Model comparison

o4-mini vs Phi 3 Small 8k Instruct

o4-mini is the stronger model overall, scoring 41.6 to 29.3 on the Noometry Index.

Last verified . 17 shared benchmarks.

o4-mini OpenAI

41.6

Rank #132 Confirmed

Phi 3 Small 8k Instruct Microsoft

29.3

Rank #314 Confirmed

Summary

  • They share 17 benchmarks with published results for both. o4-mini scores higher in 8 categories and Phi 3 Small 8k Instruct in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in instruction following, where o4-mini leads 75.2 to 51.9.
  • Phi 3 Small 8k Instruct has downloadable open weights; the other is API-only.

Side by side

o4-mini and Phi 3 Small 8k Instruct specifications
o4-miniPhi 3 Small 8k Instruct
ProviderOpenAIMicrosoft
Noometry Index41.629.3
Released2025-04-162024-04-23
WeightsProprietaryOpen
Context window200K—
Max output100K—
Input $ / M tokens$1.10—
Output $ / M tokens$4.40—
Results tracked6032

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Category by category

Coding o4-mini leads

o4-mini: 40.9 (#127), Phi 3 Small 8k Instruct: 27.9 (#318)

Coding benchmarks
Benchmarko4-miniPhi 3 Small 8k Instruct
LMArena Coding13681101
SWE-bench Verified (bash only)45%—
Aider Polyglot72%—
GSO3.6%—
WeirdML52.6%—
LiveBench Coding—20.3%
CadEval62%—
ALE-Bench826.17—
AlgoTune1.72—

Agentic & Tool Use Not comparable

o4-mini: 32.6 (#61), Phi 3 Small 8k Instruct: —

Agentic & Tool Use benchmarks
Benchmarko4-miniPhi 3 Small 8k Instruct
Berkeley Function Calling Leaderboard53.2%—
GDPval25.3%—
METR Time Horizons63.9%—

Reasoning o4-mini leads

o4-mini: 24.6 (#162), Phi 3 Small 8k Instruct: 14.8 (#323)

Reasoning benchmarks
Benchmarko4-miniPhi 3 Small 8k Instruct
LMArena Hard Prompts13511100
ARC-AGI-26.1%—
SimpleBench38.7%—
Kagi LLM Benchmark67.6%—
ARC-AGI-158.7%—
CritPt0.6%—
Chess Puzzles26%—
EnigmaEval9.2%—
LiveBench Reasoning—15.9%
Mystery Game Puzzles5%—
DTBench77.6%—
LiveBench Data Analysis—30.3%
LMCA26.5%—
Adversarial NLI—58.1%
BIG-Bench Hard—79.1%
Epoch Capabilities Index145.64—
ForecastBench61.8—
HellaSwag—77%
LiveBench—24%
WinoGrande—81.5%

Math o4-mini leads

o4-mini: 40.8 (#89), Phi 3 Small 8k Instruct: 27.6 (#248)

Math benchmarks
Benchmarko4-miniPhi 3 Small 8k Instruct
LMArena Math13891151
FrontierMath (Tiers 1-3)36.1%—
FrontierMath Tier 44.9%—
OTIS Mock AIME 2024-202581.7%—
Omni-MATH72%—
LiveBench Math—17.6%
MATH Level 597.8%—
FrontierMath (Feb 2025 set)24.8%—
FrontierMath Tier 4 (v1)6.3%—

Knowledge o4-mini leads

o4-mini: 43.6 (#91), Phi 3 Small 8k Instruct: 29.1 (#240)

Knowledge benchmarks
Benchmarko4-miniPhi 3 Small 8k Instruct
LMArena Expert13431067
GPQA Diamond79.6%—
Humanity's Last Exam18.1%—
SimpleQA Verified19.6%—
MMLU-Pro82%—
Confabulations15.8%—
Vectara Hallucination Rate18.6%—
GPQA (HELM)73.5%—
ARC (AI2) Challenge—90.7%
MMLU—75.7%
OpenBookQA—88%
TriviaQA—58.1%

Multimodal Not comparable

o4-mini: 40.2 (#49), Phi 3 Small 8k Instruct: —

Multimodal benchmarks
Benchmarko4-miniPhi 3 Small 8k Instruct
LMArena Vision1194—
GeoBench64%—
VPCT57.5%—

Multilingual o4-mini leads

o4-mini: 47.0 (#154), Phi 3 Small 8k Instruct: 28.5 (#272)

Multilingual benchmarks
Benchmarko4-miniPhi 3 Small 8k Instruct
LMArena Non-English13371058
LMArena Chinese13541061
LMArena French13641135
LMArena German13361080
LMArena Japanese1308966
LMArena Korean1312894
LMArena Russian13341111
LMArena Spanish13471111

Instruction Following o4-mini leads

o4-mini: 75.2 (#68), Phi 3 Small 8k Instruct: 51.9 (#292)

Instruction Following benchmarks
Benchmarko4-miniPhi 3 Small 8k Instruct
LMArena Instruction Following13211087
LiveBench Instruction Following—47.2%
IFEval92.8%—

Long Context o4-mini leads

o4-mini: 45.5 (#33), Phi 3 Small 8k Instruct: 33.0 (#267)

Long Context benchmarks
Benchmarko4-miniPhi 3 Small 8k Instruct
LMArena Longer Query13151088
Fiction.LiveBench77.8%—

Writing & Preference o4-mini leads

o4-mini: 54.0 (#152), Phi 3 Small 8k Instruct: 31.1 (#284)

Writing & Preference benchmarks
Benchmarko4-miniPhi 3 Small 8k Instruct
LMArena Text13531110
LMArena Creative Writing12941083
LMArena Multi-Turn13501068
Short-Story Creative Writing75%—
WildBench85.4%—
LiveBench Language—12.9%

Frequently asked questions

Is o4-mini better than Phi 3 Small 8k Instruct?

o4-mini is the stronger model overall, scoring 41.6 to 29.3 on the Noometry Index.

Is o4-mini or Phi 3 Small 8k Instruct better for coding?

o4-mini scores higher on coding benchmarks: 40.9 versus 27.9 in the Noometry coding category.

How many benchmarks do o4-mini and Phi 3 Small 8k Instruct share?

17 benchmarks have published results for both models. o4-mini has 60 scored results on Noometry and Phi 3 Small 8k Instruct has 32.

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