AI Agents 相关度: 7/10

The ATOM Report: Measuring the Open Language Model Ecosystem

Nathan Lambert, Florian Brand
arXiv: 2604.07190v1 发布: 2026-04-08 更新: 2026-04-08

AI 摘要

该论文分析了开源语言模型生态的采用情况,特别是中国模型超越美国模型的趋势。

主要贡献

  • 全面分析了开源语言模型生态
  • 揭示了中国模型超越美国模型的趋势
  • 使用多种指标评估模型生态系统

方法论

论文结合Hugging Face下载量、模型衍生品、推理市场份额和性能指标等数据进行综合分析。

原文摘要

We present a comprehensive adoption snapshot of the leading open language models and who is building them, focusing on the ~1.5K mainline open models from the likes of Alibaba's Qwen, DeepSeek, Meta's Llama, that are the foundation of an ecosystem crucial to researchers, entrepreneurs, and policy advisors. We document a clear trend where Chinese models overtook their counterparts built in the U.S. in the summer of 2025 and subsequently widened the gap over their western counterparts. We study a mix of Hugging Face downloads and model derivatives, inference market share, performance metrics and more to make a comprehensive picture of the ecosystem.

标签

开源语言模型 模型评估 市场趋势 中国模型 生态系统

arXiv 分类

cs.CY cs.AI cs.LG