Model comparison
Codellama 70b Instruct vs o3-mini
o3-mini is the stronger model overall, scoring 36.7 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 1 category and o3-mini in 4 categories; 5 gaps are clear of the uncertainty.
- The widest gap is in instruction following, where o3-mini leads 75.1 to 51.9.
- Codellama 70b Instruct has downloadable open weights; the other is API-only.
Side by side
| Codellama 70b Instruct | o3-mini | |
|---|---|---|
| Provider | Meta | OpenAI |
| Noometry Index | 33.7 | 36.7 |
| Released | — | 2024-12-20 |
| Weights | Open | Proprietary |
| Context window | — | 200K |
| Max output | — | 100K |
| Input $ / M tokens | — | $1.10 |
| Output $ / M tokens | — | $4.40 |
| Results tracked | 7 | 51 |
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Category by category
Coding o3-mini leads
Codellama 70b Instruct: 37.6 (#193), o3-mini: 40.8 (#132)
| Benchmark | Codellama 70b Instruct | o3-mini |
|---|---|---|
| Aider Polyglot | — | 60.4% |
| SciCode | — | 39.8% |
| GSO | — | 1.3% |
| WeirdML | — | 43.7% |
| BigCodeBench Instruct | 40.7% | — |
| LiveBench Coding | — | 82.7% |
| LMArena Coding | — | 1378 |
| BigCodeBench Complete | 49.6% | — |
| CadEval | — | 54% |
| HumanEval+ | 65.9% | — |
Agentic & Tool Use Not comparable
Codellama 70b Instruct: —, o3-mini: 29.6 (#84)
| Benchmark | Codellama 70b Instruct | o3-mini |
|---|---|---|
| Cybench | — | 22.5% |
Reasoning Codellama 70b Instruct leads
Codellama 70b Instruct: 20.1 (#242), o3-mini: 16.3 (#305)
| Benchmark | Codellama 70b Instruct | o3-mini |
|---|---|---|
| LMArena Hard Prompts | 1052 | 1366 |
| ARC-AGI-2 | — | 3% |
| SimpleBench | — | 22.8% |
| ARC-AGI-1 | — | 34.5% |
| CritPt | — | 0.3% |
| Chess Puzzles | — | 17% |
| LiveBench Reasoning | — | 89.6% |
| Mystery Game Puzzles | — | 7% |
| DTBench | — | 68.8% |
| LiveBench Data Analysis | — | 70.6% |
| LMCA | — | 19% |
| Epoch Capabilities Index | — | 140.34 |
| ForecastBench | — | 59.6 |
| LiveBench | — | 75.9% |
Math Not comparable
Codellama 70b Instruct: —, o3-mini: 28.1 (#244)
| Benchmark | Codellama 70b Instruct | o3-mini |
|---|---|---|
| FrontierMath (Tiers 1-3) | — | 18.6% |
| FrontierMath Tier 4 | — | 0% |
| OTIS Mock AIME 2024-2025 | — | 76.9% |
| LiveBench Math | — | 77.3% |
| LMArena Math | — | 1396 |
| MATH Level 5 | — | 96.5% |
| FrontierMath (Feb 2025 set) | — | 12.4% |
| FrontierMath Tier 4 (v1) | — | 4.2% |
Knowledge Not comparable
Codellama 70b Instruct: —, o3-mini: 38.3 (#146)
| Benchmark | Codellama 70b Instruct | o3-mini |
|---|---|---|
| GPQA Diamond | — | 77% |
| SimpleQA Verified | — | 15.3% |
| Confabulations | — | 17.9% |
| LMArena Expert | — | 1364 |
Multilingual o3-mini leads
Codellama 70b Instruct: 24.8 (#288), o3-mini: 45.7 (#164)
| Benchmark | Codellama 70b Instruct | o3-mini |
|---|---|---|
| LMArena Non-English | 992 | 1319 |
| LMArena Chinese | — | 1379 |
| LMArena French | — | 1334 |
| LMArena German | — | 1303 |
| LMArena Japanese | — | 1286 |
| LMArena Korean | — | 1314 |
| LMArena Russian | — | 1304 |
| LMArena Spanish | — | 1321 |
Instruction Following o3-mini leads
Codellama 70b Instruct: 51.9 (#293), o3-mini: 75.1 (#72)
| Benchmark | Codellama 70b Instruct | o3-mini |
|---|---|---|
| LMArena Instruction Following | 1024 | 1337 |
| LiveBench Instruction Following | — | 84.4% |
Long Context Not comparable
Codellama 70b Instruct: —, o3-mini: 33.8 (#256)
| Benchmark | Codellama 70b Instruct | o3-mini |
|---|---|---|
| Fiction.LiveBench | — | 50% |
| LMArena Longer Query | — | 1343 |
Writing & Preference o3-mini leads
Codellama 70b Instruct: 33.4 (#277), o3-mini: 50.3 (#182)
| Benchmark | Codellama 70b Instruct | o3-mini |
|---|---|---|
| LMArena Text | 1057 | 1337 |
| LMArena Creative Writing | — | 1286 |
| Short-Story Creative Writing | — | 61.7% |
| LMArena Multi-Turn | — | 1320 |
| LiveBench Language | — | 50.7% |
Frequently asked questions
Is Codellama 70b Instruct better than o3-mini?
o3-mini is the stronger model overall, scoring 36.7 to 33.7 on the Noometry Index.
Is Codellama 70b Instruct or o3-mini better for coding?
o3-mini scores higher on coding benchmarks: 40.8 versus 37.6 in the Noometry coding category.
How many benchmarks do Codellama 70b Instruct and o3-mini share?
4 benchmarks have published results for both models. Codellama 70b Instruct has 7 scored results on Noometry and o3-mini has 51.