Embed v3 vs Mamba
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Embed v3
Embed v3 is a generation of text embedding models developed by the enterprise artificial intelligence company Cohere, released in late 2023. The models are specifically designed to enhance retrieval-augmented generation (RAG) systems by mapping text into dense vector representations for semantic search. They feature a multi-stage training process and introduce input-type parameters that distinguis...
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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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