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Phi-4 Mini Instruct

MicrosoftPhi开源权重MIT · 商用许可

描述

Phi 4 Mini Instruct is a lightweight (3.8B parameters) open model built upon synthetic data and filtered web data, focusing on high-quality reasoning. It supports a 128K token context length and is enhanced for instruction adherence and safety via supervised fine-tuning and direct preference optimization.

发布日期
2024-02-26
参数规模
3.8B
上下文长度
—
支持模态
—

能力雷达图

18
general
7
coding
18
reasoning
24
science
15
agents
0
multimodal

排行榜排名

领域#排名分数来源
代码能力榜599
8.0
AA
通用能力榜616
16.0
AA
科学能力601
16.0
AA

基准测试分数 (LLM Stats)

(LLM Stats (zeroeval))

General

MMLU67.3%自报
TruthfulQA66.4%自报
Multilingual MMLU49.3%自报
Arena Hard32.8%自报

Language

BoolQ81.2%自报
MMLU-Pro52.8%自报

Math

MATH-50094.6%自报
GSM8k88.6%自报
MATH64.0%自报
MGSM63.9%自报
AIMEMAA57.5%自报

Reasoning

ARC-C83.7%自报
OpenBookQA79.2%自报
PIQA77.6%自报
Social IQa72.5%自报
BIG-Bench Hard70.4%自报
HellaSwagAI2 (2019)69.1%自报
Winogrande67.0%自报
GPQANYU + Cohere + Anthropic (2023)52.0%自报

AA 评测指数

(Artificial Analysis)
Math 500(OpenAI (2024), subset of Hendrycks et al. MATH (2021))
69.6
Mmlu Pro(TIGER-Lab (Univ. of Waterloo, Toronto, CMU, 2024))
46.5
Gpqa(NYU + Cohere + Anthropic (2023))
33.1
Ifbench(Google Research (2023))
21.1
Lcr(Artificial Analysis)
15.3
Livecodebench(UC Berkeley + MIT + Cornell (2024))
12.6
Tau2(Sierra + U Toronto + Vector Institute (2025))
8.2
Math Index(Artificial Analysis)
6.7
Aime 25(MAA (Mathematical Association of America))
6.7
Intelligence Index(Artificial Analysis)
6.3
Hle(Center for AI Safety + Scale AI (2025))
4.4
Coding Index(Artificial Analysis)
3.8
Aime(MAA (Mathematical Association of America))
3.0
Terminalbench V2 1
0.4
Terminalbench Hard(Stanford × Laude Institute (2026))
0.0

LLM Stats 分类评分

(LLM Stats (zeroeval))
Math
70
Psychology
70
Reasoning
70
General
70
Language
60
Legal
60
Finance
60
Healthcare
60
Physics
50
Creativity
50
Chat
30
Biology
30
Chemistry
30
Writing
30

定价

输入价格免费
输出价格免费
混合价格(3:1)免费

速度

Tokens/秒46.0
首Token延迟0.33s
首回答延迟0.33s

供应商价格排行

供应商价格排行

2 个供应商

最便宜: Azure Cognitive Services最贵: Azure
供应商输入输出
1Azure Cognitive Services最便宜
$0.075
$0.3
2Azure
$0.075
$0.3

比较该模型在不同 API 供应商之间的定价。

外部链接