Model comparison

Seed 2.0 Pro vs Phi 3 Small 8k Instruct

Seed 2.0 Pro is the stronger model overall, scoring 42.5 to 28.8 on the Noometry Index.

Last verified . 17 shared benchmarks.

Seed 2.0 Pro ByteDance Seed

42.5

Rank #97 Confirmed

Phi 3 Small 8k Instruct Microsoft

28.8

Rank #310 Confirmed

Summary

  • They share 17 benchmarks with published results for both. Seed 2.0 Pro scores higher in 8 categories and Phi 3 Small 8k Instruct in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Seed 2.0 Pro leads 63.0 to 31.3.
  • Phi 3 Small 8k Instruct has downloadable open weights; the other is API-only.

Side by side

Seed 2.0 Pro and Phi 3 Small 8k Instruct specifications
Seed 2.0 ProPhi 3 Small 8k Instruct
ProviderByteDance SeedMicrosoft
Noometry Index42.528.8
Released2026-02-142024-04-23
WeightsProprietaryOpen
Context window256K—
Max output128K—
Input $ / M tokens$0.50—
Output $ / M tokens$3—
Results tracked2032

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Category by category

Coding Seed 2.0 Pro leads

Seed 2.0 Pro: 42.9 (#84), Phi 3 Small 8k Instruct: 27.4 (#313)

Coding benchmarks
BenchmarkSeed 2.0 ProPhi 3 Small 8k Instruct
LMArena Coding14721102
LiveBench Coding—20.3%

Reasoning Seed 2.0 Pro leads

Seed 2.0 Pro: 23.1 (#167), Phi 3 Small 8k Instruct: 14.2 (#319)

Reasoning benchmarks
BenchmarkSeed 2.0 ProPhi 3 Small 8k Instruct
LMArena Hard Prompts14531100
NYT Connections (extended)28.4%—
Thematic Generalization57.1%—
LiveBench Reasoning—15.9%
LiveBench Data Analysis—30.3%
Adversarial NLI—58.1%
BIG-Bench Hard—79.1%
HellaSwag—77%
LiveBench—24%
WinoGrande—81.5%

Math Seed 2.0 Pro leads

Seed 2.0 Pro: 36.5 (#110), Phi 3 Small 8k Instruct: 25.4 (#247)

Math benchmarks
BenchmarkSeed 2.0 ProPhi 3 Small 8k Instruct
LMArena Math14401151
LiveBench Math—17.6%

Knowledge Seed 2.0 Pro leads

Seed 2.0 Pro: 39.6 (#119), Phi 3 Small 8k Instruct: 28.5 (#237)

Knowledge benchmarks
BenchmarkSeed 2.0 ProPhi 3 Small 8k Instruct
LMArena Expert14401067
ARC (AI2) Challenge—90.7%
MMLU—75.7%
OpenBookQA—88%
TriviaQA—58.1%

Multimodal Not comparable

Seed 2.0 Pro: 40.8 (#34), Phi 3 Small 8k Instruct: —

Multimodal benchmarks
BenchmarkSeed 2.0 ProPhi 3 Small 8k Instruct
LMArena Vision1275—

Multilingual Seed 2.0 Pro leads

Seed 2.0 Pro: 54.8 (#37), Phi 3 Small 8k Instruct: 28.6 (#267)

Multilingual benchmarks
BenchmarkSeed 2.0 ProPhi 3 Small 8k Instruct
LMArena Non-English14421058
LMArena Chinese14901061
LMArena French14701134
LMArena German14431080
LMArena Japanese1408966
LMArena Korean1412894
LMArena Russian14501111
LMArena Spanish14601111

Instruction Following Seed 2.0 Pro leads

Seed 2.0 Pro: 74.7 (#86), Phi 3 Small 8k Instruct: 52.2 (#287)

Instruction Following benchmarks
BenchmarkSeed 2.0 ProPhi 3 Small 8k Instruct
LMArena Instruction Following14141087
LiveBench Instruction Following—47.2%

Long Context Seed 2.0 Pro leads

Seed 2.0 Pro: 43.6 (#85), Phi 3 Small 8k Instruct: 33.0 (#262)

Long Context benchmarks
BenchmarkSeed 2.0 ProPhi 3 Small 8k Instruct
LMArena Longer Query14281088

Writing & Preference Seed 2.0 Pro leads

Seed 2.0 Pro: 63.0 (#66), Phi 3 Small 8k Instruct: 31.3 (#279)

Writing & Preference benchmarks
BenchmarkSeed 2.0 ProPhi 3 Small 8k Instruct
LMArena Text14481110
LMArena Creative Writing14061083
LMArena Multi-Turn14411068
LiveBench Language—12.9%

Frequently asked questions

Is Seed 2.0 Pro better than Phi 3 Small 8k Instruct?

Seed 2.0 Pro is the stronger model overall, scoring 42.5 to 28.8 on the Noometry Index.

Is Seed 2.0 Pro or Phi 3 Small 8k Instruct better for coding?

Seed 2.0 Pro scores higher on coding benchmarks: 42.9 versus 27.4 in the Noometry coding category.

How many benchmarks do Seed 2.0 Pro and Phi 3 Small 8k Instruct share?

17 benchmarks have published results for both models. Seed 2.0 Pro has 20 scored results on Noometry and Phi 3 Small 8k Instruct has 32.

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