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Phi-4

MicrosoftPhiOpen WeightMIT · Commercial OK

Description

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.

Release Date
2024-12-12
Parameters
14.7B
Context Length
16K
Modalities
text

Capability Radar

25
general
23
coding
30
reasoning
41
science
28
agents
0
multimodal

Rankings

Domain#RankScoreSource
Code Ranking586
10.0
AA
General Ranking569
21.0
AA
Science475
30.0
AA

Benchmark Scores (LLM Stats)

(LLM Stats (zeroeval))

Chat

IFEvalGoogle Research (2023)83.4%SR

Factuality

SimpleQA3.0%SR

General

MMLU84.8%SR
Arena Hard73.3%SR

Language

MMLU-Pro74.3%SR

Math

MGSM80.6%SR
MATH80.4%SR
OmniMath76.6%SR
AIME 202475.3%SR
AIME 202562.9%SR
LiveBench47.6%SR

Reasoning

FlenQA97.7%SR
HumanEval+92.9%SR
HumanEvalOpenAI (2021)82.6%SR
DROP75.5%SR
PhiBench70.6%SR
GPQANYU + Cohere + Anthropic (2023)65.8%SR
LiveCodeBench53.8%SR

AA Evaluation Indices

(Artificial Analysis)
Math 500(OpenAI (2024), subset of Hendrycks et al. MATH (2021))
81.0
Mmlu Pro(TIGER-Lab (Univ. of Waterloo, Toronto, CMU, 2024))
71.4
Gpqa(NYU + Cohere + Anthropic (2023))
57.5
Ifbench(Google Research (2023))
23.5
Livecodebench(UC Berkeley + MIT + Cornell (2024))
23.1
Math Index(Artificial Analysis)
18.0
Aime 25(MAA (Mathematical Association of America))
18.0
Aime(MAA (Mathematical Association of America))
14.3
Intelligence Index(Artificial Analysis)
5.9
Hle(Center for AI Safety + Scale AI (2025))
3.8
Terminalbench Hard(Stanford × Laude Institute (2026))
3.8
Lcr(Artificial Analysis)
0.0
Tau2(Sierra + U Toronto + Vector Institute (2025))
0.0

LLM Stats Category Scores

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

Pricing

Input Price$0.125 / 1M tokens
Output Price$0.5 / 1M tokens
Blended Price (3:1)$0.219 / 1M tokens

Speed

Tokens/sec43.9
Time to First Token0.98s
Time to Answer0.98s

Provider Price Ranking

Provider Price Ranking

6 providers

Cheapest: DeepInfraMost Expensive: Azure
ProviderInputOutput
1DeepInfraCheapest
$0
$0
2OpenRouter
$0.07
$0.14
3Kilo Gateway
$0.07
$0.14
4MicrosoftPRIMARY
$0.125
$0.5
5Azure Cognitive Services
$0.125
$0.5
6Azure
$0.125
$0.5

Compare pricing across different API providers for this model.

External Sources