Model comparison

gpt-oss-120b vs Step 5 Preview

Step 5 Preview is the stronger model overall, scoring 47.9 to 36.3 on the Noometry Index. gpt-oss-120b costs 20× less per token, which makes it the better buy when Step 5 Preview's lead doesn't matter for your workload.

Last verified . 15 shared benchmarks.

gpt-oss-120b OpenAI

36.3

Rank #217 Confirmed

Step 5 Preview StepFun

47.9

Rank #58 Confirmed

Summary

  • They share 15 benchmarks with published results for both. gpt-oss-120b scores higher in 2 categories and Step 5 Preview in 6 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Step 5 Preview leads 40.0 to 20.0.
  • The biggest single-benchmark swing is SciCode: 36% for gpt-oss-120b and 58.9% for Step 5 Preview.
  • gpt-oss-120b is cheaper at $0.037 / $0.17 per million input/output tokens, against $1 / $2.70 for Step 5 Preview.
  • Step 5 Preview accepts more context: 1.02M tokens versus 131K.
  • gpt-oss-120b has downloadable open weights; the other is API-only.

Side by side

gpt-oss-120b and Step 5 Preview specifications
gpt-oss-120bStep 5 Preview
ProviderOpenAIStepFun
Noometry Index36.347.9
Released2025-08-052026-09-16
WeightsOpenProprietary
Context window131K1.02M
Max output41K66K
Input $ / M tokens$0.037$1
Output $ / M tokens$0.17$2.70
Results tracked4818

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Category by category

Coding Step 5 Preview leads

gpt-oss-120b: 33.5 (#256), Step 5 Preview: 51.8 (#36)

Coding benchmarks
Benchmarkgpt-oss-120bStep 5 Preview
SciCode36%58.9%
LMArena Coding13801480
SWE-bench Verified (bash only)26%—
Aider Polyglot41.8%—
LMArena WebDev—1564
WeirdML48.2%—
ALE-Bench575.62—
AlgoTune1.41—

Agentic & Tool Use Not comparable

gpt-oss-120b: 12.2 (#153), Step 5 Preview: —

Agentic & Tool Use benchmarks
Benchmarkgpt-oss-120bStep 5 Preview
Terminal-Bench18.7%—
APEX-Agents4.4%—
METR Time Horizons56.6%—
Vending-Bench 2-21.53—

Reasoning Step 5 Preview leads

gpt-oss-120b: 20.0 (#245), Step 5 Preview: 40.0 (#57)

Reasoning benchmarks
Benchmarkgpt-oss-120bStep 5 Preview
CritPt1.1%20.9%
LMArena Hard Prompts13641465
SimpleBench22.1%—
Kagi LLM Benchmark58.6%—
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 5 Preview: 46.1 (#72)

Math benchmarks
Benchmarkgpt-oss-120bStep 5 Preview
LMArena Math13891470
OTIS Mock AIME 2024-202588.9%—
ProofBench—42%
Omni-MATH68.8%—

Knowledge gpt-oss-120b leads

gpt-oss-120b: 42.4 (#96), Step 5 Preview: 41.2 (#112)

Knowledge benchmarks
Benchmarkgpt-oss-120bStep 5 Preview
LMArena Expert13561470
GPQA Diamond75.8%—
MMLU-Pro79.5%—
Confabulations15.7%—
Vectara Hallucination Rate14.2%—
GPQA (HELM)68.4%—

Multimodal Not comparable

gpt-oss-120b: —, Step 5 Preview: 41.0 (#41)

Multimodal benchmarks
Benchmarkgpt-oss-120bStep 5 Preview
LMArena Vision—1267

Multilingual Step 5 Preview leads

gpt-oss-120b: 48.0 (#147), Step 5 Preview: 53.8 (#54)

Multilingual benchmarks
Benchmarkgpt-oss-120bStep 5 Preview
LMArena Non-English13511432
LMArena Chinese13851519
LMArena Russian13431436
LMArena Spanish13891439
LMArena French1369—
LMArena German1353—
LMArena Japanese1331—
LMArena Korean1282—

Instruction Following Step 5 Preview leads

gpt-oss-120b: 69.3 (#173), Step 5 Preview: 76.0 (#50)

Instruction Following benchmarks
Benchmarkgpt-oss-120bStep 5 Preview
LMArena Instruction Following13181444
IFEval83.6%—

Long Context Step 5 Preview leads

gpt-oss-120b: 31.4 (#278), Step 5 Preview: 44.5 (#64)

Long Context benchmarks
Benchmarkgpt-oss-120bStep 5 Preview
LMArena Longer Query13191455
Fiction.LiveBench44.4%—

Writing & Preference Step 5 Preview leads

gpt-oss-120b: 46.5 (#217), Step 5 Preview: 62.8 (#71)

Writing & Preference benchmarks
Benchmarkgpt-oss-120bStep 5 Preview
LMArena Text13651442
LMArena Creative Writing12751410
LMArena Multi-Turn13401447
Short-Story Creative Writing77.1%—
EQ-Bench Creative Writing961—
WildBench84.5%—

Frequently asked questions

Is gpt-oss-120b better than Step 5 Preview?

Step 5 Preview is the stronger model overall, scoring 47.9 to 36.3 on the Noometry Index. gpt-oss-120b costs 20× less per token, which makes it the better buy when Step 5 Preview's lead doesn't matter for your workload.

Which is cheaper, gpt-oss-120b or Step 5 Preview?

gpt-oss-120b is cheaper. It lists at $0.037 per million input tokens and $0.17 per million output tokens; Step 5 Preview lists at $1 and $2.70.

Is gpt-oss-120b or Step 5 Preview better for coding?

Step 5 Preview scores higher on coding benchmarks: 51.8 versus 33.5 in the Noometry coding category.

Which has the bigger context window?

Step 5 Preview does, with 1.02M tokens against 131K.

How many benchmarks do gpt-oss-120b and Step 5 Preview share?

15 benchmarks have published results for both models. gpt-oss-120b has 48 scored results on Noometry and Step 5 Preview has 18.

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