Model comparison

ERNIE 5.1 vs Step 5 Preview

Step 5 Preview is the stronger model overall, scoring 47.9 to 43.8 on the Noometry Index.

Last verified . 13 shared benchmarks.

ERNIE 5.1 Baidu

43.8

Rank #83 Confirmed

Step 5 Preview StepFun

47.9

Rank #58 Confirmed

Summary

  • They share 13 benchmarks with published results for both. ERNIE 5.1 scores higher in 5 categories and Step 5 Preview in 3 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Step 5 Preview leads 40.0 to 21.9.

Side by side

ERNIE 5.1 and Step 5 Preview specifications
ERNIE 5.1Step 5 Preview
ProviderBaiduStepFun
Noometry Index43.847.9
Released—2026-09-16
WeightsProprietaryProprietary
Context window—1.02M
Max output—66K
Input $ / M tokens—$1
Output $ / M tokens—$2.70
Results tracked1918

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Category by category

Coding Step 5 Preview leads

ERNIE 5.1: 44.0 (#76), Step 5 Preview: 51.8 (#36)

Coding benchmarks
BenchmarkERNIE 5.1Step 5 Preview
LMArena Coding14881480
LMArena WebDev—1564
SciCode—58.9%

Agentic & Tool Use Not comparable

ERNIE 5.1: —, Step 5 Preview: —

Agentic & Tool Use benchmarks
BenchmarkERNIE 5.1Step 5 Preview
LMArena Search1227—

Reasoning Step 5 Preview leads

ERNIE 5.1: 21.9 (#211), Step 5 Preview: 40.0 (#57)

Reasoning benchmarks
BenchmarkERNIE 5.1Step 5 Preview
LMArena Hard Prompts14811465
NYT Connections (extended)23.4%—
CritPt—20.9%

Math Step 5 Preview leads

ERNIE 5.1: 40.3 (#92), Step 5 Preview: 46.1 (#72)

Math benchmarks
BenchmarkERNIE 5.1Step 5 Preview
LMArena Math14811470
ProofBench—42%

Knowledge Too close to call

ERNIE 5.1: 41.9 (#102), Step 5 Preview: 41.2 (#112)

Knowledge benchmarks
BenchmarkERNIE 5.1Step 5 Preview
LMArena Expert14921470

Multimodal Not comparable

ERNIE 5.1: —, Step 5 Preview: 41.0 (#41)

Multimodal benchmarks
BenchmarkERNIE 5.1Step 5 Preview
LMArena Vision—1267

Multilingual ERNIE 5.1 leads

ERNIE 5.1: 55.5 (#29), Step 5 Preview: 53.8 (#54)

Multilingual benchmarks
BenchmarkERNIE 5.1Step 5 Preview
LMArena Non-English14541432
LMArena Chinese15081519
LMArena Russian14591436
LMArena Spanish14731439
LMArena French1488—
LMArena German1470—
LMArena Japanese1422—
LMArena Korean1427—

Instruction Following Too close to call

ERNIE 5.1: 76.7 (#37), Step 5 Preview: 76.0 (#50)

Instruction Following benchmarks
BenchmarkERNIE 5.1Step 5 Preview
LMArena Instruction Following14601444

Long Context Too close to call

ERNIE 5.1: 44.7 (#59), Step 5 Preview: 44.5 (#64)

Long Context benchmarks
BenchmarkERNIE 5.1Step 5 Preview
LMArena Longer Query14621455

Writing & Preference ERNIE 5.1 leads

ERNIE 5.1: 65.1 (#52), Step 5 Preview: 62.8 (#71)

Writing & Preference benchmarks
BenchmarkERNIE 5.1Step 5 Preview
LMArena Text14681442
LMArena Creative Writing14411410
LMArena Multi-Turn14711447

Frequently asked questions

Is ERNIE 5.1 better than Step 5 Preview?

Step 5 Preview is the stronger model overall, scoring 47.9 to 43.8 on the Noometry Index.

Is ERNIE 5.1 or Step 5 Preview better for coding?

Step 5 Preview scores higher on coding benchmarks: 51.8 versus 44.0 in the Noometry coding category.

How many benchmarks do ERNIE 5.1 and Step 5 Preview share?

13 benchmarks have published results for both models. ERNIE 5.1 has 19 scored results on Noometry and Step 5 Preview has 18.

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