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Articles

Small Language Models: Architecture, Evolution, and the Future of Artificial Intelligence

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By Ankit Parag Shah, Wei Wei, Mohammad-Parsa Hosseini, Connie Miao
| preprints.org
Submitted: 12 January 2026 You are already at the latest version Large language models (LLMs) have significantly advanced artificial intelligence, yet their high com-putational, energy, and privacy costs pose substantial challenges. In contrast, Small Language Models(SLMs), typically with fewer than 15 billion parameters, have emerged as efficient alternatives.
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