Model comparison

Chatgpt 4o Latest 20250326 vs GPT-5.1-Codex

Chatgpt 4o Latest 20250326 is the stronger model overall, scoring 43.2 to 38.2 on the Noometry Index.

Last verified . 0 shared benchmarks.

Chatgpt 4o Latest 20250326 OpenAI

43.2

Rank #84 Confirmed

GPT-5.1-Codex OpenAI

38.2

Rank #178 Reported

Summary

  • The widest gap is in math, where Chatgpt 4o Latest 20250326 leads 35.8 to 29.3.

Side by side

Chatgpt 4o Latest 20250326 and GPT-5.1-Codex specifications
Chatgpt 4o Latest 20250326GPT-5.1-Codex
ProviderOpenAIOpenAI
Noometry Index43.238.2
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: 41.0 (#122), GPT-5.1-Codex: 41.7 (#107)

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: 37.8 (#32)

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: 32.8 (#64), 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: 35.8 (#134), GPT-5.1-Codex: 29.3 (#218)

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

Knowledge Not comparable

Chatgpt 4o Latest 20250326: 38.7 (#131), GPT-5.1-Codex: —

Knowledge benchmarks
BenchmarkChatgpt 4o Latest 20250326GPT-5.1-Codex
Confabulations16.6%—
LMArena Expert1400—

Multimodal Not comparable

Chatgpt 4o Latest 20250326: 38.9 (#54), GPT-5.1-Codex: —

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

Multilingual Not comparable

Chatgpt 4o Latest 20250326: 53.1 (#72), GPT-5.1-Codex: —

Multilingual benchmarks
BenchmarkChatgpt 4o Latest 20250326GPT-5.1-Codex
LMArena Non-English1419—
LMArena Chinese1456—
LMArena French1447—
LMArena German1424—
LMArena Japanese1406—
LMArena Korean1397—
LMArena Russian1429—
LMArena Spanish1435—

Instruction Following Not comparable

Chatgpt 4o Latest 20250326: 74.2 (#102), 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 (#104), 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: 62.8 (#68), GPT-5.1-Codex: —

Writing & Preference benchmarks
BenchmarkChatgpt 4o Latest 20250326GPT-5.1-Codex
LMArena Text1429—
LMArena Creative Writing1406—
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 43.2 to 38.2 on the Noometry Index.

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

They score almost the same on coding (41.0 vs 41.7); 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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