Model comparison

GPT-5.3 Codex vs Hy4 preview

GPT-5.3 Codex and Hy4 preview score almost the same on the Noometry Index (45.8 vs 45.3), so choose on price, context window or the category you care about most.

Last verified . 1 shared benchmarks.

GPT-5.3 Codex OpenAI

45.8

Rank #69 Reported

Hy4 preview Tencent

45.3

Rank #73 Reported

Summary

  • They share 1 benchmark with published results for both. GPT-5.3 Codex scores higher in 0 categories and Hy4 preview in 1 category; one gap is clear of the uncertainty.
  • Hy4 preview is cheaper at $0.75 / $2.25 per million input/output tokens, against $1.75 / $14 for GPT-5.3 Codex.
  • Hy4 preview accepts more context: 1.05M tokens versus 400K.
  • Hy4 preview has downloadable open weights; the other is API-only.

Side by side

GPT-5.3 Codex and Hy4 preview specifications
GPT-5.3 CodexHy4 preview
ProviderOpenAITencent
Noometry Index45.845.3
Released2026-02-052026-08-28
WeightsProprietaryOpen
Context window400K1.05M
Max output128K64K
Input $ / M tokens$1.75$0.75
Output $ / M tokens$14$2.25
Results tracked83

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Category by category

Coding Hy4 preview leads

GPT-5.3 Codex: 48.6 (#56), Hy4 preview: 51.6 (#38)

Coding benchmarks
BenchmarkGPT-5.3 CodexHy4 preview
LMArena WebDev14091632
SWE-bench Verified74.8%—
WeirdML79.3%—
ALE-Bench1,655—

Agentic & Tool Use Not comparable

GPT-5.3 Codex: 48.0 (#9), Hy4 preview: —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.3 CodexHy4 preview
Terminal-Bench78.4%—
METR Time Horizons74.5%—
Vending-Bench 25,940—

Reasoning Not comparable

GPT-5.3 Codex: —, Hy4 preview: 31.9 (#79)

Reasoning benchmarks
BenchmarkGPT-5.3 CodexHy4 preview
NYT Connections (extended)—68.2%
Epoch Capabilities Index156.77—

Math Not comparable

GPT-5.3 Codex: —, Hy4 preview: 55.7 (#42)

Math benchmarks
BenchmarkGPT-5.3 CodexHy4 preview
ProofBench—75%

Frequently asked questions

Is GPT-5.3 Codex better than Hy4 preview?

GPT-5.3 Codex and Hy4 preview score almost the same on the Noometry Index (45.8 vs 45.3), so choose on price, context window or the category you care about most.

Which is cheaper, GPT-5.3 Codex or Hy4 preview?

Hy4 preview is cheaper. It lists at $0.75 per million input tokens and $2.25 per million output tokens; GPT-5.3 Codex lists at $1.75 and $14.

Is GPT-5.3 Codex or Hy4 preview better for coding?

Hy4 preview scores higher on coding benchmarks: 51.6 versus 48.6 in the Noometry coding category.

Which has the bigger context window?

Hy4 preview does, with 1.05M tokens against 400K.

How many benchmarks do GPT-5.3 Codex and Hy4 preview share?

1 benchmark has published results for both models. GPT-5.3 Codex has 8 scored results on Noometry and Hy4 preview has 3.

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