# Seed 2.0 Pro vs Gemma 3 4B

> Seed 2.0 Pro is the stronger model overall, scoring 43.2 to 28.1 on the Noometry Index. Gemma 3 4B costs 23× less per token, which makes it the better buy when Seed 2.0 Pro's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/dola-seed-2-0-pro-vs-gemma-3-4b
- Last updated: 2026-10-10
- Shared benchmarks: 12

## Summary

- They share 12 benchmarks with published results for both. Seed 2.0 Pro scores higher in 8 categories and Gemma 3 4B in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Seed 2.0 Pro leads 40.2 to 11.8.
- Gemma 3 4B is cheaper at $0.04 / $0.08 per million input/output tokens, against $0.50 / $3 for Seed 2.0 Pro.
- Seed 2.0 Pro accepts more context: 256K tokens versus 131K.
- Gemma 3 4B has downloadable open weights; the other is API-only.

## Snapshot

| | Seed 2.0 Pro | Gemma 3 4B |
|---|---|---|
| Provider | ByteDance Seed | Google |
| Noometry Index | 43.2 | 28.1 |
| Rank | 96 | 326 |
| Context | 256K | 131K |
| Input $/M | $0.50 | $0.04 |
| Output $/M | $3 | $0.08 |
| Weights | Proprietary | Open |

## Coding

- Seed 2.0 Pro: 43.5 (#86)
- Gemma 3 4B: 35.9 (#215)

| Benchmark | Seed 2.0 Pro | Gemma 3 4B |
|---|---|---|
| LMArena Coding | 1472 | 1230 |

## Agentic & Tool Use

- Seed 2.0 Pro: —
- Gemma 3 4B: 20.9 (#142)

| Benchmark | Seed 2.0 Pro | Gemma 3 4B |
|---|---|---|
| Berkeley Function Calling Leaderboard | — | 19.6% |

## Reasoning

- Seed 2.0 Pro: 24.1 (#165)
- Gemma 3 4B: 13.2 (#335)

| Benchmark | Seed 2.0 Pro | Gemma 3 4B |
|---|---|---|
| LMArena Hard Prompts | 1453 | 1253 |
| Kagi LLM Benchmark | — | 25.2% |
| NYT Connections (extended) | 28.4% | — |
| Chess Puzzles | — | 0% |
| Thematic Generalization | 57.1% | — |
| DTBench | — | 50.9% |
| LMCA | — | 2.8% |
| Epoch Capabilities Index | — | 116.02 |

## Math

- Seed 2.0 Pro: 39.3 (#108)
- Gemma 3 4B: 16.8 (#292)

| Benchmark | Seed 2.0 Pro | Gemma 3 4B |
|---|---|---|
| LMArena Math | 1439 | 1239 |
| OTIS Mock AIME 2024-2025 | — | 7.5% |

## Knowledge

- Seed 2.0 Pro: 40.2 (#122)
- Gemma 3 4B: 11.8 (#299)

| Benchmark | Seed 2.0 Pro | Gemma 3 4B |
|---|---|---|
| LMArena Expert | 1440 | 1223 |
| GPQA Diamond | — | 23.2% |
| Vectara Hallucination Rate | — | 6.4% |

## Multimodal

- Seed 2.0 Pro: 41.5 (#35)
- Gemma 3 4B: —

| Benchmark | Seed 2.0 Pro | Gemma 3 4B |
|---|---|---|
| LMArena Vision | 1274 | — |

## Multilingual

- Seed 2.0 Pro: 54.5 (#39)
- Gemma 3 4B: 42.5 (#194)

| Benchmark | Seed 2.0 Pro | Gemma 3 4B |
|---|---|---|
| LMArena Non-English | 1441 | 1273 |
| LMArena German | 1442 | 1281 |
| LMArena Russian | 1449 | 1294 |
| LMArena Chinese | 1489 | — |
| LMArena French | 1471 | — |
| LMArena Japanese | 1408 | — |
| LMArena Korean | 1411 | — |
| LMArena Spanish | 1460 | — |

## Instruction Following

- Seed 2.0 Pro: 74.5 (#91)
- Gemma 3 4B: 65.2 (#225)

| Benchmark | Seed 2.0 Pro | Gemma 3 4B |
|---|---|---|
| LMArena Instruction Following | 1414 | 1239 |

## Long Context

- Seed 2.0 Pro: 43.6 (#90)
- Gemma 3 4B: 38.7 (#194)

| Benchmark | Seed 2.0 Pro | Gemma 3 4B |
|---|---|---|
| LMArena Longer Query | 1428 | 1273 |

## Writing & Preference

- Seed 2.0 Pro: 62.9 (#69)
- Gemma 3 4B: 42.0 (#239)

| Benchmark | Seed 2.0 Pro | Gemma 3 4B |
|---|---|---|
| LMArena Text | 1448 | 1291 |
| LMArena Creative Writing | 1406 | 1271 |
| LMArena Multi-Turn | 1441 | 1255 |
| EQ-Bench Creative Writing | — | 1068 |

## FAQ

### Is Seed 2.0 Pro better than Gemma 3 4B?

Seed 2.0 Pro is the stronger model overall, scoring 43.2 to 28.1 on the Noometry Index. Gemma 3 4B costs 23× less per token, which makes it the better buy when Seed 2.0 Pro's lead doesn't matter for your workload.

### Which is cheaper, Seed 2.0 Pro or Gemma 3 4B?

Gemma 3 4B is cheaper. It lists at $0.04 per million input tokens and $0.08 per million output tokens; Seed 2.0 Pro lists at $0.50 and $3.

### Is Seed 2.0 Pro or Gemma 3 4B better for coding?

Seed 2.0 Pro scores higher on coding benchmarks: 43.5 versus 35.9 in the Noometry coding category.

### Which has the bigger context window?

Seed 2.0 Pro does, with 256K tokens against 131K.

### How many benchmarks do Seed 2.0 Pro and Gemma 3 4B share?

12 benchmarks have published results for both models. Seed 2.0 Pro has 20 scored results on Noometry and Gemma 3 4B has 22.