Nova 2.0 Lite (Non-reasoning) vs Qwen3.5 4B (Reasoning)

Nova 2.0 Lite (Non-reasoning) vs Qwen3.5 4B (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.

MetricNova 2.0 Lite (Non-reasoning)Qwen3.5 4B (Reasoning)Difference
Intelligence (higher is better)8.713.1+50.6% Qwen3.5 4B (Reasoning) is 50.6% more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)3.76s130.60s+3373.4% Qwen3.5 4B (Reasoning) is 3373.4% slower
Price per 1M tokens (in / out)$0.30 / $2.50$0.03 / $0.15
Input modalitiesText, ImageText, Image, Video
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/nova-2-0-lite/qwen3-5-4b · Markdown: /api/v1/compare/nova-2-0-lite/qwen3-5-4b?format=md · llms.txt · agent skill