Model comparison

Step 2 16k Exp 202412 vs Step 3.7 Flash

Step 2 16k Exp 202412 is the stronger model overall, scoring 39.2 to 37.3 on the Noometry Index.

Last verified . 0 shared benchmarks.

Step 2 16k Exp 202412 StepFun

39.2

Rank #171 Confirmed

Step 3.7 Flash StepFun

37.3

Rank #207 Reported

Summary

  • The widest gap is in math, where Step 3.7 Flash leads 42.9 to 36.3.
  • Step 3.7 Flash has downloadable open weights; the other is API-only.

Side by side

Step 2 16k Exp 202412 and Step 3.7 Flash specifications
Step 2 16k Exp 202412Step 3.7 Flash
ProviderStepFunStepFun
Noometry Index39.237.3
Released—2026-05-29
WeightsProprietaryOpen
Context window—256K
Max output—256K
Input $ / M tokens—$0.18
Output $ / M tokens—$1.11
Results tracked125

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Category by category

Coding Step 3.7 Flash leads

Step 2 16k Exp 202412: 38.5 (#174), Step 3.7 Flash: 40.0 (#150)

Coding benchmarks
BenchmarkStep 2 16k Exp 202412Step 3.7 Flash
SciCode—40%
LMArena Coding1316—
ALE-Bench—694.12

Reasoning Step 2 16k Exp 202412 leads

Step 2 16k Exp 202412: 25.9 (#142), Step 3.7 Flash: 21.6 (#219)

Reasoning benchmarks
BenchmarkStep 2 16k Exp 202412Step 3.7 Flash
NYT Connections (extended)—39.7%
CritPt—2.3%
LMArena Hard Prompts1299—

Math Step 3.7 Flash leads

Step 2 16k Exp 202412: 36.3 (#169), Step 3.7 Flash: 42.9 (#82)

Math benchmarks
BenchmarkStep 2 16k Exp 202412Step 3.7 Flash
MathArena Final-Answer Competitions—68.5%
LMArena Math1304—

Knowledge Not comparable

Step 2 16k Exp 202412: 35.2 (#187), Step 3.7 Flash: —

Knowledge benchmarks
BenchmarkStep 2 16k Exp 202412Step 3.7 Flash
LMArena Expert1279—

Multilingual Not comparable

Step 2 16k Exp 202412: 43.7 (#181), Step 3.7 Flash: —

Multilingual benchmarks
BenchmarkStep 2 16k Exp 202412Step 3.7 Flash
LMArena Non-English1290—
LMArena Chinese1331—
LMArena Russian1324—

Instruction Following Not comparable

Step 2 16k Exp 202412: 67.9 (#192), Step 3.7 Flash: —

Instruction Following benchmarks
BenchmarkStep 2 16k Exp 202412Step 3.7 Flash
LMArena Instruction Following1287—

Long Context Not comparable

Step 2 16k Exp 202412: 39.7 (#170), Step 3.7 Flash: —

Long Context benchmarks
BenchmarkStep 2 16k Exp 202412Step 3.7 Flash
LMArena Longer Query1307—

Writing & Preference Not comparable

Step 2 16k Exp 202412: 52.3 (#173), Step 3.7 Flash: —

Writing & Preference benchmarks
BenchmarkStep 2 16k Exp 202412Step 3.7 Flash
LMArena Text1321—
LMArena Creative Writing1328—
LMArena Multi-Turn1292—

Frequently asked questions

Is Step 2 16k Exp 202412 better than Step 3.7 Flash?

Step 2 16k Exp 202412 is the stronger model overall, scoring 39.2 to 37.3 on the Noometry Index.

Is Step 2 16k Exp 202412 or Step 3.7 Flash better for coding?

Step 3.7 Flash scores higher on coding benchmarks: 40.0 versus 38.5 in the Noometry coding category.

How many benchmarks do Step 2 16k Exp 202412 and Step 3.7 Flash share?

0 benchmarks have published results for both models. Step 2 16k Exp 202412 has 12 scored results on Noometry and Step 3.7 Flash has 5.

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