Model comparison

Hy4 preview vs Step 5 Preview

Step 5 Preview is the stronger model overall, scoring 47.9 to 45.3 on the Noometry Index.

Last verified . 2 shared benchmarks.

Hy4 preview Tencent

45.3

Rank #73 Reported

Step 5 Preview StepFun

47.9

Rank #58 Confirmed

Summary

  • They share 2 benchmarks with published results for both. Hy4 preview scores higher in 1 category and Step 5 Preview in 2 categories; 2 gaps are clear of the uncertainty.
  • The widest gap is in math, where Hy4 preview leads 55.7 to 46.1.
  • The biggest single-benchmark swing is ProofBench: 75% for Hy4 preview and 42% for Step 5 Preview.
  • Hy4 preview is cheaper at $0.75 / $2.25 per million input/output tokens, against $1 / $2.70 for Step 5 Preview.
  • Hy4 preview accepts more context: 1.05M tokens versus 1.02M.
  • Hy4 preview has downloadable open weights; the other is API-only.

Side by side

Hy4 preview and Step 5 Preview specifications
Hy4 previewStep 5 Preview
ProviderTencentStepFun
Noometry Index45.347.9
Released2026-08-282026-09-16
WeightsOpenProprietary
Context window1.05M1.02M
Max output64K66K
Input $ / M tokens$0.75$1
Output $ / M tokens$2.25$2.70
Results tracked318

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Category by category

Coding Too close to call

Hy4 preview: 51.6 (#38), Step 5 Preview: 51.8 (#36)

Coding benchmarks
BenchmarkHy4 previewStep 5 Preview
LMArena WebDev16321564
SciCode—58.9%
LMArena Coding—1480

Reasoning Step 5 Preview leads

Hy4 preview: 31.9 (#79), Step 5 Preview: 40.0 (#57)

Reasoning benchmarks
BenchmarkHy4 previewStep 5 Preview
NYT Connections (extended)68.2%—
CritPt—20.9%
LMArena Hard Prompts—1465

Math Hy4 preview leads

Hy4 preview: 55.7 (#42), Step 5 Preview: 46.1 (#72)

Math benchmarks
BenchmarkHy4 previewStep 5 Preview
ProofBench75%42%
LMArena Math—1470

Knowledge Not comparable

Hy4 preview: —, Step 5 Preview: 41.2 (#112)

Knowledge benchmarks
BenchmarkHy4 previewStep 5 Preview
LMArena Expert—1470

Multimodal Not comparable

Hy4 preview: —, Step 5 Preview: 41.0 (#41)

Multimodal benchmarks
BenchmarkHy4 previewStep 5 Preview
LMArena Vision—1267

Multilingual Not comparable

Hy4 preview: —, Step 5 Preview: 53.8 (#54)

Multilingual benchmarks
BenchmarkHy4 previewStep 5 Preview
LMArena Non-English—1432
LMArena Chinese—1519
LMArena Russian—1436
LMArena Spanish—1439

Instruction Following Not comparable

Hy4 preview: —, Step 5 Preview: 76.0 (#50)

Instruction Following benchmarks
BenchmarkHy4 previewStep 5 Preview
LMArena Instruction Following—1444

Long Context Not comparable

Hy4 preview: —, Step 5 Preview: 44.5 (#64)

Long Context benchmarks
BenchmarkHy4 previewStep 5 Preview
LMArena Longer Query—1455

Writing & Preference Not comparable

Hy4 preview: —, Step 5 Preview: 62.8 (#71)

Writing & Preference benchmarks
BenchmarkHy4 previewStep 5 Preview
LMArena Text—1442
LMArena Creative Writing—1410
LMArena Multi-Turn—1447

Frequently asked questions

Is Hy4 preview better than Step 5 Preview?

Step 5 Preview is the stronger model overall, scoring 47.9 to 45.3 on the Noometry Index.

Which is cheaper, Hy4 preview or Step 5 Preview?

Hy4 preview is cheaper. It lists at $0.75 per million input tokens and $2.25 per million output tokens; Step 5 Preview lists at $1 and $2.70.

Is Hy4 preview or Step 5 Preview better for coding?

They score almost the same on coding (51.6 vs 51.8); test both on your own repository before choosing.

Which has the bigger context window?

Hy4 preview does, with 1.05M tokens against 1.02M.

How many benchmarks do Hy4 preview and Step 5 Preview share?

2 benchmarks have published results for both models. Hy4 preview has 3 scored results on Noometry and Step 5 Preview has 18.

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