微型开放权重 AI 模型比较(≤4B)
参数量不超过 4B 的开放权重 AI 模型。就资源需求而言,它们通常是最小的模型。
如果模型权重可供下载,我们便将其视为开放权重模型。这样用户就可以在自己的基础设施上自行托管,并通过微调等方式定制模型。
如需了解包括方法论在内的更多详情,请参阅常见问题。
开放性
Artificial Analysis 开放性指数:得分
开放性指数以 0 至 100 的标准化评分衡量模型的开放程度(分数越高,越开放)
智能
Artificial Analysis Intelligence Index
Artificial Analysis Intelligence Index v4.3.2 incorporates 10 evaluations: AA-Briefcase v1.1, GDPval-AA v2.1, AutomationBench-AA, Terminal-Bench 4.0, SciCode, Humanity's Last Exam, GDP.pdf, CritPt, AA-Omniscience, AA-LCR v1.1
Estimate (independent evaluation forthcoming)
Intelligence Evaluations
Intelligence evaluations measured independently by Artificial Analysis · Higher is better
AA-Briefcase v1.1Updated
Agentic knowledge work, (Elo-500)/2000
GDPval-AA v2.1Updated
Agentic real-world work tasks, (Elo-500)/2000
Agentic SaaS workflows
Agentic coding & terminal use
SciCodeUnder review
Coding
Reasoning & knowledge
Professional document reasoning, All-pass
CritPtUnder review
Physics reasoning
Knowledge
1 - hallucination rate
Long context reasoning
Legal agentic work, criterion pass rate
No data available
Agentic business operations
No data available
Agentic scientific research workflows in a terminal
No data available
Quantitative analysis on spreadsheets & documents
No data available
Kubernetes incident root-cause analysis
No data available
Visual reasoning
Medical long context reasoning
No data available
规模
模型规模:总参数量与活跃参数量
Comparison between total model parameters and parameters active during inference (billions)
Intelligence Index 与活跃参数
Artificial Analysis Intelligence Index · Active parameters at inference time (billions)
Most attractive quadrant
Pareto line
Intelligence Index 与总参数量
Artificial Analysis Intelligence Index · Size in parameters (billions)
Most attractive quadrant
Pareto line
上下文窗口
上下文窗口
Context window: tokens limit · Higher is better
更多详情
权重 | 服务商基准测试 | ||||||||
|---|---|---|---|---|---|---|---|---|---|
K2 Horizon 3.7B | 16 | 3.7B | 524k | - | - | - | |||
MiniCPM5-2B | 12 | 2.6B | 131k | - | - | - | |||
G9v3-3B | 11 | 3B | 131k | - | - | ||||
Granite 4.2 3B | 9 | 3B | 131k | $0.0 | 221 | ||||
MiniCPM5-1B (Reasoning) | 9 | 1B | 128k | - | - | - | |||
MiniCPM5-1B (Non-reasoning) | 9 | 1B | 128k | - | - | - | |||
Nanbeige4.1-3B | 8 | 3.9B | 256k | - | - | - | |||
LFM2.5-2.6B | 8 | 2.7B | 128k | - | - | ||||
Qwen3.5 2B (Reasoning) | 7 | 2.3B | 262k | - | - | - | |||
Phi-4 Mini Instruct | 6 | 3.8B | 128k | - | 45 | ||||
Qwen3.5 2B (Non-reasoning) | 6 | 2.3B | 262k | - | - | - | |||
Qwen3.5 0.8B (Reasoning) | 6 | 0.9B | 262k | - | - | - |