Model comparison

Hy4 preview vs Step 3

Hy4 preview is the stronger model overall, scoring 45.3 to 40.5 on the Noometry Index.

Last verified . 0 shared benchmarks.

Hy4 preview Tencent

45.3

Rank #73 Reported

Step 3 StepFun

40.5

Rank #149 Confirmed

Summary

  • The widest gap is in math, where Hy4 preview leads 55.7 to 37.6.

Side by side

Hy4 preview and Step 3 specifications
Hy4 previewStep 3
ProviderTencentStepFun
Noometry Index45.340.5
Released2026-08-28—
WeightsOpenOpen
Context window1.05M—
Max output64K—
Input $ / M tokens$0.83—
Output $ / M tokens$2.50—
Results tracked317

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Category by category

Coding Hy4 preview leads

Hy4 preview: 51.6 (#38), Step 3: 40.1 (#147)

Coding benchmarks
BenchmarkHy4 previewStep 3
LMArena WebDev1632—
LMArena Coding—1367

Reasoning Hy4 preview leads

Hy4 preview: 31.9 (#79), Step 3: 28.4 (#105)

Reasoning benchmarks
BenchmarkHy4 previewStep 3
Kagi LLM Benchmark—62.3%
NYT Connections (extended)68.2%—
LMArena Hard Prompts—1355

Math Hy4 preview leads

Hy4 preview: 55.7 (#42), Step 3: 37.6 (#148)

Math benchmarks
BenchmarkHy4 previewStep 3
ProofBench75%—
LMArena Math—1366

Knowledge Not comparable

Hy4 preview: —, Step 3: 36.8 (#164)

Knowledge benchmarks
BenchmarkHy4 previewStep 3
LMArena Expert—1333

Multimodal Not comparable

Hy4 preview: —, Step 3: 35.5 (#86)

Multimodal benchmarks
BenchmarkHy4 previewStep 3
LMArena Vision—1177

Multilingual Not comparable

Hy4 preview: —, Step 3: 46.3 (#159)

Multilingual benchmarks
BenchmarkHy4 previewStep 3
LMArena Non-English—1327
LMArena Chinese—1397
LMArena German—1371
LMArena Korean—1269
LMArena Russian—1331
LMArena Spanish—1371

Instruction Following Not comparable

Hy4 preview: —, Step 3: 70.4 (#164)

Instruction Following benchmarks
BenchmarkHy4 previewStep 3
LMArena Instruction Following—1332

Long Context Not comparable

Hy4 preview: —, Step 3: 40.3 (#157)

Long Context benchmarks
BenchmarkHy4 previewStep 3
LMArena Longer Query—1326

Writing & Preference Not comparable

Hy4 preview: —, Step 3: 54.3 (#151)

Writing & Preference benchmarks
BenchmarkHy4 previewStep 3
LMArena Text—1350
LMArena Creative Writing—1321
LMArena Multi-Turn—1341

Frequently asked questions

Is Hy4 preview better than Step 3?

Hy4 preview is the stronger model overall, scoring 45.3 to 40.5 on the Noometry Index.

Is Hy4 preview or Step 3 better for coding?

Hy4 preview scores higher on coding benchmarks: 51.6 versus 40.1 in the Noometry coding category.

How many benchmarks do Hy4 preview and Step 3 share?

0 benchmarks have published results for both models. Hy4 preview has 3 scored results on Noometry and Step 3 has 17.

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