Celeris-1 vs Qwen3.5 4B (Non-reasoning)

Celeris-1 vs Qwen3.5 4B (Non-reasoning). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

CelerisCeleris-1Off the frontier
Intelligence
6.30
Total cost
$60.0
AlibabaQwen3.5 4B (Non-reasoning)Not ranked · benchmark data missing
Intelligence
10.80
Total cost
-
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.

MetricCeleris-1Qwen3.5 4B (Non-reasoning)Difference
Intelligence (higher is better)6.310.8+71.4% Qwen3.5 4B (Non-reaso… is 71.4% more intelligent
Total AA cost (lower is better)$59.99Not reported— not comparable
End-to-end time (lower is better)0.86s37.40s+4248.8% Qwen3.5 4B (Non-reaso… is 4248.8% slower
Price per 1M tokens (in / out)$0.20 / $0.70$0.03 / $0.15
Input modalitiesText, ImageText, Image, Video
Open this matchup in the interactive pickerCeleris-1: what beats itQwen3.5 4B (Non-reasoning): what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/celeris-1/qwen3-5-4b-non-reasoning · Markdown: /api/v1/compare/celeris-1/qwen3-5-4b-non-reasoning?format=md · llms.txt · agent skill