# Seed 2.0 Pro vs Olmo 3 32b Think

> Seed 2.0 Pro is the stronger model overall, scoring 43.2 to 38.7 on the Noometry Index.

- Canonical page: https://noometry.com/compare/dola-seed-2-0-pro-vs-olmo-3-32b-think
- Last updated: 2026-10-10
- Shared benchmarks: 14

## Summary

- They share 14 benchmarks with published results for both. Seed 2.0 Pro scores higher in 7 categories and Olmo 3 32b Think in 1 category; 8 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Seed 2.0 Pro leads 62.9 to 49.1.
- Olmo 3 32b Think has downloadable open weights; the other is API-only.

## Snapshot

| | Seed 2.0 Pro | Olmo 3 32b Think |
|---|---|---|
| Provider | ByteDance Seed | Allen Institute for AI (Ai2) |
| Noometry Index | 43.2 | 38.7 |
| Rank | 96 | 183 |
| Context | 256K | — |
| Input $/M | $0.50 | — |
| Output $/M | $3 | — |
| Weights | Proprietary | Open |

## Coding

- Seed 2.0 Pro: 43.5 (#86)
- Olmo 3 32b Think: 38.6 (#172)

| Benchmark | Seed 2.0 Pro | Olmo 3 32b Think |
|---|---|---|
| LMArena Coding | 1472 | 1319 |

## Reasoning

- Seed 2.0 Pro: 24.1 (#165)
- Olmo 3 32b Think: 25.9 (#140)

| Benchmark | Seed 2.0 Pro | Olmo 3 32b Think |
|---|---|---|
| LMArena Hard Prompts | 1453 | 1302 |
| NYT Connections (extended) | 28.4% | — |
| Thematic Generalization | 57.1% | — |

## Math

- Seed 2.0 Pro: 39.3 (#108)
- Olmo 3 32b Think: 36.5 (#165)

| Benchmark | Seed 2.0 Pro | Olmo 3 32b Think |
|---|---|---|
| LMArena Math | 1439 | 1316 |

## Knowledge

- Seed 2.0 Pro: 40.2 (#122)
- Olmo 3 32b Think: 35.0 (#190)

| Benchmark | Seed 2.0 Pro | Olmo 3 32b Think |
|---|---|---|
| LMArena Expert | 1440 | 1273 |

## Multimodal

- Seed 2.0 Pro: 41.5 (#35)
- Olmo 3 32b Think: —

| Benchmark | Seed 2.0 Pro | Olmo 3 32b Think |
|---|---|---|
| LMArena Vision | 1274 | — |

## Multilingual

- Seed 2.0 Pro: 54.5 (#39)
- Olmo 3 32b Think: 41.2 (#210)

| Benchmark | Seed 2.0 Pro | Olmo 3 32b Think |
|---|---|---|
| LMArena Non-English | 1441 | 1255 |
| LMArena Chinese | 1489 | 1300 |
| LMArena French | 1471 | 1291 |
| LMArena German | 1442 | 1290 |
| LMArena Russian | 1449 | 1254 |
| LMArena Japanese | 1408 | — |
| LMArena Korean | 1411 | — |
| LMArena Spanish | 1460 | — |

## Instruction Following

- Seed 2.0 Pro: 74.5 (#91)
- Olmo 3 32b Think: 67.2 (#198)

| Benchmark | Seed 2.0 Pro | Olmo 3 32b Think |
|---|---|---|
| LMArena Instruction Following | 1414 | 1275 |

## Long Context

- Seed 2.0 Pro: 43.6 (#90)
- Olmo 3 32b Think: 39.4 (#182)

| Benchmark | Seed 2.0 Pro | Olmo 3 32b Think |
|---|---|---|
| LMArena Longer Query | 1428 | 1296 |

## Writing & Preference

- Seed 2.0 Pro: 62.9 (#69)
- Olmo 3 32b Think: 49.1 (#193)

| Benchmark | Seed 2.0 Pro | Olmo 3 32b Think |
|---|---|---|
| LMArena Text | 1448 | 1300 |
| LMArena Creative Writing | 1406 | 1256 |
| LMArena Multi-Turn | 1441 | 1290 |

## FAQ

### Is Seed 2.0 Pro better than Olmo 3 32b Think?

Seed 2.0 Pro is the stronger model overall, scoring 43.2 to 38.7 on the Noometry Index.

### Is Seed 2.0 Pro or Olmo 3 32b Think better for coding?

Seed 2.0 Pro scores higher on coding benchmarks: 43.5 versus 38.6 in the Noometry coding category.

### How many benchmarks do Seed 2.0 Pro and Olmo 3 32b Think share?

14 benchmarks have published results for both models. Seed 2.0 Pro has 20 scored results on Noometry and Olmo 3 32b Think has 14.