Shypd.aiThe largest open index of AI toolsSamba is an open-source coding & development tool that provides simple hybrid state space models for efficient unlimited context language modeling. It offers a powerful architecture for AI research and development.
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Samba is an open-source project from Microsoft that introduces a simple yet powerful hybrid model designed for efficient unlimited context language modeling. Its architecture combines Mamba, MLP, Sliding Window Attention, and MLP stacking at the layer level. The largest model, Samba-3.8B, is trained on 3.2 trillion tokens from the Phi3 dataset, demonstrating superior performance over Phi3-mini on major benchmarks like MMLU, GSM8K, and HumanEval. Samba also excels in long-context retrieval with minimal instruction tuning, maintaining linear complexity with respect to sequence length. This capability leads to impressive performance in downstream tasks such as long-context summarization, making it a valuable tool for AI researchers and developers.
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