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GPT-5.4 nano (Non-Reasoning) vs Molmo2-8B

OpenAI vs Allen Institute for AI — side-by-side benchmark comparison

GPT-5.4 nano (Non-Reasoning)Molmo2-8B
Intelligence Index24.47.3
Coding Index27.94.4
Math Index
Output speed (tok/s)157.40.0
Blended price ($/1M)$0.46$0.00
Time to first token (s)0.54s0.00s
aime
aime 25
artificial analysis coding index27.904.40
artificial analysis intelligence index24.407.30
artificial analysis math index
gpqa55.8%42.5%
hle4.2%4.4%
ifbench32.7%26.9%
lcr24.7%0.0%
livecodebench
math 500
mmlu pro
scicode35.2%13.3%
tau234.8%0.0%
terminalbench hard24.2%0.0%

Benchmark data from Artificial Analysis.