# Codellama 34b Instruct vs Step 3

> Step 3 is the stronger model overall, scoring 39.9 to 30.2 on the Noometry Index.

- Canonical page: https://noometry.com/compare/codellama-34b-instruct-vs-step-3
- 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 Step 3 in 7 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Step 3 leads 54.5 to 28.4.

## Snapshot

| | Codellama 34b Instruct | Step 3 |
|---|---|---|
| Provider | Meta | StepFun |
| Noometry Index | 30.2 | 39.9 |
| Rank | 285 | 145 |
| Context | — | — |
| Input $/M | — | — |
| Output $/M | — | — |
| Weights | Open | Open |

## Coding

- Codellama 34b Instruct: 28.0 (#310)
- Step 3: 39.5 (#144)

| Benchmark | Codellama 34b Instruct | Step 3 |
|---|---|---|
| LMArena Coding | 1046 | 1367 |
| BigCodeBench Instruct | 29% | — |
| BigCodeBench Complete | 37.1% | — |
| HumanEval+ | 43.9% | — |
| MBPP+ | 56.3% | — |

## Reasoning

- Codellama 34b Instruct: 18.8 (#250)
- Step 3: 27.6 (#102)

| Benchmark | Codellama 34b Instruct | Step 3 |
|---|---|---|
| LMArena Hard Prompts | 1032 | 1355 |
| Kagi LLM Benchmark | — | 62.3% |

## Math

- Codellama 34b Instruct: 28.5 (#227)
- Step 3: 34.9 (#148)

| Benchmark | Codellama 34b Instruct | Step 3 |
|---|---|---|
| LMArena Math | 1056 | 1366 |

## Knowledge

- Codellama 34b Instruct: —
- Step 3: 36.2 (#161)

| Benchmark | Codellama 34b Instruct | Step 3 |
|---|---|---|
| LMArena Expert | — | 1333 |

## Multimodal

- Codellama 34b Instruct: —
- Step 3: 34.9 (#81)

| Benchmark | Codellama 34b Instruct | Step 3 |
|---|---|---|
| LMArena Vision | — | 1176 |

## Multilingual

- Codellama 34b Instruct: 25.9 (#279)
- Step 3: 46.5 (#154)

| Benchmark | Codellama 34b Instruct | Step 3 |
|---|---|---|
| LMArena Non-English | 1011 | 1327 |
| LMArena Chinese | 976 | 1396 |
| LMArena German | — | 1371 |
| LMArena Korean | — | 1271 |
| LMArena Russian | — | 1331 |
| LMArena Spanish | — | 1372 |

## Instruction Following

- Codellama 34b Instruct: 52.4 (#286)
- Step 3: 70.6 (#159)

| Benchmark | Codellama 34b Instruct | Step 3 |
|---|---|---|
| LMArena Instruction Following | 1028 | 1332 |

## Long Context

- Codellama 34b Instruct: 30.8 (#279)
- Step 3: 40.3 (#152)

| Benchmark | Codellama 34b Instruct | Step 3 |
|---|---|---|
| LMArena Longer Query | 1014 | 1326 |

## Writing & Preference

- Codellama 34b Instruct: 28.4 (#292)
- Step 3: 54.5 (#146)

| Benchmark | Codellama 34b Instruct | Step 3 |
|---|---|---|
| LMArena Text | 1066 | 1351 |
| LMArena Creative Writing | 1032 | 1322 |
| LMArena Multi-Turn | 1015 | 1340 |

## FAQ

### Is Codellama 34b Instruct better than Step 3?

Step 3 is the stronger model overall, scoring 39.9 to 30.2 on the Noometry Index.

### Is Codellama 34b Instruct or Step 3 better for coding?

Step 3 scores higher on coding benchmarks: 39.5 versus 28.0 in the Noometry coding category.

### How many benchmarks do Codellama 34b Instruct and Step 3 share?

10 benchmarks have published results for both models. Codellama 34b Instruct has 14 scored results on Noometry and Step 3 has 17.