Model comparison

Chatgpt 4o Latest 20250326 vs GPT-5.1-Codex

Chatgpt 4o Latest 20250326 is the stronger model overall, scoring 43.8 to 38.6 on the Noometry Index.

Last verified . 0 shared benchmarks.

Chatgpt 4o Latest 20250326 OpenAI

43.8

Rank #82 Confirmed

GPT-5.1-Codex OpenAI

38.6

Rank #186 Reported

Summary

  • The widest gap is in math, where Chatgpt 4o Latest 20250326 leads 38.6 to 30.3.

Side by side

Chatgpt 4o Latest 20250326 and GPT-5.1-Codex specifications
Chatgpt 4o Latest 20250326GPT-5.1-Codex
ProviderOpenAIOpenAI
Noometry Index43.838.6
Released—2025-11-12
WeightsProprietaryProprietary
Context window—400K
Max output—128K
Input $ / M tokens—$1.25
Output $ / M tokens—$10
Results tracked216

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Category by category

Coding Too close to call

Chatgpt 4o Latest 20250326: 41.6 (#122), GPT-5.1-Codex: 41.9 (#116)

Coding benchmarks
BenchmarkChatgpt 4o Latest 20250326GPT-5.1-Codex
SWE-bench Verified (bash only)—66%
LMArena WebDev—1337
LMArena Coding1413—
ALE-Bench—1,245

Agentic & Tool Use Not comparable

Chatgpt 4o Latest 20250326: —, GPT-5.1-Codex: 38.0 (#33)

Agentic & Tool Use benchmarks
BenchmarkChatgpt 4o Latest 20250326GPT-5.1-Codex
Terminal-Bench—60.4%
METR Time Horizons—70.8%

Reasoning Not comparable

Chatgpt 4o Latest 20250326: 33.8 (#71), GPT-5.1-Codex: —

Reasoning benchmarks
BenchmarkChatgpt 4o Latest 20250326GPT-5.1-Codex
Kagi LLM Benchmark75%—
LMArena Hard Prompts1424—

Math Chatgpt 4o Latest 20250326 leads

Chatgpt 4o Latest 20250326: 38.6 (#134), GPT-5.1-Codex: 30.3 (#235)

Math benchmarks
BenchmarkChatgpt 4o Latest 20250326GPT-5.1-Codex
ProofBench—9%
LMArena Math1407—

Knowledge Not comparable

Chatgpt 4o Latest 20250326: 39.2 (#137), GPT-5.1-Codex: —

Knowledge benchmarks
BenchmarkChatgpt 4o Latest 20250326GPT-5.1-Codex
Confabulations16.6%—
LMArena Expert1401—

Multimodal Not comparable

Chatgpt 4o Latest 20250326: 39.6 (#58), GPT-5.1-Codex: —

Multimodal benchmarks
BenchmarkChatgpt 4o Latest 20250326GPT-5.1-Codex
LMArena Vision1243—

Multilingual Not comparable

Chatgpt 4o Latest 20250326: 52.9 (#76), GPT-5.1-Codex: —

Multilingual benchmarks
BenchmarkChatgpt 4o Latest 20250326GPT-5.1-Codex
LMArena Non-English1419—
LMArena Chinese1457—
LMArena French1446—
LMArena German1423—
LMArena Japanese1405—
LMArena Korean1396—
LMArena Russian1429—
LMArena Spanish1434—

Instruction Following Not comparable

Chatgpt 4o Latest 20250326: 74.0 (#107), GPT-5.1-Codex: —

Instruction Following benchmarks
BenchmarkChatgpt 4o Latest 20250326GPT-5.1-Codex
LMArena Instruction Following1403—

Long Context Not comparable

Chatgpt 4o Latest 20250326: 43.1 (#107), GPT-5.1-Codex: —

Long Context benchmarks
BenchmarkChatgpt 4o Latest 20250326GPT-5.1-Codex
LMArena Longer Query1413—

Writing & Preference Not comparable

Chatgpt 4o Latest 20250326: 62.6 (#72), GPT-5.1-Codex: —

Writing & Preference benchmarks
BenchmarkChatgpt 4o Latest 20250326GPT-5.1-Codex
LMArena Text1429—
LMArena Creative Writing1405—
EQ-Bench Creative Writing1501—
LMArena Multi-Turn1454—

Frequently asked questions

Is Chatgpt 4o Latest 20250326 better than GPT-5.1-Codex?

Chatgpt 4o Latest 20250326 is the stronger model overall, scoring 43.8 to 38.6 on the Noometry Index.

Is Chatgpt 4o Latest 20250326 or GPT-5.1-Codex better for coding?

They score almost the same on coding (41.6 vs 41.9); test both on your own repository before choosing.

How many benchmarks do Chatgpt 4o Latest 20250326 and GPT-5.1-Codex share?

0 benchmarks have published results for both models. Chatgpt 4o Latest 20250326 has 21 scored results on Noometry and GPT-5.1-Codex has 6.

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