# Seed 2.0 Pro vs Phi 3 Mini 4k Instruct

> Seed 2.0 Pro is the stronger model overall, scoring 42.5 to 27.4 on the Noometry Index.

- Canonical page: https://noometry.com/compare/dola-seed-2-0-pro-vs-phi-3-mini-4k-instruct
- Last updated: 2026-10-10
- Shared benchmarks: 17

## Summary

- They share 17 benchmarks with published results for both. Seed 2.0 Pro scores higher in 8 categories and Phi 3 Mini 4k Instruct in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Seed 2.0 Pro leads 63.0 to 27.7.
- Phi 3 Mini 4k Instruct has downloadable open weights; the other is API-only.

## Snapshot

| | Seed 2.0 Pro | Phi 3 Mini 4k Instruct |
|---|---|---|
| Provider | ByteDance Seed | Microsoft |
| Noometry Index | 42.5 | 27.4 |
| Rank | 97 | 324 |
| Context | 256K | — |
| Input $/M | $0.50 | — |
| Output $/M | $3 | — |
| Weights | Proprietary | Open |

## Coding

- Seed 2.0 Pro: 42.9 (#84)
- Phi 3 Mini 4k Instruct: 26.1 (#319)

| Benchmark | Seed 2.0 Pro | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Coding | 1472 | 1093 |
| LiveBench Coding | — | 15.5% |
| HumanEval+ | — | 59.1% |
| MBPP+ | — | 54.2% |

## Reasoning

- Seed 2.0 Pro: 23.1 (#167)
- Phi 3 Mini 4k Instruct: 13.6 (#326)

| Benchmark | Seed 2.0 Pro | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Hard Prompts | 1453 | 1072 |
| NYT Connections (extended) | 28.4% | — |
| Chess Puzzles | — | 0% |
| Thematic Generalization | 57.1% | — |
| LiveBench Reasoning | — | 26.8% |
| LiveBench Data Analysis | — | 34.7% |
| Adversarial NLI | — | 52.8% |
| BIG-Bench Hard | — | 71.7% |
| HellaSwag | — | 76.7% |
| LiveBench | — | 22.4% |
| WinoGrande | — | 70.8% |

## Math

- Seed 2.0 Pro: 36.5 (#110)
- Phi 3 Mini 4k Instruct: 24.5 (#258)

| Benchmark | Seed 2.0 Pro | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Math | 1440 | 1111 |
| LiveBench Math | — | 15.7% |

## Knowledge

- Seed 2.0 Pro: 39.6 (#119)
- Phi 3 Mini 4k Instruct: 27.9 (#241)

| Benchmark | Seed 2.0 Pro | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Expert | 1440 | 1045 |
| ARC (AI2) Challenge | — | 84.9% |
| MMLU | — | 68.8% |
| OpenBookQA | — | 88% |
| TriviaQA | — | 64% |

## Multimodal

- Seed 2.0 Pro: 40.8 (#34)
- Phi 3 Mini 4k Instruct: —

| Benchmark | Seed 2.0 Pro | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Vision | 1275 | — |

## Multilingual

- Seed 2.0 Pro: 54.8 (#37)
- Phi 3 Mini 4k Instruct: 26.5 (#275)

| Benchmark | Seed 2.0 Pro | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Non-English | 1442 | 1021 |
| LMArena Chinese | 1490 | 1021 |
| LMArena French | 1470 | 1075 |
| LMArena German | 1443 | 1044 |
| LMArena Japanese | 1408 | 935 |
| LMArena Korean | 1412 | 905 |
| LMArena Russian | 1450 | 1022 |
| LMArena Spanish | 1460 | 1084 |

## Instruction Following

- Seed 2.0 Pro: 74.7 (#86)
- Phi 3 Mini 4k Instruct: 48.0 (#298)

| Benchmark | Seed 2.0 Pro | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Instruction Following | 1414 | 1053 |
| LiveBench Instruction Following | — | 39.1% |

## Long Context

- Seed 2.0 Pro: 43.6 (#85)
- Phi 3 Mini 4k Instruct: 31.7 (#271)

| Benchmark | Seed 2.0 Pro | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Longer Query | 1428 | 1044 |

## Writing & Preference

- Seed 2.0 Pro: 63.0 (#66)
- Phi 3 Mini 4k Instruct: 27.7 (#295)

| Benchmark | Seed 2.0 Pro | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Text | 1448 | 1073 |
| LMArena Creative Writing | 1406 | 1037 |
| LMArena Multi-Turn | 1441 | 1018 |
| LiveBench Language | — | 9.2% |

## FAQ

### Is Seed 2.0 Pro better than Phi 3 Mini 4k Instruct?

Seed 2.0 Pro is the stronger model overall, scoring 42.5 to 27.4 on the Noometry Index.

### Is Seed 2.0 Pro or Phi 3 Mini 4k Instruct better for coding?

Seed 2.0 Pro scores higher on coding benchmarks: 42.9 versus 26.1 in the Noometry coding category.

### How many benchmarks do Seed 2.0 Pro and Phi 3 Mini 4k Instruct share?

17 benchmarks have published results for both models. Seed 2.0 Pro has 20 scored results on Noometry and Phi 3 Mini 4k Instruct has 35.