Model comparison

Claude Opus 4.8 vs Codellama 34b Instruct

Claude Opus 4.8 is the stronger model overall, scoring 60.7 to 30.8 on the Noometry Index.

Last verified . 10 shared benchmarks.

Claude Opus 4.8 Anthropic

60.7

Rank #13 Confirmed

Codellama 34b Instruct Meta

30.8

Rank #287 Confirmed

Summary

  • They share 10 benchmarks with published results for both. Claude Opus 4.8 scores higher in 7 categories and Codellama 34b Instruct in 0 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in math, where Claude Opus 4.8 leads 78.4 to 31.0.
  • Codellama 34b Instruct has downloadable open weights; the other is API-only.

Side by side

Claude Opus 4.8 and Codellama 34b Instruct specifications
Claude Opus 4.8Codellama 34b Instruct
ProviderAnthropicMeta
Noometry Index60.730.8
Released2026-05-28—
WeightsProprietaryOpen
Context window1M—
Max output128K—
Input $ / M tokens$5—
Output $ / M tokens$25—
Results tracked6514

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Category by category

Coding Claude Opus 4.8 leads

Claude Opus 4.8: 59.9 (#12), Codellama 34b Instruct: 28.5 (#314)

Coding benchmarks
BenchmarkClaude Opus 4.8Codellama 34b Instruct
LMArena Coding14901046
DeepSWE59%—
FrontierCode46.5%—
LMArena WebDev1556—
SciCode53.5%—
GSO47.1%—
WeirdML82.9%—
BigCodeBench Instruct—29%
BigCodeBench Complete—37.1%
ALE-Bench1,564—
HumanEval+—43.9%
MBPP+—56.3%

Agentic & Tool Use Not comparable

Claude Opus 4.8: 47.6 (#11), Codellama 34b Instruct: —

Agentic & Tool Use benchmarks
BenchmarkClaude Opus 4.8Codellama 34b Instruct
APEX-Agents48.9%—
OSWorld 2.020.6%—
Remote Labor Index8.3%—
τ²-bench Banking39.7%—
DeepResearch Bench50.2%—
PostTrainBench33.8%—
GBAEval70.9%—
GDP.pdf24%—
LMArena Search1204—
Vending-Bench 25,787—

Reasoning Claude Opus 4.8 leads

Claude Opus 4.8: 64.7 (#16), Codellama 34b Instruct: 19.6 (#255)

Reasoning benchmarks
BenchmarkClaude Opus 4.8Codellama 34b Instruct
LMArena Hard Prompts14821032
ARC-AGI-272.1%—
SimpleBench64.8%—
Kagi LLM Benchmark88.8%—
NYT Connections (extended)91.1%—
ARC-AGI-192.5%—
CritPt20.9%—
Chess Puzzles34%—
EnigmaEval23.5%—
EBR-Bench28.6%—
Mystery Game Puzzles36%—
DTBench94.9%—
LMCA57.5%—
Surface Evolver Bench87.5%—
Bench to the Future 30.14—
Epoch Capabilities Index158.21—
ForecastBench59.9—

Math Claude Opus 4.8 leads

Claude Opus 4.8: 78.4 (#13), Codellama 34b Instruct: 31.0 (#230)

Math benchmarks
BenchmarkClaude Opus 4.8Codellama 34b Instruct
LMArena Math14871056
FrontierMath (Tiers 1-3)80%—
FrontierMath Tier 456.1%—
MathArena Final-Answer Competitions91.8%—
OTIS Mock AIME 2024-202598.3%—
ProofBench69%—
FrontierMath (Feb 2025 set)47.2%—
FrontierMath Tier 4 (v1)31.3%—

Knowledge Not comparable

Claude Opus 4.8: 61.3 (#29), Codellama 34b Instruct: —

Knowledge benchmarks
BenchmarkClaude Opus 4.8Codellama 34b Instruct
GPQA Diamond91%—
SimpleQA Verified53%—
LMArena Expert1502—

Multimodal Not comparable

Claude Opus 4.8: 42.9 (#26), Codellama 34b Instruct: —

Multimodal benchmarks
BenchmarkClaude Opus 4.8Codellama 34b Instruct
LMArena Vision1294—
Blueprint-Bench 214.5%—
Furniture Assembly42.5%—
LMArena Document1475—

Multilingual Claude Opus 4.8 leads

Claude Opus 4.8: 55.2 (#33), Codellama 34b Instruct: 25.8 (#284)

Multilingual benchmarks
BenchmarkClaude Opus 4.8Codellama 34b Instruct
LMArena Non-English14501011
LMArena Chinese1507976
LMArena French1481—
LMArena German1472—
LMArena Japanese1440—
LMArena Korean1432—
LMArena Russian1474—
LMArena Spanish1466—

Instruction Following Claude Opus 4.8 leads

Claude Opus 4.8: 77.4 (#24), Codellama 34b Instruct: 52.2 (#291)

Instruction Following benchmarks
BenchmarkClaude Opus 4.8Codellama 34b Instruct
LMArena Instruction Following14761028

Long Context Claude Opus 4.8 leads

Claude Opus 4.8: 45.4 (#35), Codellama 34b Instruct: 30.9 (#284)

Long Context benchmarks
BenchmarkClaude Opus 4.8Codellama 34b Instruct
LMArena Longer Query14831013

Writing & Preference Claude Opus 4.8 leads

Claude Opus 4.8: 72.0 (#16), Codellama 34b Instruct: 28.2 (#297)

Writing & Preference benchmarks
BenchmarkClaude Opus 4.8Codellama 34b Instruct
LMArena Text14611066
LMArena Creative Writing14541032
LMArena Multi-Turn14761015
EQ-Bench Creative Writing1840—
EQ-Bench 41281—

Frequently asked questions

Is Claude Opus 4.8 better than Codellama 34b Instruct?

Claude Opus 4.8 is the stronger model overall, scoring 60.7 to 30.8 on the Noometry Index.

Is Claude Opus 4.8 or Codellama 34b Instruct better for coding?

Claude Opus 4.8 scores higher on coding benchmarks: 59.9 versus 28.5 in the Noometry coding category.

How many benchmarks do Claude Opus 4.8 and Codellama 34b Instruct share?

10 benchmarks have published results for both models. Claude Opus 4.8 has 65 scored results on Noometry and Codellama 34b Instruct has 14.

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