Model comparison

Step 2 16k Exp 202412 vs Step 3

Step 3 is the stronger model overall, scoring 40.5 to 39.2 on the Noometry Index.

Last verified . 12 shared benchmarks.

Step 2 16k Exp 202412 StepFun

39.2

Rank #171 Confirmed

Step 3 StepFun

40.5

Rank #149 Confirmed

Summary

  • They share 12 benchmarks with published results for both. Step 2 16k Exp 202412 scores higher in 0 categories and Step 3 in 8 categories; 7 gaps are clear of the uncertainty.
  • Step 3 has downloadable open weights; the other is API-only.

Side by side

Step 2 16k Exp 202412 and Step 3 specifications
Step 2 16k Exp 202412Step 3
ProviderStepFunStepFun
Noometry Index39.240.5
Released——
WeightsProprietaryOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked1217

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Category by category

Coding Step 3 leads

Step 2 16k Exp 202412: 38.5 (#174), Step 3: 40.1 (#147)

Coding benchmarks
BenchmarkStep 2 16k Exp 202412Step 3
LMArena Coding13161367

Reasoning Step 3 leads

Step 2 16k Exp 202412: 25.9 (#142), Step 3: 28.4 (#105)

Reasoning benchmarks
BenchmarkStep 2 16k Exp 202412Step 3
LMArena Hard Prompts12991355
Kagi LLM Benchmark—62.3%

Math Step 3 leads

Step 2 16k Exp 202412: 36.3 (#169), Step 3: 37.6 (#148)

Math benchmarks
BenchmarkStep 2 16k Exp 202412Step 3
LMArena Math13041366

Knowledge Step 3 leads

Step 2 16k Exp 202412: 35.2 (#187), Step 3: 36.8 (#164)

Knowledge benchmarks
BenchmarkStep 2 16k Exp 202412Step 3
LMArena Expert12791333

Multimodal Not comparable

Step 2 16k Exp 202412: —, Step 3: 35.5 (#86)

Multimodal benchmarks
BenchmarkStep 2 16k Exp 202412Step 3
LMArena Vision—1177

Multilingual Step 3 leads

Step 2 16k Exp 202412: 43.7 (#181), Step 3: 46.3 (#159)

Multilingual benchmarks
BenchmarkStep 2 16k Exp 202412Step 3
LMArena Non-English12901327
LMArena Chinese13311397
LMArena Russian13241331
LMArena German—1371
LMArena Korean—1269
LMArena Spanish—1371

Instruction Following Step 3 leads

Step 2 16k Exp 202412: 67.9 (#192), Step 3: 70.4 (#164)

Instruction Following benchmarks
BenchmarkStep 2 16k Exp 202412Step 3
LMArena Instruction Following12871332

Long Context Too close to call

Step 2 16k Exp 202412: 39.7 (#170), Step 3: 40.3 (#157)

Long Context benchmarks
BenchmarkStep 2 16k Exp 202412Step 3
LMArena Longer Query13071326

Writing & Preference Step 3 leads

Step 2 16k Exp 202412: 52.3 (#173), Step 3: 54.3 (#151)

Writing & Preference benchmarks
BenchmarkStep 2 16k Exp 202412Step 3
LMArena Text13211350
LMArena Creative Writing13281321
LMArena Multi-Turn12921341

Frequently asked questions

Is Step 2 16k Exp 202412 better than Step 3?

Step 3 is the stronger model overall, scoring 40.5 to 39.2 on the Noometry Index.

Is Step 2 16k Exp 202412 or Step 3 better for coding?

Step 3 scores higher on coding benchmarks: 40.1 versus 38.5 in the Noometry coding category.

How many benchmarks do Step 2 16k Exp 202412 and Step 3 share?

12 benchmarks have published results for both models. Step 2 16k Exp 202412 has 12 scored results on Noometry and Step 3 has 17.

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