Model comparison

Gemma 2B vs GPT-4o

Gemma 2B and GPT-4o score almost the same on the Noometry Index (29.1 vs 28.5), so choose on price, context window or the category you care about most.

Last verified . 15 shared benchmarks.

Gemma 2B Google

29.1

Rank #305 Confirmed

GPT-4o OpenAI

28.5

Rank #316 Confirmed

Summary

  • They share 15 benchmarks with published results for both. Gemma 2B scores higher in 3 categories and GPT-4o in 4 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where GPT-4o leads 52.8 to 24.1.
  • Gemma 2B has downloadable open weights; the other is API-only.

Side by side

Gemma 2B and GPT-4o specifications
Gemma 2BGPT-4o
ProviderGoogleOpenAI
Noometry Index29.128.5
Released2024-02-212024-05-13
WeightsOpenProprietary
Context window—128K
Max output—16K
Input $ / M tokens—$2.50
Output $ / M tokens—$10
Results tracked2372

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Category by category

Coding Gemma 2B leads

Gemma 2B: 28.9 (#300), GPT-4o: 25.1 (#323)

Coding benchmarks
BenchmarkGemma 2BGPT-4o
LMArena Coding10101297
HumanEval+20.7%87.2%
MBPP+34.1%72.2%
SWE-bench Verified—31%
SWE-bench Verified (bash only)—21.6%
Aider Polyglot—45.3%
GSO—0%
WeirdML—25.1%
BigCodeBench Instruct—51.1%
LiveBench Coding—51.4%
BigCodeBench Complete—61.1%
CadEval—26%

Agentic & Tool Use Not comparable

Gemma 2B: —, GPT-4o: 20.8 (#133)

Agentic & Tool Use benchmarks
BenchmarkGemma 2BGPT-4o
GDPval—9.9%
TheAgentCompany—8.6%
Cybench—12.5%
BALROG—32.3%
LMArena Search—1006
METR Time Horizons—40.8%

Reasoning Gemma 2B leads

Gemma 2B: 17.9 (#275), GPT-4o: 9.4 (#338)

Reasoning benchmarks
BenchmarkGemma 2BGPT-4o
LMArena Hard Prompts9891281
Epoch Capabilities Index93.57128.97
ARC-AGI-2—0%
SimpleBench—17.8%
ARC-AGI-1—4.5%
CritPt—0%
Chess Puzzles—13%
EnigmaEval—0.8%
LiveBench Reasoning—55.8%
DTBench—64.5%
LiveBench Data Analysis—60.9%
LMCA—16.6%
BIG-Bench Hard35.2%—
ForecastBench—57.7
HellaSwag71.4%—
LiveBench—55.3%
PIQA77.3%—
WinoGrande65.4%—

Math Gemma 2B leads

Gemma 2B: 27.6 (#237), GPT-4o: 10.2 (#303)

Math benchmarks
BenchmarkGemma 2BGPT-4o
LMArena Math10091285
FrontierMath (Tiers 1-3)—0.4%
OTIS Mock AIME 2024-2025—6.4%
Omni-MATH—29.3%
LiveBench Math—49.5%
MATH Level 5—53.3%
FrontierMath (Feb 2025 set)—0.3%
GSM8K17.7%—

Knowledge Not comparable

Gemma 2B: —, GPT-4o: 28.8 (#235)

Knowledge benchmarks
BenchmarkGemma 2BGPT-4o
MMLU42.3%88.1%
GPQA Diamond—49.2%
Humanity's Last Exam—2.7%
SimpleQA Verified—26%
MMLU-Pro—71.3%
Confabulations—15.3%
Vectara Hallucination Rate—9.6%
GPQA (HELM)—52%
LMArena Expert—1250
ARC (AI2) Challenge42.1%—
BoolQ69.4%—
TriviaQA53.2%—

Multimodal Not comparable

Gemma 2B: —, GPT-4o: 33.9 (#85)

Multimodal benchmarks
BenchmarkGemma 2BGPT-4o
LMArena Vision—1137
Video-MME—71.9%
GeoBench—71%
VPCT—40%
ScienceQA—88.5%

Multilingual GPT-4o leads

Gemma 2B: 23.1 (#289), GPT-4o: 43.4 (#181)

Multilingual benchmarks
BenchmarkGemma 2BGPT-4o
LMArena Non-English9581283
LMArena Chinese9861277
LMArena Russian9371286
LMArena French—1303
LMArena German—1282
LMArena Japanese—1257
LMArena Korean—1234
LMArena Spanish—1292

Instruction Following GPT-4o leads

Gemma 2B: 48.8 (#297), GPT-4o: 66.8 (#202)

Instruction Following benchmarks
BenchmarkGemma 2BGPT-4o
LMArena Instruction Following9711278
LiveBench Instruction Following—68.6%
IFEval—81.7%

Long Context GPT-4o leads

Gemma 2B: 29.9 (#286), GPT-4o: 39.4 (#174)

Long Context benchmarks
BenchmarkGemma 2BGPT-4o
LMArena Longer Query9811289
Fiction.LiveBench—66.7%

Writing & Preference GPT-4o leads

Gemma 2B: 24.1 (#303), GPT-4o: 52.8 (#160)

Writing & Preference benchmarks
BenchmarkGemma 2BGPT-4o
LMArena Text10021300
LMArena Creative Writing9861291
LMArena Multi-Turn9451302
Short-Story Creative Writing—81.8%
WildBench—82.8%
LiveBench Language—47.6%

Frequently asked questions

Is Gemma 2B better than GPT-4o?

Gemma 2B and GPT-4o score almost the same on the Noometry Index (29.1 vs 28.5), so choose on price, context window or the category you care about most.

Is Gemma 2B or GPT-4o better for coding?

Gemma 2B scores higher on coding benchmarks: 28.9 versus 25.1 in the Noometry coding category.

How many benchmarks do Gemma 2B and GPT-4o share?

15 benchmarks have published results for both models. Gemma 2B has 23 scored results on Noometry and GPT-4o has 72.

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