Model comparison

Codellama 34b Instruct vs Gemini 2.0 Flash (Feb 2025)

Gemini 2.0 Flash (Feb 2025) is the stronger model overall, scoring 35.1 to 30.8 on the Noometry Index.

Last verified . 12 shared benchmarks.

Codellama 34b Instruct Meta

30.8

Rank #287 Confirmed

Gemini 2.0 Flash (Feb 2025) Google

35.1

Rank #228 Confirmed

Summary

  • They share 12 benchmarks with published results for both. Codellama 34b Instruct scores higher in 2 categories and Gemini 2.0 Flash (Feb 2025) in 5 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in instruction following, where Gemini 2.0 Flash (Feb 2025) leads 74.4 to 52.2.
  • The biggest single-benchmark swing is BigCodeBench Complete: 37.1% for Codellama 34b Instruct and 59.9% for Gemini 2.0 Flash (Feb 2025).
  • Codellama 34b Instruct has downloadable open weights; the other is API-only.

Side by side

Codellama 34b Instruct and Gemini 2.0 Flash (Feb 2025) specifications
Codellama 34b InstructGemini 2.0 Flash (Feb 2025)
ProviderMetaGoogle
Noometry Index30.835.1
Released—2024-12-06
WeightsOpenProprietary
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked1454

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Category by category

Coding Too close to call

Codellama 34b Instruct: 28.5 (#314), Gemini 2.0 Flash (Feb 2025): 28.4 (#315)

Coding benchmarks
BenchmarkCodellama 34b InstructGemini 2.0 Flash (Feb 2025)
BigCodeBench Instruct29%45.9%
LMArena Coding10461350
BigCodeBench Complete37.1%59.9%
SWE-bench Verified (bash only)—13.5%
Aider Polyglot—38.2%
WeirdML—25.8%
LiveBench Coding—63.4%
CadEval—30%
HumanEval+43.9%—
MBPP+56.3%—

Agentic & Tool Use Not comparable

Codellama 34b Instruct: —, Gemini 2.0 Flash (Feb 2025): 28.1 (#92)

Agentic & Tool Use benchmarks
BenchmarkCodellama 34b InstructGemini 2.0 Flash (Feb 2025)
TheAgentCompany—11.4%

Reasoning Codellama 34b Instruct leads

Codellama 34b Instruct: 19.6 (#255), Gemini 2.0 Flash (Feb 2025): 15.2 (#318)

Reasoning benchmarks
BenchmarkCodellama 34b InstructGemini 2.0 Flash (Feb 2025)
LMArena Hard Prompts10321346
ARC-AGI-2—1.3%
SimpleBench—31.1%
Kagi LLM Benchmark—37.8%
EnigmaEval—1.1%
LiveBench Reasoning—78.2%
DTBench—63.2%
LiveBench Data Analysis—69.4%
Epoch Capabilities Index—135.36
LiveBench—66.9%

Math Gemini 2.0 Flash (Feb 2025) leads

Codellama 34b Instruct: 31.0 (#230), Gemini 2.0 Flash (Feb 2025): 37.9 (#146)

Math benchmarks
BenchmarkCodellama 34b InstructGemini 2.0 Flash (Feb 2025)
LMArena Math10561352
OTIS Mock AIME 2024-2025—57.8%
Omni-MATH—45.9%
LiveBench Math—75.8%
MATH Level 5—82.2%
FrontierMath (Feb 2025 set)—1.7%

Knowledge Not comparable

Codellama 34b Instruct: —, Gemini 2.0 Flash (Feb 2025): 32.0 (#213)

Knowledge benchmarks
BenchmarkCodellama 34b InstructGemini 2.0 Flash (Feb 2025)
GPQA Diamond—64.1%
Humanity's Last Exam—6.6%
MMLU-Pro—73.7%
Confabulations—12.4%
GPQA (HELM)—55.6%
LMArena Expert—1339
MMLU—79.7%

Multimodal Not comparable

Codellama 34b Instruct: —, Gemini 2.0 Flash (Feb 2025): 36.5 (#79)

Multimodal benchmarks
BenchmarkCodellama 34b InstructGemini 2.0 Flash (Feb 2025)
LMArena Vision—1158
GeoBench—77%

Multilingual Gemini 2.0 Flash (Feb 2025) leads

Codellama 34b Instruct: 25.8 (#284), Gemini 2.0 Flash (Feb 2025): 47.4 (#149)

Multilingual benchmarks
BenchmarkCodellama 34b InstructGemini 2.0 Flash (Feb 2025)
LMArena Non-English10111342
LMArena Chinese9761373
LMArena French—1391
LMArena German—1353
LMArena Japanese—1294
LMArena Korean—1313
LMArena Russian—1351
LMArena Spanish—1363

Instruction Following Gemini 2.0 Flash (Feb 2025) leads

Codellama 34b Instruct: 52.2 (#291), Gemini 2.0 Flash (Feb 2025): 74.4 (#97)

Instruction Following benchmarks
BenchmarkCodellama 34b InstructGemini 2.0 Flash (Feb 2025)
LMArena Instruction Following10281336
LiveBench Instruction Following—85.8%
IFEval—84.1%

Long Context Gemini 2.0 Flash (Feb 2025) leads

Codellama 34b Instruct: 30.9 (#284), Gemini 2.0 Flash (Feb 2025): 38.1 (#203)

Long Context benchmarks
BenchmarkCodellama 34b InstructGemini 2.0 Flash (Feb 2025)
LMArena Longer Query10131344
Fiction.LiveBench—61.1%

Writing & Preference Gemini 2.0 Flash (Feb 2025) leads

Codellama 34b Instruct: 28.2 (#297), Gemini 2.0 Flash (Feb 2025): 49.5 (#190)

Writing & Preference benchmarks
BenchmarkCodellama 34b InstructGemini 2.0 Flash (Feb 2025)
LMArena Text10661354
LMArena Creative Writing10321340
LMArena Multi-Turn10151350
Short-Story Creative Writing—73.8%
EQ-Bench Creative Writing—1128
WildBench—80%
LiveBench Language—51.3%

Frequently asked questions

Is Codellama 34b Instruct better than Gemini 2.0 Flash (Feb 2025)?

Gemini 2.0 Flash (Feb 2025) is the stronger model overall, scoring 35.1 to 30.8 on the Noometry Index.

Is Codellama 34b Instruct or Gemini 2.0 Flash (Feb 2025) better for coding?

They score almost the same on coding (28.5 vs 28.4); test both on your own repository before choosing.

How many benchmarks do Codellama 34b Instruct and Gemini 2.0 Flash (Feb 2025) share?

12 benchmarks have published results for both models. Codellama 34b Instruct has 14 scored results on Noometry and Gemini 2.0 Flash (Feb 2025) has 54.

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