Model comparison

Seed 2.0 Pro vs Olmo 3 32b Think

Seed 2.0 Pro is the stronger model overall, scoring 43.2 to 38.7 on the Noometry Index.

Last verified . 14 shared benchmarks.

Seed 2.0 Pro ByteDance Seed

43.2

Rank #96 Confirmed

Summary

  • They share 14 benchmarks with published results for both. Seed 2.0 Pro scores higher in 7 categories and Olmo 3 32b Think in 1 category; 8 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Seed 2.0 Pro leads 62.9 to 49.1.
  • Olmo 3 32b Think has downloadable open weights; the other is API-only.

Side by side

Seed 2.0 Pro and Olmo 3 32b Think specifications
Seed 2.0 ProOlmo 3 32b Think
ProviderByteDance SeedAllen Institute for AI (Ai2)
Noometry Index43.238.7
Released2026-02-14—
WeightsProprietaryOpen
Context window256K—
Max output128K—
Input $ / M tokens$0.50—
Output $ / M tokens$3—
Results tracked2014

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Category by category

Coding Seed 2.0 Pro leads

Seed 2.0 Pro: 43.5 (#86), Olmo 3 32b Think: 38.6 (#172)

Coding benchmarks
BenchmarkSeed 2.0 ProOlmo 3 32b Think
LMArena Coding14721319

Reasoning Olmo 3 32b Think leads

Seed 2.0 Pro: 24.1 (#165), Olmo 3 32b Think: 25.9 (#140)

Reasoning benchmarks
BenchmarkSeed 2.0 ProOlmo 3 32b Think
LMArena Hard Prompts14531302
NYT Connections (extended)28.4%—
Thematic Generalization57.1%—

Math Seed 2.0 Pro leads

Seed 2.0 Pro: 39.3 (#108), Olmo 3 32b Think: 36.5 (#165)

Math benchmarks
BenchmarkSeed 2.0 ProOlmo 3 32b Think
LMArena Math14391316

Knowledge Seed 2.0 Pro leads

Seed 2.0 Pro: 40.2 (#122), Olmo 3 32b Think: 35.0 (#190)

Knowledge benchmarks
BenchmarkSeed 2.0 ProOlmo 3 32b Think
LMArena Expert14401273

Multimodal Not comparable

Seed 2.0 Pro: 41.5 (#35), Olmo 3 32b Think: —

Multimodal benchmarks
BenchmarkSeed 2.0 ProOlmo 3 32b Think
LMArena Vision1274—

Multilingual Seed 2.0 Pro leads

Seed 2.0 Pro: 54.5 (#39), Olmo 3 32b Think: 41.2 (#210)

Multilingual benchmarks
BenchmarkSeed 2.0 ProOlmo 3 32b Think
LMArena Non-English14411255
LMArena Chinese14891300
LMArena French14711291
LMArena German14421290
LMArena Russian14491254
LMArena Japanese1408—
LMArena Korean1411—
LMArena Spanish1460—

Instruction Following Seed 2.0 Pro leads

Seed 2.0 Pro: 74.5 (#91), Olmo 3 32b Think: 67.2 (#198)

Instruction Following benchmarks
BenchmarkSeed 2.0 ProOlmo 3 32b Think
LMArena Instruction Following14141275

Long Context Seed 2.0 Pro leads

Seed 2.0 Pro: 43.6 (#90), Olmo 3 32b Think: 39.4 (#182)

Long Context benchmarks
BenchmarkSeed 2.0 ProOlmo 3 32b Think
LMArena Longer Query14281296

Writing & Preference Seed 2.0 Pro leads

Seed 2.0 Pro: 62.9 (#69), Olmo 3 32b Think: 49.1 (#193)

Writing & Preference benchmarks
BenchmarkSeed 2.0 ProOlmo 3 32b Think
LMArena Text14481300
LMArena Creative Writing14061256
LMArena Multi-Turn14411290

Frequently asked questions

Is Seed 2.0 Pro better than Olmo 3 32b Think?

Seed 2.0 Pro is the stronger model overall, scoring 43.2 to 38.7 on the Noometry Index.

Is Seed 2.0 Pro or Olmo 3 32b Think better for coding?

Seed 2.0 Pro scores higher on coding benchmarks: 43.5 versus 38.6 in the Noometry coding category.

How many benchmarks do Seed 2.0 Pro and Olmo 3 32b Think share?

14 benchmarks have published results for both models. Seed 2.0 Pro has 20 scored results on Noometry and Olmo 3 32b Think has 14.

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