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Phi-4

MicrosoftPhi开源权重MIT · 商用许可

描述

phi-4 is a state-of-the-art open model built to excel at advanced reasoning, coding, and knowledge tasks. It leverages a blend of synthetic data, filtered web data, academic texts, and supervised fine-tuning for precision, alignment, and safety.

发布日期
2024-12-12
参数规模
14.7B
上下文长度
16K
支持模态
text

能力雷达图

25
general
24
coding
30
reasoning
36
science
28
agents
0
multimodal

排行榜排名

领域#排名分数来源
代码能力榜508
10.0
AA
通用能力榜502
21.0
AA
科学能力383
35.0
AA

基准测试分数 (LLM Stats)

(LLM Stats (zeroeval))

Biology

GPQANYU + Cohere + Anthropic (2023)65.8%自报

Code

HumanEvalOpenAI (2021)82.6%自报
LiveCodeBench53.8%自报

Creativity

Arena Hard73.3%自报

Factuality

SimpleQA3.0%自报

Finance

MMLU84.8%自报
MMLU-Pro74.3%自报

General

IFEvalGoogle Research (2023)83.4%自报
PhiBench70.6%自报
LiveBench47.6%自报

Long Context

FlenQA97.7%自报

Math

MGSM80.6%自报
MATH80.4%自报
OmniMath76.6%自报
DROP75.5%自报
AIME 202475.3%自报
AIME 202562.9%自报

Reasoning

HumanEval+92.9%自报

AA 评测指数

(Artificial Analysis)
Math Index(Artificial Analysis)
18.0
Intelligence Index(Artificial Analysis)
4.6
Math 500(OpenAI (2024), subset of Hendrycks et al. MATH (2021))
0.8
Mmlu Pro(TIGER-Lab (Univ. of Waterloo, Toronto, CMU, 2024))
0.7
Gpqa(NYU + Cohere + Anthropic (2023))
0.6
Scicode(UIUC + Argonne National Lab (2024))
0.3
Ifbench(Google Research (2023))
0.2
Livecodebench(UC Berkeley + MIT + Cornell (2024))
0.2
Aime 25(MAA (Mathematical Association of America))
0.2
Aime(MAA (Mathematical Association of America))
0.1
Hle(Center for AI Safety + Scale AI (2025))
0.0
Terminalbench Hard(Stanford × Laude Institute (2026))
0.0
Lcr(Artificial Analysis)
0.0
Tau2(Sierra + U Toronto + Vector Institute (2025))
0.0

LLM Stats 分类评分

(LLM Stats (zeroeval))
Legal
80
Language
80
Finance
80
Healthcare
80
Code
80
Creativity
80
Writing
80
Math
70
Reasoning
70
General
70
Physics
60
Structured Output
60
Instruction Following
60
Biology
60
Chemistry
60
Factuality
0

定价

输入价格$0.125 / 1M tokens
输出价格$0.5 / 1M tokens
混合价格(3:1)$0.219 / 1M tokens

速度

Tokens/秒40.9
首Token延迟0.57s
首回答延迟0.57s

供应商价格排行

供应商价格排行

5 个供应商

最便宜: OpenRouter最贵: Azure
供应商输入输出
1OpenRouter最便宜
$0.07
$0.14
2Kilo Gateway
$0.07
$0.14
3Microsoft主要
$0.125
$0.5
4Azure Cognitive Services
$0.125
$0.5
5Azure
$0.125
$0.5

比较该模型在不同 API 供应商之间的定价。

外部链接