Language

Phi-4

By Microsoft, in the Phi family.

Released
12 Dec 2024
Status
Current
Context
16.4K
Max output
—
Input per 1M tokens
$0.13
Output per 1M tokens
$0.50
Open weights
Yes
License
mit
Parameters
14.66B
Knowledge cutoff
—
Reasoning
No
Modalities
text → text

Category scores

Out of 100, from independent and third-party results only, by method category-2026-09-29.1.

Category scores
CategoryScoreRankCoverage
Knowledge & reasoning0.0Not ranked1 of 4
Agentic tool use11.6Not ranked1 of 2
Human preference30.4Not ranked1 of 5

Benchmark results

Every result we hold for this model, with who ran it and where it was published.

Knowledge & reasoning

Knowledge & reasoning results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
Chess PuzzlesPuzzles solved1.0%Independent—28 Aug 2026Epoch AI
MMLUAccuracy84.8%Self-reported——Phi-4 Technical Report via Epoch AI
MMLU-ProAccuracy70.4%Self-reported——EvalEval via Hugging Face Community Evals

Scientific reasoning

Scientific reasoning results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
GPQA DiamondAccuracy56.1%Independent—31 Jan 2025Epoch AI

Mathematics

Mathematics results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
MATH Level 5Accuracy64.9%Independent—31 Jan 2025Epoch AI
OTIS Mock AIME 2024-2025Accuracy13.8%Independent—25 Feb 2025Epoch AI

Agentic tool use

Agentic tool use results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
BALROGAverage progress11.6%Third party——https://balrogai.com/ via Epoch AI

Writing

Writing results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
LLM Creative Story-Writing Benchmark V1 (Lech Mazur)Mean rubric score (percent of the 10-point scale)62.6%Third party——lechmazur/writing Github repository via Epoch AI

Human preference

Human preference results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
Text Arena (arena.ai)Arena score (Elo scale)1256Independent—25 Sep 2026Arena
Text Arena (arena.ai)Votes24126Independent—25 Sep 2026Arena

Other Phi versions

Sources