Model comparison

Seed 2.0 Pro vs Phi-4 Mini

Seed 2.0 Pro is the stronger model overall, scoring 43.2 to 30.9 on the Noometry Index. Phi-4 Mini costs 8.6× 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

Phi-4 Mini Microsoft

30.9

Rank #283 Reported

Summary

  • The widest gap is in coding, where Seed 2.0 Pro leads 43.5 to 28.1.
  • Phi-4 Mini is cheaper at $0.075 / $0.30 per million input/output tokens, against $0.50 / $3 for Seed 2.0 Pro.
  • Seed 2.0 Pro accepts more context: 256K tokens versus 128K.
  • Phi-4 Mini has downloadable open weights; the other is API-only.

Side by side

Seed 2.0 Pro and Phi-4 Mini specifications
Seed 2.0 ProPhi-4 Mini
ProviderByteDance SeedMicrosoft
Noometry Index43.230.9
Released2026-02-142024-12-11
WeightsProprietaryOpen
Context window256K128K
Max output128K4K
Input $ / M tokens$0.50$0.075
Output $ / M tokens$3$0.30
Results tracked203

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Category by category

Coding Seed 2.0 Pro leads

Seed 2.0 Pro: 43.5 (#86), Phi-4 Mini: 28.1 (#317)

Coding benchmarks
BenchmarkSeed 2.0 ProPhi-4 Mini
SciCode—10.8%
LMArena Coding1472—

Reasoning Seed 2.0 Pro leads

Seed 2.0 Pro: 24.1 (#165), Phi-4 Mini: 22.4 (#195)

Reasoning benchmarks
BenchmarkSeed 2.0 ProPhi-4 Mini
NYT Connections (extended)28.4%—
CritPt—0%
Thematic Generalization57.1%—
LMArena Hard Prompts1453—

Math Not comparable

Seed 2.0 Pro: 39.3 (#108), Phi-4 Mini: —

Math benchmarks
BenchmarkSeed 2.0 ProPhi-4 Mini
LMArena Math1439—

Knowledge Seed 2.0 Pro leads

Seed 2.0 Pro: 40.2 (#122), Phi-4 Mini: 25.3 (#262)

Knowledge benchmarks
BenchmarkSeed 2.0 ProPhi-4 Mini
Vectara Hallucination Rate—23.5%
LMArena Expert1440—

Multimodal Not comparable

Seed 2.0 Pro: 41.5 (#35), Phi-4 Mini: —

Multimodal benchmarks
BenchmarkSeed 2.0 ProPhi-4 Mini
LMArena Vision1274—

Multilingual Not comparable

Seed 2.0 Pro: 54.5 (#39), Phi-4 Mini: —

Multilingual benchmarks
BenchmarkSeed 2.0 ProPhi-4 Mini
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), Phi-4 Mini: —

Instruction Following benchmarks
BenchmarkSeed 2.0 ProPhi-4 Mini
LMArena Instruction Following1414—

Long Context Not comparable

Seed 2.0 Pro: 43.6 (#90), Phi-4 Mini: —

Long Context benchmarks
BenchmarkSeed 2.0 ProPhi-4 Mini
LMArena Longer Query1428—

Writing & Preference Not comparable

Seed 2.0 Pro: 62.9 (#69), Phi-4 Mini: —

Writing & Preference benchmarks
BenchmarkSeed 2.0 ProPhi-4 Mini
LMArena Text1448—
LMArena Creative Writing1406—
LMArena Multi-Turn1441—

Frequently asked questions

Is Seed 2.0 Pro better than Phi-4 Mini?

Seed 2.0 Pro is the stronger model overall, scoring 43.2 to 30.9 on the Noometry Index. Phi-4 Mini costs 8.6× 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 Phi-4 Mini?

Phi-4 Mini is cheaper. It lists at $0.075 per million input tokens and $0.30 per million output tokens; Seed 2.0 Pro lists at $0.50 and $3.

Is Seed 2.0 Pro or Phi-4 Mini better for coding?

Seed 2.0 Pro scores higher on coding benchmarks: 43.5 versus 28.1 in the Noometry coding category.

Which has the bigger context window?

Seed 2.0 Pro does, with 256K tokens against 128K.

How many benchmarks do Seed 2.0 Pro and Phi-4 Mini share?

0 benchmarks have published results for both models. Seed 2.0 Pro has 20 scored results on Noometry and Phi-4 Mini has 3.

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