# GPT-4o vs Phi 3 Mini 4k Instruct

> GPT-4o and Phi 3 Mini 4k Instruct score almost the same on the Noometry Index (28.6 vs 27.9), so choose on price, context window or the category you care about most.

- Canonical page: https://noometry.com/compare/gpt-4o-vs-phi-3-mini-4k-instruct
- Last updated: 2026-10-11
- Shared benchmarks: 28

## Summary

- They share 28 benchmarks with published results for both. GPT-4o scores higher in 5 categories and Phi 3 Mini 4k Instruct in 3 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where GPT-4o leads 52.6 to 27.6.
- The biggest single-benchmark swing is LiveBench Language: 47.6% for GPT-4o and 9.2% for Phi 3 Mini 4k Instruct.
- Phi 3 Mini 4k Instruct has downloadable open weights; the other is API-only.

## Snapshot

| | GPT-4o | Phi 3 Mini 4k Instruct |
|---|---|---|
| Provider | OpenAI | Microsoft |
| Noometry Index | 28.6 | 27.9 |
| Rank | 324 | 328 |
| Context | 128K | — |
| Input $/M | $2.50 | — |
| Output $/M | $10 | — |
| Weights | Proprietary | Open |

## Coding

- GPT-4o: 24.8 (#328)
- Phi 3 Mini 4k Instruct: 26.6 (#323)

| Benchmark | GPT-4o | Phi 3 Mini 4k Instruct |
|---|---|---|
| LiveBench Coding | 51.4% | 15.5% |
| LMArena Coding | 1297 | 1093 |
| HumanEval+ | 87.2% | 59.1% |
| MBPP+ | 72.2% | 54.2% |
| SWE-bench Verified | 31% | — |
| SWE-bench Verified (bash only) | 21.6% | — |
| Aider Polyglot | 45.3% | — |
| GSO | 0% | — |
| WeirdML | 25.1% | — |
| BigCodeBench Instruct | 51.1% | — |
| BigCodeBench Complete | 61.1% | — |
| CadEval | 26% | — |

## Agentic & Tool Use

- GPT-4o: 21.0 (#141)
- Phi 3 Mini 4k Instruct: —

| Benchmark | GPT-4o | Phi 3 Mini 4k Instruct |
|---|---|---|
| GDPval | 9.9% | — |
| TheAgentCompany | 8.6% | — |
| Cybench | 12.5% | — |
| BALROG | 32.3% | — |
| LMArena Search | 1006 | — |
| METR Time Horizons | 40.8% | — |

## Reasoning

- GPT-4o: 9.4 (#343)
- Phi 3 Mini 4k Instruct: 14.1 (#328)

| Benchmark | GPT-4o | Phi 3 Mini 4k Instruct |
|---|---|---|
| Chess Puzzles | 13% | 0% |
| LiveBench Reasoning | 55.8% | 26.8% |
| LMArena Hard Prompts | 1281 | 1072 |
| LiveBench Data Analysis | 60.9% | 34.7% |
| LiveBench | 55.3% | 22.4% |
| ARC-AGI-2 | 0% | — |
| SimpleBench | 17.8% | — |
| ARC-AGI-1 | 4.5% | — |
| CritPt | 0% | — |
| EnigmaEval | 0.8% | — |
| DTBench | 64.5% | — |
| LMCA | 16.6% | — |
| Adversarial NLI | — | 52.8% |
| BIG-Bench Hard | — | 71.7% |
| Epoch Capabilities Index | 128.97 | — |
| ForecastBench | 57.7 | — |
| HellaSwag | — | 76.7% |
| WinoGrande | — | 70.8% |

## Math

- GPT-4o: 10.6 (#312)
- Phi 3 Mini 4k Instruct: 26.6 (#257)

| Benchmark | GPT-4o | Phi 3 Mini 4k Instruct |
|---|---|---|
| LiveBench Math | 49.5% | 15.7% |
| LMArena Math | 1285 | 1111 |
| FrontierMath (Tiers 1-3) | 0.4% | — |
| OTIS Mock AIME 2024-2025 | 6.4% | — |
| Omni-MATH | 29.3% | — |
| MATH Level 5 | 53.3% | — |
| FrontierMath (Feb 2025 set) | 0.3% | — |

## Knowledge

- GPT-4o: 28.8 (#242)
- Phi 3 Mini 4k Instruct: 28.5 (#246)

| Benchmark | GPT-4o | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Expert | 1250 | 1045 |
| MMLU | 88.1% | 68.8% |
| GPQA Diamond | 49.2% | — |
| Humanity's Last Exam | 2.7% | — |
| SimpleQA Verified | 26% | — |
| MMLU-Pro | 71.3% | — |
| Confabulations | 15.3% | — |
| Vectara Hallucination Rate | 9.6% | — |
| GPQA (HELM) | 52% | — |
| ARC (AI2) Challenge | — | 84.9% |
| OpenBookQA | — | 88% |
| TriviaQA | — | 64% |

## Multimodal

- GPT-4o: 34.5 (#91)
- Phi 3 Mini 4k Instruct: —

| Benchmark | GPT-4o | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Vision | 1137 | — |
| Video-MME | 71.9% | — |
| GeoBench | 71% | — |
| VPCT | 40% | — |
| ScienceQA | 88.5% | — |

## Multilingual

- GPT-4o: 43.2 (#186)
- Phi 3 Mini 4k Instruct: 26.3 (#280)

| Benchmark | GPT-4o | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Non-English | 1283 | 1021 |
| LMArena Chinese | 1277 | 1021 |
| LMArena French | 1304 | 1076 |
| LMArena German | 1282 | 1044 |
| LMArena Japanese | 1257 | 935 |
| LMArena Korean | 1234 | 905 |
| LMArena Russian | 1286 | 1022 |
| LMArena Spanish | 1292 | 1085 |

## Instruction Following

- GPT-4o: 66.6 (#207)
- Phi 3 Mini 4k Instruct: 47.7 (#303)

| Benchmark | GPT-4o | Phi 3 Mini 4k Instruct |
|---|---|---|
| LiveBench Instruction Following | 68.6% | 39.1% |
| LMArena Instruction Following | 1278 | 1053 |
| IFEval | 81.7% | — |

## Long Context

- GPT-4o: 39.4 (#179)
- Phi 3 Mini 4k Instruct: 31.7 (#276)

| Benchmark | GPT-4o | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Longer Query | 1289 | 1044 |
| Fiction.LiveBench | 66.7% | — |

## Writing & Preference

- GPT-4o: 52.6 (#166)
- Phi 3 Mini 4k Instruct: 27.6 (#300)

| Benchmark | GPT-4o | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Text | 1300 | 1073 |
| LMArena Creative Writing | 1292 | 1037 |
| LMArena Multi-Turn | 1302 | 1018 |
| LiveBench Language | 47.6% | 9.2% |
| Short-Story Creative Writing | 81.8% | — |
| WildBench | 82.8% | — |

## FAQ

### Is GPT-4o better than Phi 3 Mini 4k Instruct?

GPT-4o and Phi 3 Mini 4k Instruct score almost the same on the Noometry Index (28.6 vs 27.9), so choose on price, context window or the category you care about most.

### Is GPT-4o or Phi 3 Mini 4k Instruct better for coding?

Phi 3 Mini 4k Instruct scores higher on coding benchmarks: 26.6 versus 24.8 in the Noometry coding category.

### How many benchmarks do GPT-4o and Phi 3 Mini 4k Instruct share?

28 benchmarks have published results for both models. GPT-4o has 72 scored results on Noometry and Phi 3 Mini 4k Instruct has 35.