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GPT-5.6 SolvsGPT-5.4

Across 10 shared benchmarks, GPT-5.6 Sol leads overall: GPT-5.6 Sol wins 9, GPT-5.4 wins 1, with 0 ties and an average score difference of +46.53.

OpenAI
GPT-5.6 Sol

OpenAI · 2026-06-26 · Reasoning model

OpenAI
GPT-5.4

OpenAI · 2026-03-05 · Multimodal model

GPT-5.6 Sol9 wins(90%)(10%)1 winGPT-5.4

Benchmark scores

Grouped by capability, sorted by largest gap within each. 10 shared benchmarks.

Coding and Software Engineer

GPT-5.6 Sol 4/4
BenchmarkGPT-5.6 SolGPT-5.4Diff
Text Arena (Coding)1,6204 / 35极高强度思考(无工具)1,45724 / 35Thinking High (No Tools)+163.04
WeirdML v288.762 / 52Thinking High (With Tools)57.4431 / 52Normal (With Tools)+31.32
DeepSWE72.701 / 32极高强度思考(工具)5224 / 32极高强度思考(工具)+20.70
SWE-Bench Pro - Public64.608 / 59极高强度思考(工具)57.7021 / 59极高强度思考(无工具)+6.90

Math and Reasoning

GPT-5.6 Sol 2/2
BenchmarkGPT-5.6 SolGPT-5.4Diff
FrontierMath Tier 4 v282.932 / 40最高(无工具)4910 / 40极高强度思考(无工具)+33.93
FrontierMath v289.121 / 58最高(无工具)78.6010 / 58极高强度思考(无工具)+10.53

General Evaluation

GPT-5.6 Sol 1/1
BenchmarkGPT-5.6 SolGPT-5.4Diff
GPQA Diamond82.83121 / 270Normal (No Tools)74.75173 / 270Normal (No Tools)+8.08

General Knowledge

GPT-5.4 1/1
BenchmarkGPT-5.6 SolGPT-5.4Diff
HLE49.5038 / 188最高(无工具)52.1027 / 188极高强度思考(工具)-2.60

Text Embedding

GPT-5.6 Sol 1/1
BenchmarkGPT-5.6 SolGPT-5.4Diff
Context Arena97.632 / 126最高(无工具)32.79112 / 126Normal (No Tools)+64.84

Writing and Creative Capabilities

GPT-5.6 Sol 1/1
BenchmarkGPT-5.6 SolGPT-5.4Diff
Creative Writing1,9644 / 99Normal (No Tools)1,83611 / 99Normal (No Tools)+128.60

Specs

FieldGPT-5.6 SolGPT-5.4
PublisherOpenAIOpenAI
Release date2026-06-262026-03-05
Model typeReasoning modelMultimodal model
ArchitectureDenseDense
ParametersNot availableNot available
Context length1.05M1M
Max output128K125K

API pricing

Prices use DataLearner records when available; missing fields are not inferred.

ItemGPT-5.6 SolGPT-5.4
Text input$4 / 1M tokens$2.5 / 1M tokens
Text output$20 / 1M tokens$15 / 1M tokens
Cache read$0.4 / 1M tokens$0.25 / 1M tokens
Cache write$5 / 1M tokensNot public

Summary

  • GPT-5.6 Solleads in:Coding and Software Engineer (4/4), Math and Reasoning (2/2), General Evaluation (1/1), Text Embedding (1/1), Writing and Creative Capabilities (1/1)
  • GPT-5.4leads in:General Knowledge (1/1)

On average across the 10 shared benchmarks, GPT-5.6 Sol scores 46.53 higher.

Largest single-benchmark gap: Text Arena (Coding) — GPT-5.6 Sol 1,620 vs GPT-5.4 1,457 (+163.04).

Page generated from structured model, pricing and benchmark records. No real-time LLM is used to write the prose.