Model comparison

Claude 2 vs GPT-5.4 Pro

GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 25.0 on the Noometry Index.

Last verified . 2 shared benchmarks.

Claude 2 Anthropic

25.0

Rank #346 Reported

GPT-5.4 Pro OpenAI

58.9

Rank #18 Confirmed

Summary

  • They share 2 benchmarks with published results for both. Claude 2 scores higher in 0 categories and GPT-5.4 Pro in 3 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-5.4 Pro leads 72.4 to 9.3.
  • The biggest single-benchmark swing is GPQA Diamond: 34.7% for Claude 2 and 94.6% for GPT-5.4 Pro.

Side by side

Claude 2 and GPT-5.4 Pro specifications
Claude 2GPT-5.4 Pro
ProviderAnthropicOpenAI
Noometry Index25.058.9
Released2023-07-112026-03-05
WeightsProprietaryProprietary
Context window—1.05M
Max output—128K
Input $ / M tokens—$30
Output $ / M tokens—$180
Results tracked816

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Category by category

Coding Not comparable

Claude 2: —, GPT-5.4 Pro: 43.2 (#90)

Coding benchmarks
BenchmarkClaude 2GPT-5.4 Pro
WeirdML—57.4%
HumanEval+61.6%—

Reasoning GPT-5.4 Pro leads

Claude 2: 21.7 (#216), GPT-5.4 Pro: 70.7 (#13)

Reasoning benchmarks
BenchmarkClaude 2GPT-5.4 Pro
Epoch Capabilities Index120.13158.93
ARC-AGI-2—83.3%
SimpleBench—74.1%
ARC-AGI-1—94.5%
CritPt—30%
Chess Puzzles—58.6%
EnigmaEval—23.8%
DTBench51.9%—

Math GPT-5.4 Pro leads

Claude 2: 9.3 (#320), GPT-5.4 Pro: 72.4 (#22)

Math benchmarks
BenchmarkClaude 2GPT-5.4 Pro
FrontierMath (Tiers 1-3)—82.5%
FrontierMath Tier 4—58.5%
OTIS Mock AIME 2024-20252.5%—
MATH Level 511.7%—
FrontierMath (Feb 2025 set)—50%
FrontierMath Tier 4 (v1)—37.5%

Knowledge GPT-5.4 Pro leads

Claude 2: 16.9 (#287), GPT-5.4 Pro: 68.3 (#7)

Knowledge benchmarks
BenchmarkClaude 2GPT-5.4 Pro
GPQA Diamond34.7%94.6%
Humanity's Last Exam—44.3%
SimpleQA Verified—46.3%
Vectara Hallucination Rate—8.3%
MMLU78.5%—
TriviaQA87.5%—

Frequently asked questions

Is Claude 2 better than GPT-5.4 Pro?

GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 25.0 on the Noometry Index.

How many benchmarks do Claude 2 and GPT-5.4 Pro share?

2 benchmarks have published results for both models. Claude 2 has 8 scored results on Noometry and GPT-5.4 Pro has 16.

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