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Claude 4.1 Opus (Non-reasoning) vs Ling-flash-2.0

Anthropic vs InclusionAI — side-by-side benchmark comparison

Claude 4.1 Opus (Non-reasoning)Ling-flash-2.0
Intelligence Index36.015.7
Coding Index16.7
Math Index65.3
Output speed (tok/s)44.781.3
Blended price ($/1M)$32.81$0.25
Time to first token (s)1.63s1.59s
aime
aime 2565.3%
artificial analysis coding index16.70
artificial analysis intelligence index36.0015.70
artificial analysis math index65.30
gpqa65.7%
hle6.3%
ifbench34.4%
lcr15.0%
livecodebench58.9%
math 500
mmlu pro77.7%
scicode28.9%
tau220.8%
terminalbench hard10.6%

Benchmark data from Artificial Analysis.