Noometry

Model comparison

GPT-5.4 Pro vs NVILA 8B

GPT-5.4 Pro has enough public results to be ranked (#18); NVILA 8B does not yet, so treat this comparison as directional.

Last verified . 0 shared benchmarks.

GPT-5.4 Pro OpenAI

58.9

Rank #18 Confirmed

NVILA 8B NVIDIA

37.3

Unranked Sparse

Summary

  • NVILA 8B has downloadable open weights; the other is API-only.

Side by side

GPT-5.4 ProNVILA 8B
ProviderOpenAINVIDIA
Noometry Index58.937.3
Released2026-03-052024-12-10
WeightsProprietaryOpen
Context window1.05M—
Max output128K—
Input $ / M tokens$30—
Output $ / M tokens$180—
Results tracked161

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Category by category

Coding Not comparable

GPT-5.4 Pro: 43.2 (#90), NVILA 8B: —

BenchmarkGPT-5.4 ProNVILA 8B
WeirdML57.4%—

Reasoning Not comparable

GPT-5.4 Pro: 70.7 (#13), NVILA 8B: —

BenchmarkGPT-5.4 ProNVILA 8B
ARC-AGI-283.3%—
SimpleBench74.1%—
ARC-AGI-194.5%—
CritPt30%—
Chess Puzzles58.6%—
EnigmaEval23.8%—
Epoch Capabilities Index158.93—

Math Not comparable

GPT-5.4 Pro: 72.4 (#22), NVILA 8B: —

BenchmarkGPT-5.4 ProNVILA 8B
FrontierMath (Tiers 1-3)82.5%—
FrontierMath Tier 458.5%—
FrontierMath (Feb 2025 set)50%—
FrontierMath Tier 4 (v1)37.5%—

Knowledge Not comparable

GPT-5.4 Pro: 68.3 (#7), NVILA 8B: —

BenchmarkGPT-5.4 ProNVILA 8B
GPQA Diamond94.6%—
Humanity's Last Exam44.3%—
SimpleQA Verified46.3%—
Vectara Hallucination Rate8.3%—

Multimodal Not comparable

GPT-5.4 Pro: —, NVILA 8B: 35.0

BenchmarkGPT-5.4 ProNVILA 8B
Video-MME—64.2%

Frequently asked questions

Is GPT-5.4 Pro better than NVILA 8B?

GPT-5.4 Pro has enough public results to be ranked (#18); NVILA 8B does not yet, so treat this comparison as directional.

How many benchmarks do GPT-5.4 Pro and NVILA 8B share?

0 benchmarks have published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and NVILA 8B has 1.

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