Model comparison

gpt-oss-120b vs Step 3

Step 3 is the stronger model overall, scoring 40.5 to 36.3 on the Noometry Index.

Last verified . 16 shared benchmarks.

gpt-oss-120b OpenAI

36.3

Rank #217 Confirmed

Step 3 StepFun

40.5

Rank #149 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 52.5 to 37.6.

Side by side

gpt-oss-120b and Step 3 specifications
gpt-oss-120bStep 3
ProviderOpenAIStepFun
Noometry Index36.340.5
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: 33.5 (#256), Step 3: 40.1 (#147)

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: 12.2 (#153), 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: 20.0 (#245), Step 3: 28.4 (#105)

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 Index139.93—

Math gpt-oss-120b leads

gpt-oss-120b: 52.5 (#50), Step 3: 37.6 (#148)

Math benchmarks
Benchmarkgpt-oss-120bStep 3
LMArena Math13891366
OTIS Mock AIME 2024-202588.9%—
Omni-MATH68.8%—

Knowledge gpt-oss-120b leads

gpt-oss-120b: 42.4 (#96), Step 3: 36.8 (#164)

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: 35.5 (#86)

Multimodal benchmarks
Benchmarkgpt-oss-120bStep 3
LMArena Vision—1177

Multilingual gpt-oss-120b leads

gpt-oss-120b: 48.0 (#147), Step 3: 46.3 (#159)

Multilingual benchmarks
Benchmarkgpt-oss-120bStep 3
LMArena Non-English13511327
LMArena Chinese13851397
LMArena German13531371
LMArena Korean12821269
LMArena Russian13431331
LMArena Spanish13891371
LMArena French1369—
LMArena Japanese1331—

Instruction Following Step 3 leads

gpt-oss-120b: 69.3 (#173), Step 3: 70.4 (#164)

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

Long Context Step 3 leads

gpt-oss-120b: 31.4 (#278), Step 3: 40.3 (#157)

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

Writing & Preference Step 3 leads

gpt-oss-120b: 46.5 (#217), Step 3: 54.3 (#151)

Writing & Preference benchmarks
Benchmarkgpt-oss-120bStep 3
LMArena Text13651350
LMArena Creative Writing12751321
LMArena Multi-Turn13401341
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 40.5 to 36.3 on the Noometry Index.

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

Step 3 scores higher on coding benchmarks: 40.1 versus 33.5 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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