Model comparison

gpt-oss-120b vs Step 3

Step 3 is the stronger model overall, scoring 39.9 to 36.0 on the Noometry Index.

Last verified . 16 shared benchmarks.

gpt-oss-120b OpenAI

36.0

Rank #210 Confirmed

Step 3 StepFun

39.9

Rank #145 Confirmed

Summary

  • They share 16 benchmarks with published results for both. gpt-oss-120b scores higher in 3 categories and Step 3 in 5 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where gpt-oss-120b leads 50.6 to 34.9.

Side by side

gpt-oss-120b and Step 3 specifications
gpt-oss-120bStep 3
ProviderOpenAIStepFun
Noometry Index36.039.9
Released2025-08-05—
WeightsOpenOpen
Context window131K—
Max output41K—
Input $ / M tokens$0.037—
Output $ / M tokens$0.17—
Results tracked4817

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Category by category

Coding Step 3 leads

gpt-oss-120b: 33.2 (#251), Step 3: 39.5 (#144)

Coding benchmarks
Benchmarkgpt-oss-120bStep 3
LMArena Coding13801367
SWE-bench Verified (bash only)26%—
Aider Polyglot41.8%—
SciCode36%—
WeirdML48.2%—
ALE-Bench575.62—
AlgoTune1.41—

Agentic & Tool Use Not comparable

gpt-oss-120b: 12.1 (#145), Step 3: —

Agentic & Tool Use benchmarks
Benchmarkgpt-oss-120bStep 3
Terminal-Bench18.7%—
APEX-Agents4.4%—
METR Time Horizons56.6%—
Vending-Bench 2-21.53—

Reasoning Step 3 leads

gpt-oss-120b: 19.5 (#236), Step 3: 27.6 (#102)

Reasoning benchmarks
Benchmarkgpt-oss-120bStep 3
Kagi LLM Benchmark58.6%62.3%
LMArena Hard Prompts13641355
SimpleBench22.1%—
CritPt1.1%—
Chess Puzzles20%—
Mystery Game Puzzles2%—
DTBench76.3%—
LMCA22.1%—
Surface Evolver Bench25%—
Epoch Capabilities Index139.94—

Math gpt-oss-120b leads

gpt-oss-120b: 50.6 (#43), Step 3: 34.9 (#148)

Math benchmarks
Benchmarkgpt-oss-120bStep 3
LMArena Math13881366
OTIS Mock AIME 2024-202588.9%—
Omni-MATH68.8%—

Knowledge gpt-oss-120b leads

gpt-oss-120b: 42.3 (#89), Step 3: 36.2 (#161)

Knowledge benchmarks
Benchmarkgpt-oss-120bStep 3
LMArena Expert13561333
GPQA Diamond75.8%—
MMLU-Pro79.5%—
Confabulations15.7%—
Vectara Hallucination Rate14.2%—
GPQA (HELM)68.4%—

Multimodal Not comparable

gpt-oss-120b: —, Step 3: 34.9 (#81)

Multimodal benchmarks
Benchmarkgpt-oss-120bStep 3
LMArena Vision—1176

Multilingual gpt-oss-120b leads

gpt-oss-120b: 48.2 (#142), Step 3: 46.5 (#154)

Multilingual benchmarks
Benchmarkgpt-oss-120bStep 3
LMArena Non-English13501327
LMArena Chinese13841396
LMArena German13551371
LMArena Korean12831271
LMArena Russian13431331
LMArena Spanish13881372
LMArena French1370—
LMArena Japanese1332—

Instruction Following Step 3 leads

gpt-oss-120b: 69.5 (#168), Step 3: 70.6 (#159)

Instruction Following benchmarks
Benchmarkgpt-oss-120bStep 3
LMArena Instruction Following13181332
IFEval83.6%—

Long Context Step 3 leads

gpt-oss-120b: 31.4 (#273), Step 3: 40.3 (#152)

Long Context benchmarks
Benchmarkgpt-oss-120bStep 3
LMArena Longer Query13191326
Fiction.LiveBench44.4%—

Writing & Preference Step 3 leads

gpt-oss-120b: 46.7 (#213), Step 3: 54.5 (#146)

Writing & Preference benchmarks
Benchmarkgpt-oss-120bStep 3
LMArena Text13661351
LMArena Creative Writing12741322
LMArena Multi-Turn13401340
Short-Story Creative Writing77.1%—
EQ-Bench Creative Writing961—
WildBench84.5%—

Frequently asked questions

Is gpt-oss-120b better than Step 3?

Step 3 is the stronger model overall, scoring 39.9 to 36.0 on the Noometry Index.

Is gpt-oss-120b or Step 3 better for coding?

Step 3 scores higher on coding benchmarks: 39.5 versus 33.2 in the Noometry coding category.

How many benchmarks do gpt-oss-120b and Step 3 share?

16 benchmarks have published results for both models. gpt-oss-120b has 48 scored results on Noometry and Step 3 has 17.

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