LongCat 2.0 vs NVIDIA Nemotron Nano 12B v2 VL (Non-reasoning)

LongCat 2.0 vs NVIDIA Nemotron Nano 12B v2 VL (Non-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.

MetricLongCat 2.0NVIDIA Nemotron Nano 12B v2 VL (Non-reasoning)Difference
Intelligence (higher is better)19.15.8−69.6% NVIDIA Nemotron Nano … is 69.6% less intelligent
Total AA cost (lower is better)$544.74Not reported— not comparable
End-to-end time (lower is better)37.69s3.51s−90.7% NVIDIA Nemotron Nano … is 90.7% faster
Price per 1M tokens (in / out)$0.75 / $2.95$0.20 / $0.60
Input modalitiesTextText, Image
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/longcat-2-0/nvidia-nemotron-nano-12b-v2-vl · Markdown: /api/v1/compare/longcat-2-0/nvidia-nemotron-nano-12b-v2-vl?format=md · llms.txt · agent skill