Model comparison

Codellama 34b Instruct vs GPT-4.1 mini

GPT-4.1 mini is the stronger model overall, scoring 33.6 to 30.8 on the Noometry Index.

Last verified . 11 shared benchmarks.

Codellama 34b Instruct Meta

30.8

Rank #287 Confirmed

GPT-4.1 mini OpenAI

33.6

Rank #240 Confirmed

Summary

  • They share 11 benchmarks with published results for both. Codellama 34b Instruct scores higher in 2 categories and GPT-4.1 mini in 5 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in instruction following, where GPT-4.1 mini leads 73.7 to 52.2.
  • The biggest single-benchmark swing is BigCodeBench Instruct: 29% for Codellama 34b Instruct and 48.9% for GPT-4.1 mini.
  • Codellama 34b Instruct has downloadable open weights; the other is API-only.

Side by side

Codellama 34b Instruct and GPT-4.1 mini specifications
Codellama 34b InstructGPT-4.1 mini
ProviderMetaOpenAI
Noometry Index30.833.6
Released—2025-04-14
WeightsOpenProprietary
Context window—1.05M
Max output—33K
Input $ / M tokens—$0.40
Output $ / M tokens—$1.60
Results tracked1447

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Category by category

Coding GPT-4.1 mini leads

Codellama 34b Instruct: 28.5 (#314), GPT-4.1 mini: 30.6 (#293)

Coding benchmarks
BenchmarkCodellama 34b InstructGPT-4.1 mini
BigCodeBench Instruct29%48.9%
LMArena Coding10461367
SWE-bench Verified (bash only)—23.9%
Aider Polyglot—32.4%
SciCode—40.4%
WeirdML—37.6%
BigCodeBench Complete37.1%—
CadEval—16%
HumanEval+43.9%—
MBPP+56.3%—

Agentic & Tool Use Not comparable

Codellama 34b Instruct: —, GPT-4.1 mini: 33.3 (#55)

Agentic & Tool Use benchmarks
BenchmarkCodellama 34b InstructGPT-4.1 mini
Berkeley Function Calling Leaderboard—50.5%

Reasoning Codellama 34b Instruct leads

Codellama 34b Instruct: 19.6 (#255), GPT-4.1 mini: 10.8 (#340)

Reasoning benchmarks
BenchmarkCodellama 34b InstructGPT-4.1 mini
LMArena Hard Prompts10321349
ARC-AGI-2—0%
Kagi LLM Benchmark—48.6%
ARC-AGI-1—3.5%
CritPt—0%
Chess Puzzles—7%
Mystery Game Puzzles—7%
DTBench—68.8%
LMCA—21.1%
Epoch Capabilities Index—135.01

Math Codellama 34b Instruct leads

Codellama 34b Instruct: 31.0 (#230), GPT-4.1 mini: 24.1 (#270)

Math benchmarks
BenchmarkCodellama 34b InstructGPT-4.1 mini
LMArena Math10561343
FrontierMath (Tiers 1-3)—6.7%
OTIS Mock AIME 2024-2025—44.7%
Omni-MATH—49.1%
MATH Level 5—87.3%
FrontierMath (Feb 2025 set)—4.5%

Knowledge Not comparable

Codellama 34b Instruct: —, GPT-4.1 mini: 34.7 (#194)

Knowledge benchmarks
BenchmarkCodellama 34b InstructGPT-4.1 mini
GPQA Diamond—65.8%
SimpleQA Verified—12.7%
MMLU-Pro—78.3%
GPQA (HELM)—61.4%
LMArena Expert—1338

Multimodal Not comparable

Codellama 34b Instruct: —, GPT-4.1 mini: 35.8 (#82)

Multimodal benchmarks
BenchmarkCodellama 34b InstructGPT-4.1 mini
LMArena Vision—1181

Multilingual GPT-4.1 mini leads

Codellama 34b Instruct: 25.8 (#284), GPT-4.1 mini: 45.7 (#166)

Multilingual benchmarks
BenchmarkCodellama 34b InstructGPT-4.1 mini
LMArena Non-English10111318
LMArena Chinese9761329
LMArena French—1358
LMArena German—1351
LMArena Japanese—1290
LMArena Korean—1298
LMArena Russian—1324
LMArena Spanish—1319

Instruction Following GPT-4.1 mini leads

Codellama 34b Instruct: 52.2 (#291), GPT-4.1 mini: 73.7 (#118)

Instruction Following benchmarks
BenchmarkCodellama 34b InstructGPT-4.1 mini
LMArena Instruction Following10281333
IFEval—90.4%

Long Context Too close to call

Codellama 34b Instruct: 30.9 (#284), GPT-4.1 mini: 31.8 (#275)

Long Context benchmarks
BenchmarkCodellama 34b InstructGPT-4.1 mini
LMArena Longer Query10131344
Fiction.LiveBench—44.4%

Writing & Preference GPT-4.1 mini leads

Codellama 34b Instruct: 28.2 (#297), GPT-4.1 mini: 48.6 (#199)

Writing & Preference benchmarks
BenchmarkCodellama 34b InstructGPT-4.1 mini
LMArena Text10661340
LMArena Creative Writing10321300
LMArena Multi-Turn10151354
EQ-Bench Creative Writing—1147
WildBench—83.8%

Frequently asked questions

Is Codellama 34b Instruct better than GPT-4.1 mini?

GPT-4.1 mini is the stronger model overall, scoring 33.6 to 30.8 on the Noometry Index.

Is Codellama 34b Instruct or GPT-4.1 mini better for coding?

GPT-4.1 mini scores higher on coding benchmarks: 30.6 versus 28.5 in the Noometry coding category.

How many benchmarks do Codellama 34b Instruct and GPT-4.1 mini share?

11 benchmarks have published results for both models. Codellama 34b Instruct has 14 scored results on Noometry and GPT-4.1 mini has 47.

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