Model comparison

DeepSeek-V3.2-Speciale vs GPT-5.1-Codex

DeepSeek-V3.2-Speciale is the stronger model overall, scoring 39.7 to 38.6 on the Noometry Index.

Last verified . 0 shared benchmarks.

DeepSeek-V3.2-Speciale DeepSeek

39.7

Rank #162 Reported

GPT-5.1-Codex OpenAI

38.6

Rank #186 Reported

Summary

  • DeepSeek-V3.2-Speciale is cheaper at $0.58 / $1.68 per million input/output tokens, against $1.25 / $10 for GPT-5.1-Codex.
  • GPT-5.1-Codex accepts more context: 400K tokens versus 128K.
  • DeepSeek-V3.2-Speciale has downloadable open weights; the other is API-only.

Side by side

DeepSeek-V3.2-Speciale and GPT-5.1-Codex specifications
DeepSeek-V3.2-SpecialeGPT-5.1-Codex
ProviderDeepSeekOpenAI
Noometry Index39.738.6
Released2025-12-012025-11-12
WeightsOpenProprietary
Context window128K400K
Max output128K128K
Input $ / M tokens$0.58$1.25
Output $ / M tokens$1.68$10
Results tracked36

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Category by category

Coding GPT-5.1-Codex leads

DeepSeek-V3.2-Speciale: 40.4 (#140), GPT-5.1-Codex: 41.9 (#116)

Coding benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGPT-5.1-Codex
SWE-bench Verified (bash only)—66%
LMArena WebDev—1337
WeirdML46.7%—
ALE-Bench—1,245

Agentic & Tool Use Not comparable

DeepSeek-V3.2-Speciale: —, GPT-5.1-Codex: 38.0 (#33)

Agentic & Tool Use benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGPT-5.1-Codex
Terminal-Bench—60.4%
METR Time Horizons—70.8%

Reasoning Not comparable

DeepSeek-V3.2-Speciale: 32.9 (#73), GPT-5.1-Codex: —

Reasoning benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGPT-5.1-Codex
SimpleBench52.6%—

Math Not comparable

DeepSeek-V3.2-Speciale: —, GPT-5.1-Codex: 30.3 (#235)

Math benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGPT-5.1-Codex
ProofBench—9%

Writing & Preference Not comparable

DeepSeek-V3.2-Speciale: 46.0 (#222), GPT-5.1-Codex: —

Writing & Preference benchmarks
BenchmarkDeepSeek-V3.2-SpecialeGPT-5.1-Codex
EQ-Bench Creative Writing1276—

Frequently asked questions

Is DeepSeek-V3.2-Speciale better than GPT-5.1-Codex?

DeepSeek-V3.2-Speciale is the stronger model overall, scoring 39.7 to 38.6 on the Noometry Index.

Which is cheaper, DeepSeek-V3.2-Speciale or GPT-5.1-Codex?

DeepSeek-V3.2-Speciale is cheaper. It lists at $0.58 per million input tokens and $1.68 per million output tokens; GPT-5.1-Codex lists at $1.25 and $10.

Is DeepSeek-V3.2-Speciale or GPT-5.1-Codex better for coding?

GPT-5.1-Codex scores higher on coding benchmarks: 41.9 versus 40.4 in the Noometry coding category.

Which has the bigger context window?

GPT-5.1-Codex does, with 400K tokens against 128K.

How many benchmarks do DeepSeek-V3.2-Speciale and GPT-5.1-Codex share?

0 benchmarks have published results for both models. DeepSeek-V3.2-Speciale has 3 scored results on Noometry and GPT-5.1-Codex has 6.

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