Model comparison
GPT-5 Mini vs Hy4 preview
Hy4 preview is the stronger model overall, scoring 45.3 to 41.8 on the Noometry Index. GPT-5 Mini costs 1.6× less per token, which makes it the better buy when Hy4 preview's lead doesn't matter for your workload.
Last verified . 1 shared benchmarks.
Summary
- They share 1 benchmark with published results for both. GPT-5 Mini scores higher in 0 categories and Hy4 preview in 3 categories; 3 gaps are clear of the uncertainty.
- The widest gap is in coding, where Hy4 preview leads 51.6 to 40.1.
- The biggest single-benchmark swing is ProofBench: 9% for GPT-5 Mini and 75% for Hy4 preview.
- GPT-5 Mini is cheaper at $0.25 / $2 per million input/output tokens, against $0.75 / $2.25 for Hy4 preview.
- 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 Mini | Hy4 preview | |
|---|---|---|
| Provider | OpenAI | Tencent |
| Noometry Index | 41.8 | 45.3 |
| Released | 2025-08-07 | 2026-08-28 |
| Weights | Proprietary | Open |
| Context window | 400K | 1.05M |
| Max output | 128K | 64K |
| Input $ / M tokens | $0.25 | $0.75 |
| Output $ / M tokens | $2 | $2.25 |
| Results tracked | 60 | 3 |
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Category by category
Coding Hy4 preview leads
GPT-5 Mini: 40.1 (#146), Hy4 preview: 51.6 (#38)
| Benchmark | GPT-5 Mini | Hy4 preview |
|---|---|---|
| SWE-bench Verified | 64.7% | — |
| SWE-bench Verified (bash only) | 59.8% | — |
| LMArena WebDev | — | 1632 |
| SWE-bench Multilingual | 39.7% | — |
| SciCode | 39.2% | — |
| WeirdML | 52.7% | — |
| LMArena Coding | 1406 | — |
| ALE-Bench | 799.77 | — |
| AlgoTune | 1.38 | — |
Agentic & Tool Use Not comparable
GPT-5 Mini: 31.1 (#70), Hy4 preview: —
| Benchmark | GPT-5 Mini | Hy4 preview |
|---|---|---|
| Terminal-Bench | 34.8% | — |
| Berkeley Function Calling Leaderboard | 55.5% | — |
| Vending-Bench 2 | -31.18 | — |
Reasoning Hy4 preview leads
GPT-5 Mini: 23.9 (#168), Hy4 preview: 31.9 (#79)
| Benchmark | GPT-5 Mini | Hy4 preview |
|---|---|---|
| ARC-AGI-2 | 4.4% | — |
| Kagi LLM Benchmark | 70.3% | — |
| NYT Connections (extended) | — | 68.2% |
| ARC-AGI-1 | 54.3% | — |
| CritPt | 0% | — |
| Chess Puzzles | 30% | — |
| EnigmaEval | 8.2% | — |
| LMArena Hard Prompts | 1380 | — |
| Mystery Game Puzzles | 10% | — |
| DTBench | 80.5% | — |
| LMCA | 34.2% | — |
| Epoch Capabilities Index | 145.52 | — |
| ForecastBench | 61 | — |
Math Hy4 preview leads
GPT-5 Mini: 46.7 (#69), Hy4 preview: 55.7 (#42)
| Benchmark | GPT-5 Mini | Hy4 preview |
|---|---|---|
| ProofBench | 9% | 75% |
| FrontierMath (Tiers 1-3) | 46.7% | — |
| FrontierMath Tier 4 | 12.2% | — |
| OTIS Mock AIME 2024-2025 | 86.7% | — |
| Omni-MATH | 72.2% | — |
| LMArena Math | 1378 | — |
| MATH Level 5 | 97.8% | — |
| FrontierMath (Feb 2025 set) | 27.2% | — |
| FrontierMath Tier 4 (v1) | 6.3% | — |
Knowledge Not comparable
GPT-5 Mini: 45.6 (#86), Hy4 preview: —
| Benchmark | GPT-5 Mini | Hy4 preview |
|---|---|---|
| GPQA Diamond | 75% | — |
| Humanity's Last Exam | 19.4% | — |
| SimpleQA Verified | 21.6% | — |
| MMLU-Pro | 83.5% | — |
| Confabulations | 13.3% | — |
| Vectara Hallucination Rate | 12.9% | — |
| GPQA (HELM) | 75.6% | — |
| LMArena Expert | 1379 | — |
Multimodal Not comparable
GPT-5 Mini: 35.6 (#85), Hy4 preview: —
| Benchmark | GPT-5 Mini | Hy4 preview |
|---|---|---|
| LMArena Vision | 1202 | — |
| VPCT | 40.2% | — |
Multilingual Not comparable
GPT-5 Mini: 48.9 (#137), Hy4 preview: —
| Benchmark | GPT-5 Mini | Hy4 preview |
|---|---|---|
| LMArena Non-English | 1363 | — |
| LMArena Chinese | 1385 | — |
| LMArena French | 1386 | — |
| LMArena German | 1366 | — |
| LMArena Japanese | 1341 | — |
| LMArena Korean | 1308 | — |
| LMArena Russian | 1362 | — |
| LMArena Spanish | 1355 | — |
Instruction Following Not comparable
GPT-5 Mini: 76.2 (#46), Hy4 preview: —
| Benchmark | GPT-5 Mini | Hy4 preview |
|---|---|---|
| IFEval | 92.7% | — |
| LMArena Instruction Following | 1357 | — |
Long Context Not comparable
GPT-5 Mini: 41.9 (#132), Hy4 preview: —
| Benchmark | GPT-5 Mini | Hy4 preview |
|---|---|---|
| Fiction.LiveBench | 69.4% | — |
| LMArena Longer Query | 1355 | — |
Writing & Preference Not comparable
GPT-5 Mini: 55.2 (#148), Hy4 preview: —
| Benchmark | GPT-5 Mini | Hy4 preview |
|---|---|---|
| LMArena Text | 1373 | — |
| LMArena Creative Writing | 1325 | — |
| Short-Story Creative Writing | 83.1% | — |
| EQ-Bench Creative Writing | 1313 | — |
| WildBench | 85.5% | — |
| LMArena Multi-Turn | 1363 | — |
Frequently asked questions
Is GPT-5 Mini better than Hy4 preview?
Hy4 preview is the stronger model overall, scoring 45.3 to 41.8 on the Noometry Index. GPT-5 Mini costs 1.6× less per token, which makes it the better buy when Hy4 preview's lead doesn't matter for your workload.
Which is cheaper, GPT-5 Mini or Hy4 preview?
GPT-5 Mini is cheaper. It lists at $0.25 per million input tokens and $2 per million output tokens; Hy4 preview lists at $0.75 and $2.25.
Is GPT-5 Mini or Hy4 preview better for coding?
Hy4 preview scores higher on coding benchmarks: 51.6 versus 40.1 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 Mini and Hy4 preview share?
1 benchmark has published results for both models. GPT-5 Mini has 60 scored results on Noometry and Hy4 preview has 3.