Model comparison

GPT-5.4 mini vs Hy4 preview

GPT-5.4 mini and Hy4 preview score almost the same on the Noometry Index (45.0 vs 45.3), so choose on price, context window or the category you care about most.

Last verified . 3 shared benchmarks.

GPT-5.4 mini OpenAI

45.0

Rank #76 Confirmed

Hy4 preview Tencent

45.3

Rank #73 Reported

Summary

  • They share 3 benchmarks with published results for both. GPT-5.4 mini scores higher in 0 categories and Hy4 preview in 3 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in math, where Hy4 preview leads 55.7 to 45.5.
  • The biggest single-benchmark swing is ProofBench: 21% for GPT-5.4 mini and 75% for Hy4 preview.
  • Hy4 preview is cheaper at $0.75 / $2.25 per million input/output tokens, against $0.75 / $4.50 for GPT-5.4 mini.
  • 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-5.4 mini and Hy4 preview specifications
GPT-5.4 miniHy4 preview
ProviderOpenAITencent
Noometry Index45.045.3
Released2026-03-172026-08-28
WeightsProprietaryOpen
Context window400K1.05M
Max output128K64K
Input $ / M tokens$0.75$0.75
Output $ / M tokens$4.50$2.25
Results tracked463

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Category by category

Coding Hy4 preview leads

GPT-5.4 mini: 45.2 (#72), Hy4 preview: 51.6 (#38)

Coding benchmarks
BenchmarkGPT-5.4 miniHy4 preview
LMArena WebDev13971632
FrontierCode27%—
SciCode49.9%—
WeirdML60.3%—
LMArena Coding1438—
ALE-Bench1,189—

Agentic & Tool Use Not comparable

GPT-5.4 mini: 29.9 (#81), Hy4 preview: —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.4 miniHy4 preview
DeepResearch Bench36.3%—

Reasoning Hy4 preview leads

GPT-5.4 mini: 30.4 (#85), Hy4 preview: 31.9 (#79)

Reasoning benchmarks
BenchmarkGPT-5.4 miniHy4 preview
NYT Connections (extended)61.8%68.2%
ARC-AGI-218.9%—
Kagi LLM Benchmark37.9%—
ARC-AGI-163.7%—
CritPt10%—
Chess Puzzles24%—
Thematic Generalization61.7%—
LMArena Hard Prompts1424—
Mystery Game Puzzles11%—
DTBench80%—
LMCA40.8%—
Epoch Capabilities Index148.84—
ForecastBench57—

Math Hy4 preview leads

GPT-5.4 mini: 45.5 (#75), Hy4 preview: 55.7 (#42)

Math benchmarks
BenchmarkGPT-5.4 miniHy4 preview
ProofBench21%75%
FrontierMath (Tiers 1-3)51.2%—
FrontierMath Tier 49.8%—
OTIS Mock AIME 2024-202588.9%—
LMArena Math1419—
FrontierMath (Feb 2025 set)28.3%—
FrontierMath Tier 4 (v1)2.1%—

Knowledge Not comparable

GPT-5.4 mini: 51.5 (#67), Hy4 preview: —

Knowledge benchmarks
BenchmarkGPT-5.4 miniHy4 preview
GPQA Diamond86.9%—
SimpleQA Verified29.4%—
Vectara Hallucination Rate5.5%—
LMArena Expert1435—

Multimodal Not comparable

GPT-5.4 mini: 39.7 (#56), Hy4 preview: —

Multimodal benchmarks
BenchmarkGPT-5.4 miniHy4 preview
LMArena Vision1245—

Multilingual Not comparable

GPT-5.4 mini: 51.9 (#96), Hy4 preview: —

Multilingual benchmarks
BenchmarkGPT-5.4 miniHy4 preview
LMArena Non-English1405—
LMArena Chinese1446—
LMArena French1440—
LMArena German1409—
LMArena Japanese1374—
LMArena Korean1368—
LMArena Russian1417—
LMArena Spanish1405—

Instruction Following Not comparable

GPT-5.4 mini: 74.1 (#102), Hy4 preview: —

Instruction Following benchmarks
BenchmarkGPT-5.4 miniHy4 preview
LMArena Instruction Following1405—

Long Context Not comparable

GPT-5.4 mini: 43.0 (#112), Hy4 preview: —

Long Context benchmarks
BenchmarkGPT-5.4 miniHy4 preview
LMArena Longer Query1407—

Writing & Preference Not comparable

GPT-5.4 mini: 64.0 (#58), Hy4 preview: —

Writing & Preference benchmarks
BenchmarkGPT-5.4 miniHy4 preview
LMArena Text1412—
LMArena Creative Writing1370—
EQ-Bench Creative Writing1665—
LMArena Multi-Turn1429—

Frequently asked questions

Is GPT-5.4 mini better than Hy4 preview?

GPT-5.4 mini and Hy4 preview score almost the same on the Noometry Index (45.0 vs 45.3), so choose on price, context window or the category you care about most.

Which is cheaper, GPT-5.4 mini or Hy4 preview?

Hy4 preview is cheaper. It lists at $0.75 per million input tokens and $2.25 per million output tokens; GPT-5.4 mini lists at $0.75 and $4.50.

Is GPT-5.4 mini or Hy4 preview better for coding?

Hy4 preview scores higher on coding benchmarks: 51.6 versus 45.2 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-5.4 mini and Hy4 preview share?

3 benchmarks have published results for both models. GPT-5.4 mini has 46 scored results on Noometry and Hy4 preview has 3.

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