剖析开源模型生态的权力变迁,揭示中国厂商崛起与透明度下降的双重趋势。
Economies of Open Intelligence: Tracing Power & Participation in the Model Ecosystem
- 分析85万模型、22亿次下载,追踪开放模型经济中权力格局演变
- 美国主导地位衰落,中国厂商(如DeepSeek、Qwen)及社区开发者成新力量
- 模型规模扩增17倍,量化与多模态能力飙升,但数据透明度持续下滑
自2019年以来,Hugging Face Model Hub已成为全球共享开源权重模型的主要平台。本文发布涵盖2020年6月至2025年8月完整历史的每周模型下载数据集及模型元数据,对当前开放模型经济中的集中化动态与演变特征进行了最严谨的分析。研究覆盖85.1万模型,每模型平均200个以上属性,累计下载量达22亿次。我们发现经济权力正经历根本性再平衡:谷歌、Meta和OpenAI主导的美国开源产业优势已显著下滑,转而由独立开发者、社区组织以及自2025年起崛起的中国产业(如DeepSeek、Qwen模型)接棒,可能预示新一轮市场集中。统计显示模型平均尺寸增长17倍,多模态生成能力提升3.4倍,量化技术普及率达5倍,混合专家架构使用增长7倍;同时数据透明度下降,2025年起开源权重模型占比已超过真正开源模型。我们还识别出新型开发者中介层——专注于模型量化与适配,以兼顾效率与艺术表达。为支持持续研究与监管,我们公开全部数据并提供交互式仪表板,实现对开放模型经济集中度与属性演化的实时监测。
原文摘要 · Abstract (English)
Since 2019, the Hugging Face Model Hub has been the primary global platform for sharing open weight AI models. By releasing a dataset of the complete history of weekly model downloads (June 2020-August 2025) alongside model metadata, we provide the most rigorous examination to-date of concentration dynamics and evolving characteristics in the open model economy. Our analysis spans 851,000 models, over 200 aggregated attributes per model, and 2.2B downloads. We document a fundamental rebalancing of economic power: US open-weight industry dominance by Google, Meta, and OpenAI has declined sharply in favor of unaffiliated developers, community organizations, and, as of 2025, Chinese industry, with DeepSeek and Qwen models potentially heralding a new consolidation of market power. We identify statistically significant shifts in model properties, a 17X increase in average model size, rapid growth in multimodal generation (3.4X), quantization (5X), and mixture-of-experts architectures (7X), alongside concerning declines in data transparency, with open weights models surpassing truly open source models for the first time in 2025. We expose a new layer of developer intermediaries that has emerged, focused on quantizing and adapting base models for both efficiency and artistic expression. To enable continued research and oversight, we release the complete dataset with an interactive dashboard for real-time monitoring of concentration dynamics and evolving properties in the open model economy.
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