# Deepseek Coder v2 vs Seed 2.0 Pro

> Seed 2.0 Pro is the stronger model overall, scoring 43.2 to 35.9 on the Noometry Index.

- Canonical page: https://noometry.com/compare/deepseek-coder-v2-vs-dola-seed-2-0-pro
- Last updated: 2026-10-12
- Shared benchmarks: 17

## Summary

- They share 17 benchmarks with published results for both. Deepseek Coder v2 scores higher in 0 categories and Seed 2.0 Pro in 8 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Seed 2.0 Pro leads 62.9 to 38.2.
- Deepseek Coder v2 has downloadable open weights; the other is API-only.

## Snapshot

| | Deepseek Coder v2 | Seed 2.0 Pro |
|---|---|---|
| Provider | DeepSeek | ByteDance Seed |
| Noometry Index | 35.9 | 43.2 |
| Rank | 220 | 96 |
| Context | — | 256K |
| Input $/M | — | $0.50 |
| Output $/M | — | $3 |
| Weights | Open | Proprietary |

## Coding

- Deepseek Coder v2: 38.1 (#183)
- Seed 2.0 Pro: 43.5 (#86)

| Benchmark | Deepseek Coder v2 | Seed 2.0 Pro |
|---|---|---|
| LMArena Coding | 1251 | 1472 |
| BigCodeBench Instruct | 48.2% | — |
| BigCodeBench Complete | 59.7% | — |
| HumanEval+ | 82.3% | — |
| MBPP+ | 75.1% | — |

## Reasoning

- Deepseek Coder v2: 23.6 (#176)
- Seed 2.0 Pro: 24.1 (#165)

| Benchmark | Deepseek Coder v2 | Seed 2.0 Pro |
|---|---|---|
| LMArena Hard Prompts | 1207 | 1453 |
| NYT Connections (extended) | — | 28.4% |
| Thematic Generalization | — | 57.1% |
| WinoGrande | 83.7% | — |

## Math

- Deepseek Coder v2: 34.9 (#190)
- Seed 2.0 Pro: 39.3 (#108)

| Benchmark | Deepseek Coder v2 | Seed 2.0 Pro |
|---|---|---|
| LMArena Math | 1241 | 1439 |
| GSM8K | 94.5% | — |

## Knowledge

- Deepseek Coder v2: 32.3 (#212)
- Seed 2.0 Pro: 40.2 (#122)

| Benchmark | Deepseek Coder v2 | Seed 2.0 Pro |
|---|---|---|
| LMArena Expert | 1181 | 1440 |
| ARC (AI2) Challenge | 64.3% | — |

## Multimodal

- Deepseek Coder v2: —
- Seed 2.0 Pro: 41.5 (#35)

| Benchmark | Deepseek Coder v2 | Seed 2.0 Pro |
|---|---|---|
| LMArena Vision | — | 1274 |

## Multilingual

- Deepseek Coder v2: 36.3 (#240)
- Seed 2.0 Pro: 54.5 (#39)

| Benchmark | Deepseek Coder v2 | Seed 2.0 Pro |
|---|---|---|
| LMArena Non-English | 1182 | 1441 |
| LMArena Chinese | 1201 | 1489 |
| LMArena French | 1185 | 1471 |
| LMArena German | 1164 | 1442 |
| LMArena Japanese | 1126 | 1408 |
| LMArena Korean | 1104 | 1411 |
| LMArena Russian | 1188 | 1449 |
| LMArena Spanish | 1153 | 1460 |

## Instruction Following

- Deepseek Coder v2: 61.7 (#242)
- Seed 2.0 Pro: 74.5 (#91)

| Benchmark | Deepseek Coder v2 | Seed 2.0 Pro |
|---|---|---|
| LMArena Instruction Following | 1180 | 1414 |

## Long Context

- Deepseek Coder v2: 37.0 (#224)
- Seed 2.0 Pro: 43.6 (#90)

| Benchmark | Deepseek Coder v2 | Seed 2.0 Pro |
|---|---|---|
| LMArena Longer Query | 1219 | 1428 |

## Writing & Preference

- Deepseek Coder v2: 38.2 (#253)
- Seed 2.0 Pro: 62.9 (#69)

| Benchmark | Deepseek Coder v2 | Seed 2.0 Pro |
|---|---|---|
| LMArena Text | 1191 | 1448 |
| LMArena Creative Writing | 1120 | 1406 |
| LMArena Multi-Turn | 1177 | 1441 |

## FAQ

### Is Deepseek Coder v2 better than Seed 2.0 Pro?

Seed 2.0 Pro is the stronger model overall, scoring 43.2 to 35.9 on the Noometry Index.

### Is Deepseek Coder v2 or Seed 2.0 Pro better for coding?

Seed 2.0 Pro scores higher on coding benchmarks: 43.5 versus 38.1 in the Noometry coding category.

### How many benchmarks do Deepseek Coder v2 and Seed 2.0 Pro share?

17 benchmarks have published results for both models. Deepseek Coder v2 has 24 scored results on Noometry and Seed 2.0 Pro has 20.