Model comparison

gpt-oss-120b vs o4-mini

o4-mini is the stronger model overall, scoring 41.6 to 36.3 on the Noometry Index. gpt-oss-120b costs 27× less per token, which makes it the better buy when o4-mini's lead doesn't matter for your workload.

Last verified . 42 shared benchmarks.

gpt-oss-120b OpenAI

36.3

Rank #217 Confirmed

o4-mini OpenAI

41.6

Rank #132 Confirmed

Summary

  • They share 42 benchmarks with published results for both. gpt-oss-120b scores higher in 2 categories and o4-mini in 7 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in agentic & tool use, where o4-mini leads 32.6 to 12.2.
  • The biggest single-benchmark swing is Fiction.LiveBench: 44.4% for gpt-oss-120b and 77.8% for o4-mini.
  • gpt-oss-120b is cheaper at $0.037 / $0.17 per million input/output tokens, against $1.10 / $4.40 for o4-mini.
  • o4-mini accepts more context: 200K tokens versus 131K.
  • gpt-oss-120b has downloadable open weights; the other is API-only.

Side by side

gpt-oss-120b and o4-mini specifications
gpt-oss-120bo4-mini
ProviderOpenAIOpenAI
Noometry Index36.341.6
Released2025-08-052025-04-16
WeightsOpenProprietary
Context window131K200K
Max output41K100K
Input $ / M tokens$0.037$1.10
Output $ / M tokens$0.17$4.40
Results tracked4860

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Category by category

Coding o4-mini leads

gpt-oss-120b: 33.5 (#256), o4-mini: 40.9 (#127)

Coding benchmarks
Benchmarkgpt-oss-120bo4-mini
SWE-bench Verified (bash only)26%45%
Aider Polyglot41.8%72%
WeirdML48.2%52.6%
LMArena Coding13801368
ALE-Bench575.62826.17
AlgoTune1.411.72
SciCode36%—
GSO—3.6%
CadEval—62%

Agentic & Tool Use o4-mini leads

gpt-oss-120b: 12.2 (#153), o4-mini: 32.6 (#61)

Agentic & Tool Use benchmarks
Benchmarkgpt-oss-120bo4-mini
METR Time Horizons56.6%63.9%
Terminal-Bench18.7%—
APEX-Agents4.4%—
Berkeley Function Calling Leaderboard—53.2%
GDPval—25.3%
Vending-Bench 2-21.53—

Reasoning o4-mini leads

gpt-oss-120b: 20.0 (#245), o4-mini: 24.6 (#162)

Reasoning benchmarks
Benchmarkgpt-oss-120bo4-mini
SimpleBench22.1%38.7%
Kagi LLM Benchmark58.6%67.6%
CritPt1.1%0.6%
Chess Puzzles20%26%
LMArena Hard Prompts13641351
Mystery Game Puzzles2%5%
DTBench76.3%77.6%
LMCA22.1%26.5%
Epoch Capabilities Index139.93145.64
ARC-AGI-2—6.1%
ARC-AGI-1—58.7%
EnigmaEval—9.2%
Surface Evolver Bench25%—
ForecastBench—61.8

Math gpt-oss-120b leads

gpt-oss-120b: 52.5 (#50), o4-mini: 40.8 (#89)

Math benchmarks
Benchmarkgpt-oss-120bo4-mini
OTIS Mock AIME 2024-202588.9%81.7%
Omni-MATH68.8%72%
LMArena Math13891389
FrontierMath (Tiers 1-3)—36.1%
FrontierMath Tier 4—4.9%
MATH Level 5—97.8%
FrontierMath (Feb 2025 set)—24.8%
FrontierMath Tier 4 (v1)—6.3%

Knowledge o4-mini leads

gpt-oss-120b: 42.4 (#96), o4-mini: 43.6 (#91)

Knowledge benchmarks
Benchmarkgpt-oss-120bo4-mini
GPQA Diamond75.8%79.6%
MMLU-Pro79.5%82%
Confabulations15.7%15.8%
Vectara Hallucination Rate14.2%18.6%
GPQA (HELM)68.4%73.5%
LMArena Expert13561343
Humanity's Last Exam—18.1%
SimpleQA Verified—19.6%

Multimodal Not comparable

gpt-oss-120b: —, o4-mini: 40.2 (#49)

Multimodal benchmarks
Benchmarkgpt-oss-120bo4-mini
LMArena Vision—1194
GeoBench—64%
VPCT—57.5%

Multilingual gpt-oss-120b leads

gpt-oss-120b: 48.0 (#147), o4-mini: 47.0 (#154)

Multilingual benchmarks
Benchmarkgpt-oss-120bo4-mini
LMArena Non-English13511337
LMArena Chinese13851354
LMArena French13691364
LMArena German13531336
LMArena Japanese13311308
LMArena Korean12821312
LMArena Russian13431334
LMArena Spanish13891347

Instruction Following o4-mini leads

gpt-oss-120b: 69.3 (#173), o4-mini: 75.2 (#68)

Instruction Following benchmarks
Benchmarkgpt-oss-120bo4-mini
IFEval83.6%92.8%
LMArena Instruction Following13181321

Long Context o4-mini leads

gpt-oss-120b: 31.4 (#278), o4-mini: 45.5 (#33)

Long Context benchmarks
Benchmarkgpt-oss-120bo4-mini
Fiction.LiveBench44.4%77.8%
LMArena Longer Query13191315

Writing & Preference o4-mini leads

gpt-oss-120b: 46.5 (#217), o4-mini: 54.0 (#152)

Writing & Preference benchmarks
Benchmarkgpt-oss-120bo4-mini
LMArena Text13651353
LMArena Creative Writing12751294
Short-Story Creative Writing77.1%75%
WildBench84.5%85.4%
LMArena Multi-Turn13401350
EQ-Bench Creative Writing961—

Frequently asked questions

Is gpt-oss-120b better than o4-mini?

o4-mini is the stronger model overall, scoring 41.6 to 36.3 on the Noometry Index. gpt-oss-120b costs 27× less per token, which makes it the better buy when o4-mini's lead doesn't matter for your workload.

Which is cheaper, gpt-oss-120b or o4-mini?

gpt-oss-120b is cheaper. It lists at $0.037 per million input tokens and $0.17 per million output tokens; o4-mini lists at $1.10 and $4.40.

Is gpt-oss-120b or o4-mini better for coding?

o4-mini scores higher on coding benchmarks: 40.9 versus 33.5 in the Noometry coding category.

Which has the bigger context window?

o4-mini does, with 200K tokens against 131K.

How many benchmarks do gpt-oss-120b and o4-mini share?

42 benchmarks have published results for both models. gpt-oss-120b has 48 scored results on Noometry and o4-mini has 60.

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