Model comparison
Codellama 70b Instruct vs Grok 4
Grok 4 is the stronger model overall, scoring 48.1 to 33.7 on the Noometry Index.
Last verified . 4 shared benchmarks.
MetaSummary
- They share 4 benchmarks with published results for both. Codellama 70b Instruct scores higher in 0 categories and Grok 4 in 5 categories; 5 gaps are clear of the uncertainty.
- The widest gap is in instruction following, where Grok 4 leads 79.2 to 51.9.
- Codellama 70b Instruct has downloadable open weights; the other is API-only.
Side by side
| Codellama 70b Instruct | Grok 4 | |
|---|---|---|
| Provider | Meta | xAI |
| Noometry Index | 33.7 | 48.1 |
| Released | — | 2025-07-09 |
| Weights | Open | Proprietary |
| Context window | — | — |
| Max output | — | — |
| Input $ / M tokens | — | — |
| Output $ / M tokens | — | — |
| Results tracked | 7 | 48 |
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Category by category
Coding Grok 4 leads
Codellama 70b Instruct: 37.6 (#193), Grok 4: 50.3 (#46)
| Benchmark | Codellama 70b Instruct | Grok 4 |
|---|---|---|
| Aider Polyglot | — | 79.6% |
| WeirdML | — | 45.7% |
| BigCodeBench Instruct | 40.7% | — |
| LMArena Coding | — | 1408 |
| BigCodeBench Complete | 49.6% | — |
| HumanEval+ | 65.9% | — |
Agentic & Tool Use Not comparable
Codellama 70b Instruct: —, Grok 4: 32.3 (#68)
| Benchmark | Codellama 70b Instruct | Grok 4 |
|---|---|---|
| Terminal-Bench | — | 27.2% |
| Berkeley Function Calling Leaderboard | — | 63% |
| GDPval | — | 21.1% |
| Cybench | — | 43% |
| DeepResearch Bench | — | 47.3% |
| BALROG | — | 43.6% |
| LMArena Search | — | 1142 |
| METR Time Horizons | — | 66.6% |
Reasoning Grok 4 leads
Codellama 70b Instruct: 20.1 (#242), Grok 4: 36.7 (#65)
| Benchmark | Codellama 70b Instruct | Grok 4 |
|---|---|---|
| LMArena Hard Prompts | 1052 | 1409 |
| ARC-AGI-2 | — | 16% |
| SimpleBench | — | 60.5% |
| Kagi LLM Benchmark | — | 73.6% |
| ARC-AGI-1 | — | 66.7% |
| Chess Puzzles | — | 28% |
| Epoch Capabilities Index | — | 146.44 |
| ForecastBench | — | 60.9 |
Math Not comparable
Codellama 70b Instruct: —, Grok 4: 48.4 (#64)
| Benchmark | Codellama 70b Instruct | Grok 4 |
|---|---|---|
| OTIS Mock AIME 2024-2025 | — | 84% |
| Omni-MATH | — | 60.3% |
| LMArena Math | — | 1422 |
| FrontierMath (Feb 2025 set) | — | 19.7% |
| FrontierMath Tier 4 (v1) | — | 2.1% |
Knowledge Not comparable
Codellama 70b Instruct: —, Grok 4: 53.8 (#55)
| Benchmark | Codellama 70b Instruct | Grok 4 |
|---|---|---|
| GPQA Diamond | — | 87% |
| MMLU-Pro | — | 85.1% |
| Confabulations | — | 12.4% |
| GPQA (HELM) | — | 72.7% |
| LMArena Expert | — | 1415 |
Multimodal Not comparable
Codellama 70b Instruct: —, Grok 4: 33.7 (#94)
| Benchmark | Codellama 70b Instruct | Grok 4 |
|---|---|---|
| LMArena Vision | — | 1210 |
| GeoBench | — | 45% |
Multilingual Grok 4 leads
Codellama 70b Instruct: 24.8 (#288), Grok 4: 51.8 (#103)
| Benchmark | Codellama 70b Instruct | Grok 4 |
|---|---|---|
| LMArena Non-English | 992 | 1403 |
| LMArena Chinese | — | 1427 |
| LMArena French | — | 1418 |
| LMArena German | — | 1429 |
| LMArena Japanese | — | 1394 |
| LMArena Korean | — | 1377 |
| LMArena Russian | — | 1410 |
| LMArena Spanish | — | 1420 |
Instruction Following Grok 4 leads
Codellama 70b Instruct: 51.9 (#293), Grok 4: 79.2 (#5)
| Benchmark | Codellama 70b Instruct | Grok 4 |
|---|---|---|
| LMArena Instruction Following | 1024 | 1387 |
| IFEval | — | 94.9% |
Long Context Not comparable
Codellama 70b Instruct: —, Grok 4: 63.1 (#4)
| Benchmark | Codellama 70b Instruct | Grok 4 |
|---|---|---|
| Fiction.LiveBench | — | 94.4% |
| LMArena Longer Query | — | 1409 |
Writing & Preference Grok 4 leads
Codellama 70b Instruct: 33.4 (#277), Grok 4: 58.5 (#116)
| Benchmark | Codellama 70b Instruct | Grok 4 |
|---|---|---|
| LMArena Text | 1057 | 1411 |
| LMArena Creative Writing | — | 1397 |
| Short-Story Creative Writing | — | 76.9% |
| WildBench | — | 79.7% |
| LMArena Multi-Turn | — | 1416 |
Frequently asked questions
Is Codellama 70b Instruct better than Grok 4?
Grok 4 is the stronger model overall, scoring 48.1 to 33.7 on the Noometry Index.
Is Codellama 70b Instruct or Grok 4 better for coding?
Grok 4 scores higher on coding benchmarks: 50.3 versus 37.6 in the Noometry coding category.
How many benchmarks do Codellama 70b Instruct and Grok 4 share?
4 benchmarks have published results for both models. Codellama 70b Instruct has 7 scored results on Noometry and Grok 4 has 48.