Model comparison

Seed 2.0 Pro vs Olmo 7b Instruct

Seed 2.0 Pro is the stronger model overall, scoring 43.2 to 30.3 on the Noometry Index.

Last verified . 10 shared benchmarks.

Seed 2.0 Pro ByteDance Seed

43.2

Rank #96 Confirmed

Summary

  • They share 10 benchmarks with published results for both. Seed 2.0 Pro scores higher in 6 categories and Olmo 7b Instruct in 0 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Seed 2.0 Pro leads 62.9 to 25.8.
  • Olmo 7b Instruct has downloadable open weights; the other is API-only.

Side by side

Seed 2.0 Pro and Olmo 7b Instruct specifications
Seed 2.0 ProOlmo 7b Instruct
ProviderByteDance SeedAllen Institute for AI (Ai2)
Noometry Index43.230.3
Released2026-02-14—
WeightsProprietaryOpen
Context window256K—
Max output128K—
Input $ / M tokens$0.50—
Output $ / M tokens$3—
Results tracked2010

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Category by category

Coding Seed 2.0 Pro leads

Seed 2.0 Pro: 43.5 (#86), Olmo 7b Instruct: 29.6 (#303)

Coding benchmarks
BenchmarkSeed 2.0 ProOlmo 7b Instruct
LMArena Coding14721016

Reasoning Seed 2.0 Pro leads

Seed 2.0 Pro: 24.1 (#165), Olmo 7b Instruct: 18.8 (#274)

Reasoning benchmarks
BenchmarkSeed 2.0 ProOlmo 7b Instruct
LMArena Hard Prompts1453993
NYT Connections (extended)28.4%—
Thematic Generalization57.1%—

Math Seed 2.0 Pro leads

Seed 2.0 Pro: 39.3 (#108), Olmo 7b Instruct: 30.2 (#237)

Math benchmarks
BenchmarkSeed 2.0 ProOlmo 7b Instruct
LMArena Math14391018

Knowledge Not comparable

Seed 2.0 Pro: 40.2 (#122), Olmo 7b Instruct: —

Knowledge benchmarks
BenchmarkSeed 2.0 ProOlmo 7b Instruct
LMArena Expert1440—

Multimodal Not comparable

Seed 2.0 Pro: 41.5 (#35), Olmo 7b Instruct: —

Multimodal benchmarks
BenchmarkSeed 2.0 ProOlmo 7b Instruct
LMArena Vision1274—

Multilingual Seed 2.0 Pro leads

Seed 2.0 Pro: 54.5 (#39), Olmo 7b Instruct: 24.0 (#291)

Multilingual benchmarks
BenchmarkSeed 2.0 ProOlmo 7b Instruct
LMArena Non-English1441977
LMArena Chinese14891014
LMArena Russian1449947
LMArena French1471—
LMArena German1442—
LMArena Japanese1408—
LMArena Korean1411—
LMArena Spanish1460—

Instruction Following Seed 2.0 Pro leads

Seed 2.0 Pro: 74.5 (#91), Olmo 7b Instruct: 49.0 (#301)

Instruction Following benchmarks
BenchmarkSeed 2.0 ProOlmo 7b Instruct
LMArena Instruction Following1414978

Long Context Not comparable

Seed 2.0 Pro: 43.6 (#90), Olmo 7b Instruct: —

Long Context benchmarks
BenchmarkSeed 2.0 ProOlmo 7b Instruct
LMArena Longer Query1428—

Writing & Preference Seed 2.0 Pro leads

Seed 2.0 Pro: 62.9 (#69), Olmo 7b Instruct: 25.8 (#303)

Writing & Preference benchmarks
BenchmarkSeed 2.0 ProOlmo 7b Instruct
LMArena Text14481032
LMArena Creative Writing1406990
LMArena Multi-Turn14411007

Frequently asked questions

Is Seed 2.0 Pro better than Olmo 7b Instruct?

Seed 2.0 Pro is the stronger model overall, scoring 43.2 to 30.3 on the Noometry Index.

Is Seed 2.0 Pro or Olmo 7b Instruct better for coding?

Seed 2.0 Pro scores higher on coding benchmarks: 43.5 versus 29.6 in the Noometry coding category.

How many benchmarks do Seed 2.0 Pro and Olmo 7b Instruct share?

10 benchmarks have published results for both models. Seed 2.0 Pro has 20 scored results on Noometry and Olmo 7b Instruct has 10.

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