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Anthropic Claude Sonnet 5 VS Meta Llama-3.1 8B

✍️ Analysis by:the whichllmmodel Editorial Team|📅 Updated: June 2026

Decision Recommendation

⚖️ Editorial Verdict: In our analysis, Llama-3.1 8B is the premium intelligence choice, scoring 9.4% higher on coding benchmarks. It also maintains strong cost efficiency. If you are building high-volume, simple chatbots or processing massive amounts of text where budget is critical, Claude Sonnet 5 offers excellent cost savings. For agentic reasoning, code refactoring, or complex logical tasks, the accuracy premium of Llama-3.1 8B fully justifies the cost.
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Model Specs

Claude Sonnet 5

Benchmarks & Scores

Coding (swe-bench-pro)
63.2%

excellent at multi-file repositories, autonomous agents, and industrial codebases

Reasoning (gpqa-diamond)
N/A

graduate-level science QA

Cost & Performance

Cost (per 1M tokens)
$4.00Input: $2.00 | Output: $10.00
Context WindowLarger
1.05M tokens
Model Specs

Llama-3.1 8B

Benchmarks & Scores

Coding (human-eval)
72.6%

good at code completion, standalone functions, and basic algorithms

Reasoning (gpqa-diamond)
30.4%

graduate-level science QA

Cost & Performance

Cost (per 1M tokens)
N/AInput: N/A | Output: N/A
Context Window
131.07k tokens

Frequently Asked Questions about Claude Sonnet 5 vs Llama-3.1 8B comparison

For coding tasks, Claude Sonnet 5 scores 63.2% on swe-bench-pro (excellent at multi-file repositories, autonomous agents, and industrial codebases), while Llama-3.1 8B scores 72.6% on human-eval (good at code completion, standalone functions, and basic algorithms).