Model comparison

Seed 2.0 Pro vs Qwen3 Coder Next

Seed 2.0 Pro is the stronger model overall, scoring 43.2 to 34.3 on the Noometry Index. Qwen3 Coder Next costs 3.9× less per token, which makes it the better buy when Seed 2.0 Pro's lead doesn't matter for your workload.

Last verified . 0 shared benchmarks.

Seed 2.0 Pro ByteDance Seed

43.2

Rank #96 Confirmed

Qwen3 Coder Next Alibaba (Qwen)

34.3

Rank #232 Reported

Summary

  • The widest gap is in coding, where Seed 2.0 Pro leads 43.5 to 36.3.
  • Qwen3 Coder Next is cheaper at $0.12 / $0.80 per million input/output tokens, against $0.50 / $3 for Seed 2.0 Pro.
  • Qwen3 Coder Next accepts more context: 262K tokens versus 256K.
  • Qwen3 Coder Next has downloadable open weights; the other is API-only.

Side by side

Seed 2.0 Pro and Qwen3 Coder Next specifications
Seed 2.0 ProQwen3 Coder Next
ProviderByteDance SeedAlibaba (Qwen)
Noometry Index43.234.3
Released2026-02-142026-02-02
WeightsProprietaryOpen
Context window256K262K
Max output128K66K
Input $ / M tokens$0.50$0.12
Output $ / M tokens$3$0.80
Results tracked203

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Category by category

Coding Seed 2.0 Pro leads

Seed 2.0 Pro: 43.5 (#86), Qwen3 Coder Next: 36.3 (#210)

Coding benchmarks
BenchmarkSeed 2.0 ProQwen3 Coder Next
SciCode—32.3%
WeirdML—34.4%
LMArena Coding1472—

Reasoning Seed 2.0 Pro leads

Seed 2.0 Pro: 24.1 (#165), Qwen3 Coder Next: 22.4 (#196)

Reasoning benchmarks
BenchmarkSeed 2.0 ProQwen3 Coder Next
NYT Connections (extended)28.4%—
CritPt—0%
Thematic Generalization57.1%—
LMArena Hard Prompts1453—

Math Not comparable

Seed 2.0 Pro: 39.3 (#108), Qwen3 Coder Next: —

Math benchmarks
BenchmarkSeed 2.0 ProQwen3 Coder Next
LMArena Math1439—

Knowledge Not comparable

Seed 2.0 Pro: 40.2 (#122), Qwen3 Coder Next: —

Knowledge benchmarks
BenchmarkSeed 2.0 ProQwen3 Coder Next
LMArena Expert1440—

Multimodal Not comparable

Seed 2.0 Pro: 41.5 (#35), Qwen3 Coder Next: —

Multimodal benchmarks
BenchmarkSeed 2.0 ProQwen3 Coder Next
LMArena Vision1274—

Multilingual Not comparable

Seed 2.0 Pro: 54.5 (#39), Qwen3 Coder Next: —

Multilingual benchmarks
BenchmarkSeed 2.0 ProQwen3 Coder Next
LMArena Non-English1441—
LMArena Chinese1489—
LMArena French1471—
LMArena German1442—
LMArena Japanese1408—
LMArena Korean1411—
LMArena Russian1449—
LMArena Spanish1460—

Instruction Following Not comparable

Seed 2.0 Pro: 74.5 (#91), Qwen3 Coder Next: —

Instruction Following benchmarks
BenchmarkSeed 2.0 ProQwen3 Coder Next
LMArena Instruction Following1414—

Long Context Not comparable

Seed 2.0 Pro: 43.6 (#90), Qwen3 Coder Next: —

Long Context benchmarks
BenchmarkSeed 2.0 ProQwen3 Coder Next
LMArena Longer Query1428—

Writing & Preference Not comparable

Seed 2.0 Pro: 62.9 (#69), Qwen3 Coder Next: —

Writing & Preference benchmarks
BenchmarkSeed 2.0 ProQwen3 Coder Next
LMArena Text1448—
LMArena Creative Writing1406—
LMArena Multi-Turn1441—

Frequently asked questions

Is Seed 2.0 Pro better than Qwen3 Coder Next?

Seed 2.0 Pro is the stronger model overall, scoring 43.2 to 34.3 on the Noometry Index. Qwen3 Coder Next costs 3.9× less per token, which makes it the better buy when Seed 2.0 Pro's lead doesn't matter for your workload.

Which is cheaper, Seed 2.0 Pro or Qwen3 Coder Next?

Qwen3 Coder Next is cheaper. It lists at $0.12 per million input tokens and $0.80 per million output tokens; Seed 2.0 Pro lists at $0.50 and $3.

Is Seed 2.0 Pro or Qwen3 Coder Next better for coding?

Seed 2.0 Pro scores higher on coding benchmarks: 43.5 versus 36.3 in the Noometry coding category.

Which has the bigger context window?

Qwen3 Coder Next does, with 262K tokens against 256K.

How many benchmarks do Seed 2.0 Pro and Qwen3 Coder Next share?

0 benchmarks have published results for both models. Seed 2.0 Pro has 20 scored results on Noometry and Qwen3 Coder Next has 3.

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