Model comparison

Hy4 preview vs o4-mini

Hy4 preview is the stronger model overall, scoring 44.6 to 41.6 on the Noometry Index.

Last verified . 0 shared benchmarks.

Hy4 preview Tencent

44.6

Rank #73 Reported

o4-mini OpenAI

41.6

Rank #119 Confirmed

Summary

  • The widest gap is in math, where Hy4 preview leads 54.5 to 40.2.
  • Hy4 preview is cheaper at $0.83 / $2.50 per million input/output tokens, against $1.10 / $4.40 for o4-mini.
  • Hy4 preview accepts more context: 1.05M tokens versus 200K.
  • Hy4 preview has downloadable open weights; the other is API-only.

Side by side

Hy4 preview and o4-mini specifications
Hy4 previewo4-mini
ProviderTencentOpenAI
Noometry Index44.641.6
Released2026-08-282025-04-16
WeightsOpenProprietary
Context window1.05M200K
Max output64K100K
Input $ / M tokens$0.83$1.10
Output $ / M tokens$2.50$4.40
Results tracked360

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Category by category

Coding Hy4 preview leads

Hy4 preview: 51.4 (#36), o4-mini: 41.6 (#110)

Coding benchmarks
BenchmarkHy4 previewo4-mini
SWE-bench Verified (bash only)—45%
Aider Polyglot—72%
LMArena WebDev1633—
GSO—3.6%
WeirdML—52.6%
LMArena Coding—1369
CadEval—62%
ALE-Bench—826.17
AlgoTune—1.72

Agentic & Tool Use Not comparable

Hy4 preview: —, o4-mini: 32.3 (#57)

Agentic & Tool Use benchmarks
BenchmarkHy4 previewo4-mini
Berkeley Function Calling Leaderboard—53.2%
GDPval—25.3%
METR Time Horizons—63.9%

Reasoning Hy4 preview leads

Hy4 preview: 30.6 (#75), o4-mini: 24.6 (#143)

Reasoning benchmarks
BenchmarkHy4 previewo4-mini
ARC-AGI-2—6.1%
SimpleBench—38.7%
Kagi LLM Benchmark—67.6%
NYT Connections (extended)68.2%—
ARC-AGI-1—58.7%
CritPt—0.6%
Chess Puzzles—26%
EnigmaEval—9.2%
LMArena Hard Prompts—1351
Mystery Game Puzzles—5%
DTBench—77.6%
LMCA—26.5%
Epoch Capabilities Index—145.63
ForecastBench—61.8

Math Hy4 preview leads

Hy4 preview: 54.5 (#37), o4-mini: 40.2 (#79)

Knowledge Not comparable

Hy4 preview: —, o4-mini: 43.5 (#83)

Knowledge benchmarks
BenchmarkHy4 previewo4-mini
GPQA Diamond—79.6%
Humanity's Last Exam—18.1%
SimpleQA Verified—19.6%
MMLU-Pro—82%
Confabulations—15.8%
Vectara Hallucination Rate—18.6%
GPQA (HELM)—73.5%
LMArena Expert—1344

Multimodal Not comparable

Hy4 preview: —, o4-mini: 39.5 (#46)

Multimodal benchmarks
BenchmarkHy4 previewo4-mini
LMArena Vision—1194
GeoBench—64%
VPCT—57.5%

Multilingual Not comparable

Hy4 preview: —, o4-mini: 47.2 (#149)

Multilingual benchmarks
BenchmarkHy4 previewo4-mini
LMArena Non-English—1336
LMArena Chinese—1355
LMArena French—1362
LMArena German—1336
LMArena Japanese—1308
LMArena Korean—1313
LMArena Russian—1334
LMArena Spanish—1346

Instruction Following Not comparable

Hy4 preview: —, o4-mini: 75.4 (#63)

Instruction Following benchmarks
BenchmarkHy4 previewo4-mini
IFEval—92.8%
LMArena Instruction Following—1321

Long Context Not comparable

Hy4 preview: —, o4-mini: 45.5 (#31)

Long Context benchmarks
BenchmarkHy4 previewo4-mini
Fiction.LiveBench—77.8%
LMArena Longer Query—1315

Writing & Preference Not comparable

Hy4 preview: —, o4-mini: 54.2 (#148)

Writing & Preference benchmarks
BenchmarkHy4 previewo4-mini
LMArena Text—1353
LMArena Creative Writing—1294
Short-Story Creative Writing—75%
WildBench—85.4%
LMArena Multi-Turn—1350

Frequently asked questions

Is Hy4 preview better than o4-mini?

Hy4 preview is the stronger model overall, scoring 44.6 to 41.6 on the Noometry Index.

Which is cheaper, Hy4 preview or o4-mini?

Hy4 preview is cheaper. It lists at $0.83 per million input tokens and $2.50 per million output tokens; o4-mini lists at $1.10 and $4.40.

Is Hy4 preview or o4-mini better for coding?

Hy4 preview scores higher on coding benchmarks: 51.4 versus 41.6 in the Noometry coding category.

Which has the bigger context window?

Hy4 preview does, with 1.05M tokens against 200K.

How many benchmarks do Hy4 preview and o4-mini share?

0 benchmarks have published results for both models. Hy4 preview has 3 scored results on Noometry and o4-mini has 60.

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