# Codellama 34b Instruct vs Inkling

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

- Canonical page: https://noometry.com/compare/codellama-34b-instruct-vs-inkling
- Last updated: 2026-10-10
- Shared benchmarks: 10

## Summary

- They share 10 benchmarks with published results for both. Codellama 34b Instruct scores higher in 0 categories and Inkling in 7 categories; 6 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Inkling leads 65.2 to 28.2.

## Snapshot

| | Codellama 34b Instruct | Inkling |
|---|---|---|
| Provider | Meta | Thinking Machines Lab |
| Noometry Index | 30.8 | 44.1 |
| Rank | 287 | 80 |
| Context | — | 66K |
| Input $/M | — | $1.87 |
| Output $/M | — | $4.68 |
| Weights | Open | Open |

## Coding

- Codellama 34b Instruct: 28.5 (#314)
- Inkling: 34.5 (#234)

| Benchmark | Codellama 34b Instruct | Inkling |
|---|---|---|
| LMArena Coding | 1046 | 1464 |
| FrontierCode | — | 14% |
| LMArena WebDev | — | 1413 |
| FrontierSWE | — | 4.1% |
| SciCode | — | 47% |
| WeirdML | — | 32.3% |
| BigCodeBench Instruct | 29% | — |
| BigCodeBench Complete | 37.1% | — |
| ALE-Bench | — | 946 |
| HumanEval+ | 43.9% | — |
| MBPP+ | 56.3% | — |

## Agentic & Tool Use

- Codellama 34b Instruct: —
- Inkling: 29.6 (#85)

| Benchmark | Codellama 34b Instruct | Inkling |
|---|---|---|
| APEX-Agents | — | 33.8% |
| τ²-bench Banking | — | 25% |

## Reasoning

- Codellama 34b Instruct: 19.6 (#255)
- Inkling: 40.4 (#56)

| Benchmark | Codellama 34b Instruct | Inkling |
|---|---|---|
| LMArena Hard Prompts | 1032 | 1451 |
| 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 | — | 148.54 |

## Math

- Codellama 34b Instruct: 31.0 (#230)
- Inkling: 31.3 (#225)

| Benchmark | Codellama 34b Instruct | Inkling |
|---|---|---|
| LMArena Math | 1056 | 1479 |
| FrontierMath (Tiers 1-3) | — | 33.3% |
| FrontierMath Tier 4 | — | 4.9% |
| OTIS Mock AIME 2024-2025 | — | 88.9% |
| ProofBench | — | 0% |

## Knowledge

- Codellama 34b Instruct: —
- Inkling: 55.1 (#49)

| Benchmark | Codellama 34b Instruct | Inkling |
|---|---|---|
| GPQA Diamond | — | 88.3% |
| SimpleQA Verified | — | 40.3% |
| LMArena Expert | — | 1465 |

## Multilingual

- Codellama 34b Instruct: 25.8 (#284)
- Inkling: 54.0 (#52)

| Benchmark | Codellama 34b Instruct | Inkling |
|---|---|---|
| LMArena Non-English | 1011 | 1434 |
| LMArena Chinese | 976 | 1490 |
| LMArena French | — | 1458 |
| LMArena German | — | 1446 |
| LMArena Japanese | — | 1429 |
| LMArena Korean | — | 1404 |
| LMArena Russian | — | 1429 |
| LMArena Spanish | — | 1448 |

## Instruction Following

- Codellama 34b Instruct: 52.2 (#291)
- Inkling: 75.1 (#71)

| Benchmark | Codellama 34b Instruct | Inkling |
|---|---|---|
| LMArena Instruction Following | 1028 | 1426 |

## Long Context

- Codellama 34b Instruct: 30.9 (#284)
- Inkling: 43.8 (#86)

| Benchmark | Codellama 34b Instruct | Inkling |
|---|---|---|
| LMArena Longer Query | 1013 | 1434 |

## Writing & Preference

- Codellama 34b Instruct: 28.2 (#297)
- Inkling: 65.2 (#51)

| Benchmark | Codellama 34b Instruct | Inkling |
|---|---|---|
| LMArena Text | 1066 | 1441 |
| LMArena Creative Writing | 1032 | 1387 |
| LMArena Multi-Turn | 1015 | 1436 |
| EQ-Bench Creative Writing | — | 1611 |
| EQ-Bench 4 | — | 1226 |

## FAQ

### Is Codellama 34b Instruct better than Inkling?

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

### Is Codellama 34b Instruct or Inkling better for coding?

Inkling scores higher on coding benchmarks: 34.5 versus 28.5 in the Noometry coding category.

### How many benchmarks do Codellama 34b Instruct and Inkling share?

10 benchmarks have published results for both models. Codellama 34b Instruct has 14 scored results on Noometry and Inkling has 41.