# Codellama 70b Instruct vs Grok 4.6

> Grok 4.6 is the stronger model overall, scoring 56.9 to 33.7 on the Noometry Index.

- Canonical page: https://noometry.com/compare/codellama-70b-instruct-vs-grok-4-6
- Last updated: 2026-10-10
- Shared benchmarks: 4

## Summary

- They share 4 benchmarks with published results for both. Codellama 70b Instruct scores higher in 0 categories and Grok 4.6 in 5 categories; 5 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Grok 4.6 leads 61.4 to 20.1.
- Codellama 70b Instruct has downloadable open weights; the other is API-only.

## Snapshot

| | Codellama 70b Instruct | Grok 4.6 |
|---|---|---|
| Provider | Meta | xAI |
| Noometry Index | 33.7 | 56.9 |
| Rank | 237 | 21 |
| Context | — | 500K |
| Input $/M | — | $2 |
| Output $/M | — | $6 |
| Weights | Open | Proprietary |

## Coding

- Codellama 70b Instruct: 37.6 (#193)
- Grok 4.6: 58.5 (#16)

| Benchmark | Codellama 70b Instruct | Grok 4.6 |
|---|---|---|
| DeepSWE | — | 67.5% |
| FrontierCode | — | 48% |
| CursorBench | — | 41.4% |
| LMArena WebDev | — | 1617 |
| FrontierSWE | — | 25.3% |
| SciCode | — | 56.5% |
| WeirdML | — | 67.3% |
| BigCodeBench Instruct | 40.7% | — |
| LMArena Coding | — | 1465 |
| BigCodeBench Complete | 49.6% | — |
| ALE-Bench | — | 1,508 |
| HumanEval+ | 65.9% | — |

## Agentic & Tool Use

- Codellama 70b Instruct: —
- Grok 4.6: 39.4 (#27)

| Benchmark | Codellama 70b Instruct | Grok 4.6 |
|---|---|---|
| APEX-Agents | — | 65.3% |
| GDP.pdf | — | 17.2% |
| Vending-Bench 2 | — | 9,047 |

## Reasoning

- Codellama 70b Instruct: 20.1 (#242)
- Grok 4.6: 61.4 (#20)

| Benchmark | Codellama 70b Instruct | Grok 4.6 |
|---|---|---|
| LMArena Hard Prompts | 1052 | 1447 |
| ARC-AGI-2 | — | 67.1% |
| SimpleBench | — | 75.9% |
| NYT Connections (extended) | — | 80% |
| ARC-AGI-1 | — | 87.5% |
| CritPt | — | 19.7% |
| Chess Puzzles | — | 40% |
| EBR-Bench | — | 30.5% |
| Mystery Game Puzzles | — | 34% |
| DTBench | — | 97.3% |
| LMCA | — | 48.5% |
| Epoch Capabilities Index | — | 156.44 |

## Math

- Codellama 70b Instruct: —
- Grok 4.6: 67.0 (#24)

| Benchmark | Codellama 70b Instruct | Grok 4.6 |
|---|---|---|
| FrontierMath (Tiers 1-3) | — | 66% |
| FrontierMath Tier 4 | — | 31.7% |
| OTIS Mock AIME 2024-2025 | — | 99.2% |
| ProofBench | — | 51% |
| LMArena Math | — | 1423 |

## Knowledge

- Codellama 70b Instruct: —
- Grok 4.6: 63.3 (#20)

| Benchmark | Codellama 70b Instruct | Grok 4.6 |
|---|---|---|
| GPQA Diamond | — | 94% |
| SimpleQA Verified | — | 49.3% |
| LMArena Expert | — | 1467 |

## Multimodal

- Codellama 70b Instruct: —
- Grok 4.6: 43.6 (#23)

| Benchmark | Codellama 70b Instruct | Grok 4.6 |
|---|---|---|
| LMArena Vision | — | 1263 |
| Blueprint-Bench 2 | — | 33.2% |
| Furniture Assembly | — | 40% |
| LMArena Document | — | 1452 |

## Multilingual

- Codellama 70b Instruct: 24.8 (#288)
- Grok 4.6: 53.0 (#74)

| Benchmark | Codellama 70b Instruct | Grok 4.6 |
|---|---|---|
| LMArena Non-English | 992 | 1420 |
| LMArena Chinese | — | 1480 |
| LMArena French | — | 1461 |
| LMArena German | — | 1431 |
| LMArena Japanese | — | 1376 |
| LMArena Korean | — | 1397 |
| LMArena Russian | — | 1422 |
| LMArena Spanish | — | 1404 |

## Instruction Following

- Codellama 70b Instruct: 51.9 (#293)
- Grok 4.6: 75.4 (#63)

| Benchmark | Codellama 70b Instruct | Grok 4.6 |
|---|---|---|
| LMArena Instruction Following | 1024 | 1431 |

## Long Context

- Codellama 70b Instruct: —
- Grok 4.6: 44.5 (#66)

| Benchmark | Codellama 70b Instruct | Grok 4.6 |
|---|---|---|
| LMArena Longer Query | — | 1454 |

## Writing & Preference

- Codellama 70b Instruct: 33.4 (#277)
- Grok 4.6: 62.3 (#80)

| Benchmark | Codellama 70b Instruct | Grok 4.6 |
|---|---|---|
| LMArena Text | 1057 | 1428 |
| LMArena Creative Writing | — | 1428 |
| LMArena Multi-Turn | — | 1425 |

## FAQ

### Is Codellama 70b Instruct better than Grok 4.6?

Grok 4.6 is the stronger model overall, scoring 56.9 to 33.7 on the Noometry Index.

### Is Codellama 70b Instruct or Grok 4.6 better for coding?

Grok 4.6 scores higher on coding benchmarks: 58.5 versus 37.6 in the Noometry coding category.

### How many benchmarks do Codellama 70b Instruct and Grok 4.6 share?

4 benchmarks have published results for both models. Codellama 70b Instruct has 7 scored results on Noometry and Grok 4.6 has 49.