Model comparison

DeepSeek LLM 67B vs GPT-5.1-Codex

GPT-5.1-Codex is the stronger model overall, scoring 38.6 to 24.9 on the Noometry Index.

Last verified . 0 shared benchmarks.

DeepSeek LLM 67B DeepSeek

24.9

Rank #347 Confirmed

GPT-5.1-Codex OpenAI

38.6

Rank #186 Reported

Summary

  • The widest gap is in math, where GPT-5.1-Codex leads 30.3 to 8.7.
  • DeepSeek LLM 67B has downloadable open weights; the other is API-only.

Side by side

DeepSeek LLM 67B and GPT-5.1-Codex specifications
DeepSeek LLM 67BGPT-5.1-Codex
ProviderDeepSeekOpenAI
Noometry Index24.938.6
Released2023-11-292025-11-12
WeightsOpenProprietary
Context window—400K
Max output—128K
Input $ / M tokens—$1.25
Output $ / M tokens—$10
Results tracked156

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Category by category

Coding GPT-5.1-Codex leads

DeepSeek LLM 67B: 31.9 (#278), GPT-5.1-Codex: 41.9 (#116)

Coding benchmarks
BenchmarkDeepSeek LLM 67BGPT-5.1-Codex
SWE-bench Verified (bash only)—66%
LMArena WebDev—1337
LMArena Coding1096—
ALE-Bench—1,245

Agentic & Tool Use Not comparable

DeepSeek LLM 67B: —, GPT-5.1-Codex: 38.0 (#33)

Agentic & Tool Use benchmarks
BenchmarkDeepSeek LLM 67BGPT-5.1-Codex
Terminal-Bench—60.4%
METR Time Horizons—70.8%

Reasoning Not comparable

DeepSeek LLM 67B: 16.5 (#304), GPT-5.1-Codex: —

Reasoning benchmarks
BenchmarkDeepSeek LLM 67BGPT-5.1-Codex
Chess Puzzles0%—
LMArena Hard Prompts1070—
Epoch Capabilities Index110.5—

Math GPT-5.1-Codex leads

DeepSeek LLM 67B: 8.7 (#324), GPT-5.1-Codex: 30.3 (#235)

Math benchmarks
BenchmarkDeepSeek LLM 67BGPT-5.1-Codex
OTIS Mock AIME 2024-20250.8%—
ProofBench—9%
LMArena Math1108—
MATH Level 56.4%—

Knowledge Not comparable

DeepSeek LLM 67B: 7.0 (#313), GPT-5.1-Codex: —

Knowledge benchmarks
BenchmarkDeepSeek LLM 67BGPT-5.1-Codex
GPQA Diamond24.6%—

Multilingual Not comparable

DeepSeek LLM 67B: 29.4 (#267), GPT-5.1-Codex: —

Multilingual benchmarks
BenchmarkDeepSeek LLM 67BGPT-5.1-Codex
LMArena Non-English1073—
LMArena Chinese1132—

Instruction Following Not comparable

DeepSeek LLM 67B: 55.4 (#277), GPT-5.1-Codex: —

Instruction Following benchmarks
BenchmarkDeepSeek LLM 67BGPT-5.1-Codex
LMArena Instruction Following1079—

Long Context Not comparable

DeepSeek LLM 67B: 33.1 (#265), GPT-5.1-Codex: —

Long Context benchmarks
BenchmarkDeepSeek LLM 67BGPT-5.1-Codex
LMArena Longer Query1092—

Writing & Preference Not comparable

DeepSeek LLM 67B: 31.6 (#282), GPT-5.1-Codex: —

Writing & Preference benchmarks
BenchmarkDeepSeek LLM 67BGPT-5.1-Codex
LMArena Text1105—
LMArena Creative Writing1067—
LMArena Multi-Turn1082—

Frequently asked questions

Is DeepSeek LLM 67B better than GPT-5.1-Codex?

GPT-5.1-Codex is the stronger model overall, scoring 38.6 to 24.9 on the Noometry Index.

Is DeepSeek LLM 67B or GPT-5.1-Codex better for coding?

GPT-5.1-Codex scores higher on coding benchmarks: 41.9 versus 31.9 in the Noometry coding category.

How many benchmarks do DeepSeek LLM 67B and GPT-5.1-Codex share?

0 benchmarks have published results for both models. DeepSeek LLM 67B has 15 scored results on Noometry and GPT-5.1-Codex has 6.

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