Unverified50% confidenceFactExact time
Small models usually refer to models with parameter counts in the billions, distilled or quantized, such as various open-source and closed-source models in the 7B to 30B range.
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10/28/2026
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UnverifiedThe industry generally refers to models below 1 billion (1B) parameters as micro models, and those in the 1B–7B range as small models.74% similarUnverified开源模型通常以参数量区分版本，如7B、13B、70B，B代表十亿参数，参数量越大模型能力越强但硬件要求也成倍增加73% similarUnverifiedThe article argues that a successful open-source model series should build a complete product matrix covering different hardware thresholds, including large-parameter flagship models, mid-sized MoE models, and lightweight small models.71% similarUnverifiedEmbedding models are foundation models that compress input data into fixed-length numerical vectors (usually several hundred to several thousand dimensions) and do not generate content.71% similarUnverifiedThe developer did not disclose the model architecture, but the '10M' and '21M' in the model IDs suggest parameter counts in the tens of millions, making these lightweight models suitable for edge deployment or fast inference.70% similar
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