# Inkling vs Wizardlm 13b

> Inkling is the stronger model overall, scoring 44.1 to 30.8 on the Noometry Index.

- Canonical page: https://noometry.com/compare/inkling-vs-wizardlm-13b
- Last updated: 2026-10-10
- Shared benchmarks: 10

## Summary

- They share 10 benchmarks with published results for both. Inkling scores higher in 7 categories and Wizardlm 13b in 0 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Inkling leads 65.5 to 30.7.

## Snapshot

| | Inkling | Wizardlm 13b |
|---|---|---|
| Provider | Thinking Machines Lab | Microsoft |
| Noometry Index | 44.1 | 30.8 |
| Rank | 75 | 272 |
| Context | 66K | — |
| Input $/M | $1.87 | — |
| Output $/M | $4.68 | — |
| Weights | Open | Open |

## Coding

- Inkling: 34.1 (#229)
- Wizardlm 13b: 29.6 (#293)

| Benchmark | Inkling | Wizardlm 13b |
|---|---|---|
| LMArena Coding | 1463 | 1035 |
| FrontierCode | 14% | — |
| LMArena WebDev | 1412 | — |
| FrontierSWE | 4.1% | — |
| SciCode | 47% | — |
| WeirdML | 32.3% | — |
| ALE-Bench | 946 | — |

## Agentic & Tool Use

- Inkling: 29.5 (#76)
- Wizardlm 13b: —

| Benchmark | Inkling | Wizardlm 13b |
|---|---|---|
| APEX-Agents | 33.8% | — |
| τ²-bench Banking | 25% | — |

## Reasoning

- Inkling: 40.6 (#48)
- Wizardlm 13b: 18.5 (#265)

| Benchmark | Inkling | Wizardlm 13b |
|---|---|---|
| LMArena Hard Prompts | 1452 | 1018 |
| ARC-AGI-2 | 36.5% | — |
| SimpleBench | 50% | — |
| ARC-AGI-1 | 79.5% | — |
| CritPt | 5.4% | — |
| Chess Puzzles | 21% | — |
| DTBench | 87.5% | — |
| LMCA | 37.6% | — |
| Epoch Capabilities Index | 148.6 | — |

## Math

- Inkling: 31.2 (#198)
- Wizardlm 13b: 27.8 (#235)

| Benchmark | Inkling | Wizardlm 13b |
|---|---|---|
| LMArena Math | 1482 | 1017 |
| FrontierMath (Tiers 1-3) | 33.3% | — |
| FrontierMath Tier 4 | 4.9% | — |
| OTIS Mock AIME 2024-2025 | 88.9% | — |
| ProofBench | 0% | — |

## Knowledge

- Inkling: 55.2 (#44)
- Wizardlm 13b: —

| Benchmark | Inkling | Wizardlm 13b |
|---|---|---|
| GPQA Diamond | 88.3% | — |
| SimpleQA Verified | 40.3% | — |
| LMArena Expert | 1468 | — |

## Multilingual

- Inkling: 54.2 (#49)
- Wizardlm 13b: 27.3 (#272)

| Benchmark | Inkling | Wizardlm 13b |
|---|---|---|
| LMArena Non-English | 1434 | 1034 |
| LMArena Chinese | 1495 | 1023 |
| LMArena French | 1453 | — |
| LMArena German | 1456 | — |
| LMArena Japanese | 1428 | — |
| LMArena Korean | 1401 | — |
| LMArena Russian | 1430 | — |
| LMArena Spanish | 1442 | — |

## Instruction Following

- Inkling: 75.3 (#65)
- Wizardlm 13b: 53.7 (#280)

| Benchmark | Inkling | Wizardlm 13b |
|---|---|---|
| LMArena Instruction Following | 1427 | 1049 |

## Long Context

- Inkling: 43.9 (#79)
- Wizardlm 13b: 32.0 (#268)

| Benchmark | Inkling | Wizardlm 13b |
|---|---|---|
| LMArena Longer Query | 1436 | 1054 |

## Writing & Preference

- Inkling: 65.5 (#48)
- Wizardlm 13b: 30.7 (#282)

| Benchmark | Inkling | Wizardlm 13b |
|---|---|---|
| LMArena Text | 1443 | 1077 |
| LMArena Creative Writing | 1390 | 1090 |
| LMArena Multi-Turn | 1436 | 1047 |
| EQ-Bench Creative Writing | 1611 | — |
| EQ-Bench 4 | 1226 | — |

## FAQ

### Is Inkling better than Wizardlm 13b?

Inkling is the stronger model overall, scoring 44.1 to 30.8 on the Noometry Index.

### Is Inkling or Wizardlm 13b better for coding?

Inkling scores higher on coding benchmarks: 34.1 versus 29.6 in the Noometry coding category.

### How many benchmarks do Inkling and Wizardlm 13b share?

10 benchmarks have published results for both models. Inkling has 41 scored results on Noometry and Wizardlm 13b has 10.