Model comparison

Qwen3-Coder 480B-A35B Instruct vs Step 2 16k Exp 202412

Qwen3-Coder 480B-A35B Instruct and Step 2 16k Exp 202412 score almost the same on the Noometry Index (37.7 vs 38.6), so choose on price, context window or the category you care about most.

Last verified . 12 shared benchmarks.

Step 2 16k Exp 202412 StepFun

38.6

Rank #173 Confirmed

Summary

  • They share 12 benchmarks with published results for both. Qwen3-Coder 480B-A35B Instruct scores higher in 6 categories and Step 2 16k Exp 202412 in 2 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in multilingual, where Qwen3-Coder 480B-A35B Instruct leads 47.8 to 43.9.
  • Qwen3-Coder 480B-A35B Instruct has downloadable open weights; the other is API-only.

Side by side

Qwen3-Coder 480B-A35B Instruct and Step 2 16k Exp 202412 specifications
Qwen3-Coder 480B-A35B InstructStep 2 16k Exp 202412
ProviderAlibaba (Qwen)StepFun
Noometry Index37.738.6
Released2025-04—
WeightsOpenProprietary
Context window262K—
Max output66K—
Input $ / M tokens$1.50—
Output $ / M tokens$7.50—
Results tracked2512

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Category by category

Coding Step 2 16k Exp 202412 leads

Qwen3-Coder 480B-A35B Instruct: 36.2 (#199), Step 2 16k Exp 202412: 37.9 (#170)

Coding benchmarks
BenchmarkQwen3-Coder 480B-A35B InstructStep 2 16k Exp 202412
LMArena Coding14131316
SWE-bench Verified (bash only)55.4%—
LMArena WebDev1275—
GSO4.9%—
WeirdML41.2%—
ALE-Bench461.45—
AlgoTune1.44—

Agentic & Tool Use Not comparable

Qwen3-Coder 480B-A35B Instruct: 23.7 (#116), Step 2 16k Exp 202412: —

Agentic & Tool Use benchmarks
BenchmarkQwen3-Coder 480B-A35B InstructStep 2 16k Exp 202412
Terminal-Bench27.2%—

Reasoning Too close to call

Qwen3-Coder 480B-A35B Instruct: 24.7 (#141), Step 2 16k Exp 202412: 24.8 (#140)

Reasoning benchmarks
BenchmarkQwen3-Coder 480B-A35B InstructStep 2 16k Exp 202412
LMArena Hard Prompts13721299
Kagi LLM Benchmark49.5%—

Math Qwen3-Coder 480B-A35B Instruct leads

Qwen3-Coder 480B-A35B Instruct: 34.9 (#151), Step 2 16k Exp 202412: 33.6 (#171)

Math benchmarks
BenchmarkQwen3-Coder 480B-A35B InstructStep 2 16k Exp 202412
LMArena Math13641305

Knowledge Qwen3-Coder 480B-A35B Instruct leads

Qwen3-Coder 480B-A35B Instruct: 36.4 (#159), Step 2 16k Exp 202412: 34.6 (#187)

Knowledge benchmarks
BenchmarkQwen3-Coder 480B-A35B InstructStep 2 16k Exp 202412
LMArena Expert13371279

Multilingual Qwen3-Coder 480B-A35B Instruct leads

Qwen3-Coder 480B-A35B Instruct: 47.8 (#143), Step 2 16k Exp 202412: 43.9 (#176)

Multilingual benchmarks
BenchmarkQwen3-Coder 480B-A35B InstructStep 2 16k Exp 202412
LMArena Non-English13451290
LMArena Chinese13561331
LMArena Russian13671324
LMArena French1394—
LMArena German1324—
LMArena Japanese1309—
LMArena Korean1307—
LMArena Spanish1360—

Instruction Following Qwen3-Coder 480B-A35B Instruct leads

Qwen3-Coder 480B-A35B Instruct: 71.8 (#142), Step 2 16k Exp 202412: 68.1 (#187)

Instruction Following benchmarks
BenchmarkQwen3-Coder 480B-A35B InstructStep 2 16k Exp 202412
LMArena Instruction Following13561287

Long Context Qwen3-Coder 480B-A35B Instruct leads

Qwen3-Coder 480B-A35B Instruct: 42.0 (#126), Step 2 16k Exp 202412: 39.7 (#165)

Long Context benchmarks
BenchmarkQwen3-Coder 480B-A35B InstructStep 2 16k Exp 202412
LMArena Longer Query13791307

Writing & Preference Qwen3-Coder 480B-A35B Instruct leads

Qwen3-Coder 480B-A35B Instruct: 55.5 (#142), Step 2 16k Exp 202412: 52.5 (#168)

Writing & Preference benchmarks
BenchmarkQwen3-Coder 480B-A35B InstructStep 2 16k Exp 202412
LMArena Text13561321
LMArena Creative Writing13331328
LMArena Multi-Turn13651292

Frequently asked questions

Is Qwen3-Coder 480B-A35B Instruct better than Step 2 16k Exp 202412?

Qwen3-Coder 480B-A35B Instruct and Step 2 16k Exp 202412 score almost the same on the Noometry Index (37.7 vs 38.6), so choose on price, context window or the category you care about most.

Is Qwen3-Coder 480B-A35B Instruct or Step 2 16k Exp 202412 better for coding?

Step 2 16k Exp 202412 scores higher on coding benchmarks: 37.9 versus 36.2 in the Noometry coding category.

How many benchmarks do Qwen3-Coder 480B-A35B Instruct and Step 2 16k Exp 202412 share?

12 benchmarks have published results for both models. Qwen3-Coder 480B-A35B Instruct has 25 scored results on Noometry and Step 2 16k Exp 202412 has 12.

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