Model comparison

Codellama 34b Instruct vs Kimi K3

Kimi K3 is the stronger model overall, scoring 59.5 to 30.8 on the Noometry Index.

Last verified . 10 shared benchmarks.

Codellama 34b Instruct Meta

30.8

Rank #287 Confirmed

Kimi K3 Moonshot AI

59.5

Rank #15 Confirmed

Summary

  • They share 10 benchmarks with published results for both. Codellama 34b Instruct scores higher in 0 categories and Kimi K3 in 7 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Kimi K3 leads 76.6 to 28.2.

Side by side

Codellama 34b Instruct and Kimi K3 specifications
Codellama 34b InstructKimi K3
ProviderMetaMoonshot AI
Noometry Index30.859.5
Released—2026-07-16
WeightsOpenOpen
Context window—1.05M
Max output—1.05M
Input $ / M tokens—$3
Output $ / M tokens—$15
Results tracked1453

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Category by category

Coding Kimi K3 leads

Codellama 34b Instruct: 28.5 (#314), Kimi K3: 61.0 (#10)

Coding benchmarks
BenchmarkCodellama 34b InstructKimi K3
LMArena Coding10461508
DeepSWE—68.5%
FrontierCode—44.2%
LMArena WebDev—1654
FrontierSWE—25.9%
SciCode—59.5%
WeirdML—82.6%
BigCodeBench Instruct29%—
BigCodeBench Complete37.1%—
ALE-Bench—1,524
HumanEval+43.9%—
MBPP+56.3%—

Agentic & Tool Use Not comparable

Codellama 34b Instruct: —, Kimi K3: 41.8 (#20)

Agentic & Tool Use benchmarks
BenchmarkCodellama 34b InstructKimi K3
APEX-Agents—50.6%
τ²-bench Banking—37.1%
PostTrainBench—32%
GBAEval—48.3%
GDP.pdf—19%
Vending-Bench 2—5,165

Reasoning Kimi K3 leads

Codellama 34b Instruct: 19.6 (#255), Kimi K3: 63.0 (#17)

Reasoning benchmarks
BenchmarkCodellama 34b InstructKimi K3
LMArena Hard Prompts10321496
ARC-AGI-2—60.4%
SimpleBench—60.7%
NYT Connections (extended)—93.6%
ARC-AGI-1—94.5%
CritPt—23.4%
Chess Puzzles—39%
Mystery Game Puzzles—26%
DTBench—91.2%
LMCA—52.7%
Surface Evolver Bench—95%
Epoch Capabilities Index—157.45
ForecastBench—61.1

Math Kimi K3 leads

Codellama 34b Instruct: 31.0 (#230), Kimi K3: 74.2 (#16)

Math benchmarks
BenchmarkCodellama 34b InstructKimi K3
LMArena Math10561491
FrontierMath (Tiers 1-3)—72.2%
FrontierMath Tier 4—39%
MathArena Final-Answer Competitions—87.8%
OTIS Mock AIME 2024-2025—97.2%
ProofBench—87%

Knowledge Not comparable

Codellama 34b Instruct: —, Kimi K3: 63.2 (#21)

Knowledge benchmarks
BenchmarkCodellama 34b InstructKimi K3
GPQA Diamond—93.1%
SimpleQA Verified—50.6%
LMArena Expert—1521

Multimodal Not comparable

Codellama 34b Instruct: —, Kimi K3: 37.8 (#70)

Multimodal benchmarks
BenchmarkCodellama 34b InstructKimi K3
Blueprint-Bench 2—29.5%
Furniture Assembly—34.2%

Multilingual Kimi K3 leads

Codellama 34b Instruct: 25.8 (#284), Kimi K3: 56.3 (#21)

Multilingual benchmarks
BenchmarkCodellama 34b InstructKimi K3
LMArena Non-English10111466
LMArena Chinese9761529
LMArena French—1491
LMArena German—1488
LMArena Japanese—1487
LMArena Korean—1458
LMArena Russian—1482
LMArena Spanish—1472

Instruction Following Kimi K3 leads

Codellama 34b Instruct: 52.2 (#291), Kimi K3: 77.7 (#14)

Instruction Following benchmarks
BenchmarkCodellama 34b InstructKimi K3
LMArena Instruction Following10281483

Long Context Kimi K3 leads

Codellama 34b Instruct: 30.9 (#284), Kimi K3: 45.8 (#29)

Long Context benchmarks
BenchmarkCodellama 34b InstructKimi K3
LMArena Longer Query10131494

Writing & Preference Kimi K3 leads

Codellama 34b Instruct: 28.2 (#297), Kimi K3: 76.6 (#4)

Writing & Preference benchmarks
BenchmarkCodellama 34b InstructKimi K3
LMArena Text10661476
LMArena Creative Writing10321454
LMArena Multi-Turn10151488
EQ-Bench Creative Writing—2082
EQ-Bench 4—1339

Frequently asked questions

Is Codellama 34b Instruct better than Kimi K3?

Kimi K3 is the stronger model overall, scoring 59.5 to 30.8 on the Noometry Index.

Is Codellama 34b Instruct or Kimi K3 better for coding?

Kimi K3 scores higher on coding benchmarks: 61.0 versus 28.5 in the Noometry coding category.

How many benchmarks do Codellama 34b Instruct and Kimi K3 share?

10 benchmarks have published results for both models. Codellama 34b Instruct has 14 scored results on Noometry and Kimi K3 has 53.

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