# Inkling vs Phi 3 Mini 4k Instruct

> Inkling is the stronger model overall, scoring 44.1 to 27.4 on the Noometry Index.

- Canonical page: https://noometry.com/compare/inkling-vs-phi-3-mini-4k-instruct
- Last updated: 2026-10-10
- Shared benchmarks: 18

## Summary

- They share 18 benchmarks with published results for both. Inkling 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 Inkling leads 65.5 to 27.7.
- The biggest single-benchmark swing is Chess Puzzles: 21% for Inkling and 0% for Phi 3 Mini 4k Instruct.

## Snapshot

| | Inkling | Phi 3 Mini 4k Instruct |
|---|---|---|
| Provider | Thinking Machines Lab | Microsoft |
| Noometry Index | 44.1 | 27.4 |
| Rank | 75 | 324 |
| Context | 66K | — |
| Input $/M | $1.87 | — |
| Output $/M | $4.68 | — |
| Weights | Open | Open |

## Coding

- Inkling: 34.1 (#229)
- Phi 3 Mini 4k Instruct: 26.1 (#319)

| Benchmark | Inkling | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Coding | 1463 | 1093 |
| FrontierCode | 14% | — |
| LMArena WebDev | 1412 | — |
| FrontierSWE | 4.1% | — |
| SciCode | 47% | — |
| WeirdML | 32.3% | — |
| LiveBench Coding | — | 15.5% |
| ALE-Bench | 946 | — |
| HumanEval+ | — | 59.1% |
| MBPP+ | — | 54.2% |

## Agentic & Tool Use

- Inkling: 29.5 (#76)
- Phi 3 Mini 4k Instruct: —

| Benchmark | Inkling | Phi 3 Mini 4k Instruct |
|---|---|---|
| APEX-Agents | 33.8% | — |
| τ²-bench Banking | 25% | — |

## Reasoning

- Inkling: 40.6 (#48)
- Phi 3 Mini 4k Instruct: 13.6 (#326)

| Benchmark | Inkling | Phi 3 Mini 4k Instruct |
|---|---|---|
| Chess Puzzles | 21% | 0% |
| LMArena Hard Prompts | 1452 | 1072 |
| ARC-AGI-2 | 36.5% | — |
| SimpleBench | 50% | — |
| ARC-AGI-1 | 79.5% | — |
| CritPt | 5.4% | — |
| LiveBench Reasoning | — | 26.8% |
| DTBench | 87.5% | — |
| LiveBench Data Analysis | — | 34.7% |
| LMCA | 37.6% | — |
| Adversarial NLI | — | 52.8% |
| BIG-Bench Hard | — | 71.7% |
| Epoch Capabilities Index | 148.6 | — |
| HellaSwag | — | 76.7% |
| LiveBench | — | 22.4% |
| WinoGrande | — | 70.8% |

## Math

- Inkling: 31.2 (#198)
- Phi 3 Mini 4k Instruct: 24.5 (#258)

| Benchmark | Inkling | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Math | 1482 | 1111 |
| FrontierMath (Tiers 1-3) | 33.3% | — |
| FrontierMath Tier 4 | 4.9% | — |
| OTIS Mock AIME 2024-2025 | 88.9% | — |
| ProofBench | 0% | — |
| LiveBench Math | — | 15.7% |

## Knowledge

- Inkling: 55.2 (#44)
- Phi 3 Mini 4k Instruct: 27.9 (#241)

| Benchmark | Inkling | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Expert | 1468 | 1045 |
| GPQA Diamond | 88.3% | — |
| SimpleQA Verified | 40.3% | — |
| ARC (AI2) Challenge | — | 84.9% |
| MMLU | — | 68.8% |
| OpenBookQA | — | 88% |
| TriviaQA | — | 64% |

## Multilingual

- Inkling: 54.2 (#49)
- Phi 3 Mini 4k Instruct: 26.5 (#275)

| Benchmark | Inkling | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Non-English | 1434 | 1021 |
| LMArena Chinese | 1495 | 1021 |
| LMArena French | 1453 | 1075 |
| LMArena German | 1456 | 1044 |
| LMArena Japanese | 1428 | 935 |
| LMArena Korean | 1401 | 905 |
| LMArena Russian | 1430 | 1022 |
| LMArena Spanish | 1442 | 1084 |

## Instruction Following

- Inkling: 75.3 (#65)
- Phi 3 Mini 4k Instruct: 48.0 (#298)

| Benchmark | Inkling | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Instruction Following | 1427 | 1053 |
| LiveBench Instruction Following | — | 39.1% |

## Long Context

- Inkling: 43.9 (#79)
- Phi 3 Mini 4k Instruct: 31.7 (#271)

| Benchmark | Inkling | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Longer Query | 1436 | 1044 |

## Writing & Preference

- Inkling: 65.5 (#48)
- Phi 3 Mini 4k Instruct: 27.7 (#295)

| Benchmark | Inkling | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Text | 1443 | 1073 |
| LMArena Creative Writing | 1390 | 1037 |
| LMArena Multi-Turn | 1436 | 1018 |
| EQ-Bench Creative Writing | 1611 | — |
| EQ-Bench 4 | 1226 | — |
| LiveBench Language | — | 9.2% |

## FAQ

### Is Inkling better than Phi 3 Mini 4k Instruct?

Inkling is the stronger model overall, scoring 44.1 to 27.4 on the Noometry Index.

### Is Inkling or Phi 3 Mini 4k Instruct better for coding?

Inkling scores higher on coding benchmarks: 34.1 versus 26.1 in the Noometry coding category.

### How many benchmarks do Inkling and Phi 3 Mini 4k Instruct share?

18 benchmarks have published results for both models. Inkling has 41 scored results on Noometry and Phi 3 Mini 4k Instruct has 35.