# DeepSeek-V3.2-Speciale vs Hy4 preview

> Hy4 preview is the stronger model overall, scoring 44.6 to 39.1 on the Noometry Index.

- Canonical page: https://noometry.com/compare/deepseek-v3-2-speciale-vs-hy4-preview
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- The widest gap is in coding, where Hy4 preview leads 51.4 to 39.9.
- DeepSeek-V3.2-Speciale is cheaper at $0.58 / $1.68 per million input/output tokens, against $0.83 / $2.50 for Hy4 preview.
- Hy4 preview accepts more context: 1.05M tokens versus 128K.

## Snapshot

| | DeepSeek-V3.2-Speciale | Hy4 preview |
|---|---|---|
| Provider | DeepSeek | Tencent |
| Noometry Index | 39.1 | 44.6 |
| Rank | 159 | 73 |
| Context | 128K | 1.05M |
| Input $/M | $0.58 | $0.83 |
| Output $/M | $1.68 | $2.50 |
| Weights | Open | Open |

## Coding

- DeepSeek-V3.2-Speciale: 39.9 (#136)
- Hy4 preview: 51.4 (#36)

| Benchmark | DeepSeek-V3.2-Speciale | Hy4 preview |
|---|---|---|
| LMArena WebDev | — | 1633 |
| WeirdML | 46.7% | — |

## Reasoning

- DeepSeek-V3.2-Speciale: 32.1 (#65)
- Hy4 preview: 30.6 (#75)

| Benchmark | DeepSeek-V3.2-Speciale | Hy4 preview |
|---|---|---|
| SimpleBench | 52.6% | — |
| NYT Connections (extended) | — | 68.2% |

## Math

- DeepSeek-V3.2-Speciale: —
- Hy4 preview: 54.5 (#37)

| Benchmark | DeepSeek-V3.2-Speciale | Hy4 preview |
|---|---|---|
| ProofBench | — | 75% |

## Writing & Preference

- DeepSeek-V3.2-Speciale: 46.1 (#217)
- Hy4 preview: —

| Benchmark | DeepSeek-V3.2-Speciale | Hy4 preview |
|---|---|---|
| EQ-Bench Creative Writing | 1276 | — |

## FAQ

### Is DeepSeek-V3.2-Speciale better than Hy4 preview?

Hy4 preview is the stronger model overall, scoring 44.6 to 39.1 on the Noometry Index.

### Which is cheaper, DeepSeek-V3.2-Speciale or Hy4 preview?

DeepSeek-V3.2-Speciale is cheaper. It lists at $0.58 per million input tokens and $1.68 per million output tokens; Hy4 preview lists at $0.83 and $2.50.

### Is DeepSeek-V3.2-Speciale or Hy4 preview better for coding?

Hy4 preview scores higher on coding benchmarks: 51.4 versus 39.9 in the Noometry coding category.

### Which has the bigger context window?

Hy4 preview does, with 1.05M tokens against 128K.

### How many benchmarks do DeepSeek-V3.2-Speciale and Hy4 preview share?

0 benchmarks have published results for both models. DeepSeek-V3.2-Speciale has 3 scored results on Noometry and Hy4 preview has 3.