was trained using a methodology emphasizing curated high-quality data, including synthetic data and filtered web content, to improve reasoning capabilities relative to model size. Phi-2 is part of Microsoft's Phi series of small language models, which demonstrated that models with fewe...
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Mamba
Mamba is a deep learning architecture introduced in 2023 by researchers Albert Gu and Tri Dao that utilizes selective state space models (SSMs) for natural language processing. Unlike traditional Transformer models that require quadratic computational complexity for sequence length, Mamba achieves linear-time inference. It accomplishes this through a hardware-aware algorithm that allows the model...
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