Model comparison

Claude Sonnet 4 vs Olmo 7b Instruct

Claude Sonnet 4 is the stronger model overall, scoring 40.6 to 29.7 on the Noometry Index.

Last verified . 10 shared benchmarks.

Claude Sonnet 4 Anthropic

40.6

Rank #139 Confirmed

Summary

  • They share 10 benchmarks with published results for both. Claude Sonnet 4 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 Claude Sonnet 4 leads 57.3 to 26.0.
  • Olmo 7b Instruct has downloadable open weights; the other is API-only.

Side by side

Claude Sonnet 4 and Olmo 7b Instruct specifications
Claude Sonnet 4Olmo 7b Instruct
ProviderAnthropicAllen Institute for AI (Ai2)
Noometry Index40.629.7
Released2025-05-22—
WeightsProprietaryOpen
Context window200K—
Max output64K—
Input $ / M tokens$3—
Output $ / M tokens$15—
Results tracked5810

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Category by category

Coding Claude Sonnet 4 leads

Claude Sonnet 4: 44.0 (#70), Olmo 7b Instruct: 29.1 (#298)

Coding benchmarks
BenchmarkClaude Sonnet 4Olmo 7b Instruct
LMArena Coding14141016
SWE-bench Verified (bash only)64.9%—
Aider Polyglot61.3%—
SciCode40%—
GSO4.9%—
WeirdML46.1%—
ALE-Bench655.35—

Agentic & Tool Use Not comparable

Claude Sonnet 4: 38.3 (#29), Olmo 7b Instruct: —

Agentic & Tool Use benchmarks
BenchmarkClaude Sonnet 4Olmo 7b Instruct
TheAgentCompany33.1%—
Cybench35%—
DeepResearch Bench46.6%—
OSWorld43.9%—
METR Time Horizons62%—

Reasoning Claude Sonnet 4 leads

Claude Sonnet 4: 23.0 (#169), Olmo 7b Instruct: 18.0 (#273)

Reasoning benchmarks
BenchmarkClaude Sonnet 4Olmo 7b Instruct
LMArena Hard Prompts1372993
ARC-AGI-25.9%—
SimpleBench45.5%—
Kagi LLM Benchmark73%—
ARC-AGI-140%—
CritPt0.3%—
EnigmaEval3.1%—
DTBench77.1%—
LMCA29%—
Epoch Capabilities Index141.69—
ForecastBench60.2—

Math Claude Sonnet 4 leads

Claude Sonnet 4: 41.5 (#71), Olmo 7b Instruct: 27.8 (#234)

Math benchmarks
BenchmarkClaude Sonnet 4Olmo 7b Instruct
LMArena Math13751018
OTIS Mock AIME 2024-202571.1%—
Omni-MATH60.2%—
MATH Level 584.4%—
FrontierMath (Feb 2025 set)4.1%—
FrontierMath Tier 4 (v1)0%—

Knowledge Not comparable

Claude Sonnet 4: 41.6 (#99), Olmo 7b Instruct: —

Knowledge benchmarks
BenchmarkClaude Sonnet 4Olmo 7b Instruct
GPQA Diamond79.2%—
Humanity's Last Exam7.8%—
MMLU-Pro84.3%—
Confabulations13.2%—
Vectara Hallucination Rate10.3%—
GPQA (HELM)70.6%—
LMArena Expert1371—

Multimodal Not comparable

Claude Sonnet 4: 25.6 (#116), Olmo 7b Instruct: —

Multimodal benchmarks
BenchmarkClaude Sonnet 4Olmo 7b Instruct
LMArena Vision1191—
GeoBench37%—
VPCT34%—
MindCube44.8%—

Multilingual Claude Sonnet 4 leads

Claude Sonnet 4: 46.9 (#151), Olmo 7b Instruct: 24.1 (#286)

Multilingual benchmarks
BenchmarkClaude Sonnet 4Olmo 7b Instruct
LMArena Non-English1333977
LMArena Chinese13511013
LMArena Russian1355946
LMArena French1364—
LMArena German1331—
LMArena Japanese1301—
LMArena Korean1293—
LMArena Spanish1356—

Instruction Following Claude Sonnet 4 leads

Claude Sonnet 4: 71.8 (#141), Olmo 7b Instruct: 49.3 (#296)

Instruction Following benchmarks
BenchmarkClaude Sonnet 4Olmo 7b Instruct
LMArena Instruction Following1375978
IFEval84%—

Long Context Not comparable

Claude Sonnet 4: 33.6 (#254), Olmo 7b Instruct: —

Long Context benchmarks
BenchmarkClaude Sonnet 4Olmo 7b Instruct
Fiction.LiveBench46.9%—
LMArena Longer Query1398—

Writing & Preference Claude Sonnet 4 leads

Claude Sonnet 4: 57.3 (#127), Olmo 7b Instruct: 26.0 (#298)

Writing & Preference benchmarks
BenchmarkClaude Sonnet 4Olmo 7b Instruct
LMArena Text13511032
LMArena Creative Writing1345990
LMArena Multi-Turn13761007
Short-Story Creative Writing81.4%—
EQ-Bench Creative Writing1483—
WildBench83.8%—

Frequently asked questions

Is Claude Sonnet 4 better than Olmo 7b Instruct?

Claude Sonnet 4 is the stronger model overall, scoring 40.6 to 29.7 on the Noometry Index.

Is Claude Sonnet 4 or Olmo 7b Instruct better for coding?

Claude Sonnet 4 scores higher on coding benchmarks: 44.0 versus 29.1 in the Noometry coding category.

How many benchmarks do Claude Sonnet 4 and Olmo 7b Instruct share?

10 benchmarks have published results for both models. Claude Sonnet 4 has 58 scored results on Noometry and Olmo 7b Instruct has 10.

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