GPT-5.2 Codex (Xhigh) vs Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)

GPT-5.2 Codex (Xhigh) vs Llama 3.1 Nemotron Ultra 253B v1 (Reasoning). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

Verdict

Comparison incomplete

A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

MetricGPT-5.2 Codex (Xhigh)Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)Difference
Intelligence (higher is better)28.57.5−73.7% Llama 3.1 Nemotron Ul… is 73.7% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)120.04sNot reported— not comparable
Price per 1M tokens (in / out)$1.75 / $14.0—
Input modalitiesText, ImageText
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-2-codex/llama-3-1-nemotron-ultra-253b-v1-reasoning · Markdown: /api/v1/compare/gpt-5-2-codex/llama-3-1-nemotron-ultra-253b-v1-reasoning?format=md · llms.txt · agent skill