Model comparison

Codellama 34b Instruct vs Gemini 3.6 Flash

Gemini 3.6 Flash is the stronger model overall, scoring 54.1 to 30.8 on the Noometry Index.

Last verified . 10 shared benchmarks.

Codellama 34b Instruct Meta

30.8

Rank #287 Confirmed

Gemini 3.6 Flash Google

54.1

Rank #33 Confirmed

Summary

  • They share 10 benchmarks with published results for both. Codellama 34b Instruct scores higher in 0 categories and Gemini 3.6 Flash in 7 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Gemini 3.6 Flash leads 68.2 to 28.2.
  • Codellama 34b Instruct has downloadable open weights; the other is API-only.

Side by side

Codellama 34b Instruct and Gemini 3.6 Flash specifications
Codellama 34b InstructGemini 3.6 Flash
ProviderMetaGoogle
Noometry Index30.854.1
Released—2026-07-21
WeightsOpenProprietary
Context window—1.05M
Max output—66K
Input $ / M tokens—$0.75
Output $ / M tokens—$3.75
Results tracked1446

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Category by category

Coding Gemini 3.6 Flash leads

Codellama 34b Instruct: 28.5 (#314), Gemini 3.6 Flash: 50.0 (#48)

Coding benchmarks
BenchmarkCodellama 34b InstructGemini 3.6 Flash
LMArena Coding10461491
DeepSWE—46.7%
FrontierCode—34.4%
LMArena WebDev—1538
SciCode—52.7%
WeirdML—56.1%
BigCodeBench Instruct29%—
BigCodeBench Complete37.1%—
ALE-Bench—715.52
HumanEval+43.9%—
MBPP+56.3%—

Agentic & Tool Use Not comparable

Codellama 34b Instruct: —, Gemini 3.6 Flash: 32.3 (#65)

Agentic & Tool Use benchmarks
BenchmarkCodellama 34b InstructGemini 3.6 Flash
APEX-Agents—46.9%
GDP.pdf—14%

Reasoning Gemini 3.6 Flash leads

Codellama 34b Instruct: 19.6 (#255), Gemini 3.6 Flash: 58.8 (#22)

Reasoning benchmarks
BenchmarkCodellama 34b InstructGemini 3.6 Flash
LMArena Hard Prompts10321485
ARC-AGI-2—60.4%
NYT Connections (extended)—89%
ARC-AGI-1—91.2%
CritPt—10.6%
Chess Puzzles—43%
Mystery Game Puzzles—30%
DTBench—95.5%
LMCA—44.9%
Epoch Capabilities Index—154.25

Math Gemini 3.6 Flash leads

Codellama 34b Instruct: 31.0 (#230), Gemini 3.6 Flash: 57.3 (#40)

Math benchmarks
BenchmarkCodellama 34b InstructGemini 3.6 Flash
LMArena Math10561505
FrontierMath (Tiers 1-3)—58.9%
FrontierMath Tier 4—22%
MathArena Final-Answer Competitions—70.8%
OTIS Mock AIME 2024-2025—94.2%
ProofBench—36%

Knowledge Not comparable

Codellama 34b Instruct: —, Gemini 3.6 Flash: 67.8 (#8)

Knowledge benchmarks
BenchmarkCodellama 34b InstructGemini 3.6 Flash
GPQA Diamond—94.1%
SimpleQA Verified—66.2%
LMArena Expert—1488

Multimodal Not comparable

Codellama 34b Instruct: —, Gemini 3.6 Flash: 38.5 (#64)

Multimodal benchmarks
BenchmarkCodellama 34b InstructGemini 3.6 Flash
LMArena Vision—1298
Blueprint-Bench 2—31.2%
Furniture Assembly—23.3%
LMArena Document—1456

Multilingual Gemini 3.6 Flash leads

Codellama 34b Instruct: 25.8 (#284), Gemini 3.6 Flash: 56.5 (#19)

Multilingual benchmarks
BenchmarkCodellama 34b InstructGemini 3.6 Flash
LMArena Non-English10111469
LMArena Chinese9761531
LMArena French—1504
LMArena German—1478
LMArena Japanese—1476
LMArena Korean—1431
LMArena Russian—1487
LMArena Spanish—1475

Instruction Following Gemini 3.6 Flash leads

Codellama 34b Instruct: 52.2 (#291), Gemini 3.6 Flash: 77.0 (#33)

Instruction Following benchmarks
BenchmarkCodellama 34b InstructGemini 3.6 Flash
LMArena Instruction Following10281466

Long Context Gemini 3.6 Flash leads

Codellama 34b Instruct: 30.9 (#284), Gemini 3.6 Flash: 45.1 (#50)

Long Context benchmarks
BenchmarkCodellama 34b InstructGemini 3.6 Flash
LMArena Longer Query10131474

Writing & Preference Gemini 3.6 Flash leads

Codellama 34b Instruct: 28.2 (#297), Gemini 3.6 Flash: 68.2 (#27)

Writing & Preference benchmarks
BenchmarkCodellama 34b InstructGemini 3.6 Flash
LMArena Text10661479
LMArena Creative Writing10321465
LMArena Multi-Turn10151481
EQ-Bench Creative Writing—1604

Frequently asked questions

Is Codellama 34b Instruct better than Gemini 3.6 Flash?

Gemini 3.6 Flash is the stronger model overall, scoring 54.1 to 30.8 on the Noometry Index.

Is Codellama 34b Instruct or Gemini 3.6 Flash better for coding?

Gemini 3.6 Flash scores higher on coding benchmarks: 50.0 versus 28.5 in the Noometry coding category.

How many benchmarks do Codellama 34b Instruct and Gemini 3.6 Flash share?

10 benchmarks have published results for both models. Codellama 34b Instruct has 14 scored results on Noometry and Gemini 3.6 Flash has 46.

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