Model comparison
Codellama 70b Instruct vs Phi 3 Small 8k Instruct
Codellama 70b Instruct is the stronger model overall, scoring 33.7 to 29.3 on the Noometry Index.
Last verified . 4 shared benchmarks.
Summary
- They share 4 benchmarks with published results for both. Codellama 70b Instruct scores higher in 3 categories and Phi 3 Small 8k Instruct in 2 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in coding, where Codellama 70b Instruct leads 37.6 to 27.9.
Side by side
| Codellama 70b Instruct | Phi 3 Small 8k Instruct | |
|---|---|---|
| Provider | Meta | Microsoft |
| Noometry Index | 33.7 | 29.3 |
| Released | — | 2024-04-23 |
| Weights | Open | Open |
| Context window | — | — |
| Max output | — | — |
| Input $ / M tokens | — | — |
| Output $ / M tokens | — | — |
| Results tracked | 7 | 32 |
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Category by category
Coding Codellama 70b Instruct leads
Codellama 70b Instruct: 37.6 (#193), Phi 3 Small 8k Instruct: 27.9 (#318)
| Benchmark | Codellama 70b Instruct | Phi 3 Small 8k Instruct |
|---|---|---|
| BigCodeBench Instruct | 40.7% | — |
| LiveBench Coding | — | 20.3% |
| LMArena Coding | — | 1101 |
| BigCodeBench Complete | 49.6% | — |
| HumanEval+ | 65.9% | — |
Reasoning Codellama 70b Instruct leads
Codellama 70b Instruct: 20.1 (#242), Phi 3 Small 8k Instruct: 14.8 (#323)
| Benchmark | Codellama 70b Instruct | Phi 3 Small 8k Instruct |
|---|---|---|
| LMArena Hard Prompts | 1052 | 1100 |
| LiveBench Reasoning | — | 15.9% |
| LiveBench Data Analysis | — | 30.3% |
| Adversarial NLI | — | 58.1% |
| BIG-Bench Hard | — | 79.1% |
| HellaSwag | — | 77% |
| LiveBench | — | 24% |
| WinoGrande | — | 81.5% |
Math Not comparable
Codellama 70b Instruct: —, Phi 3 Small 8k Instruct: 27.6 (#248)
| Benchmark | Codellama 70b Instruct | Phi 3 Small 8k Instruct |
|---|---|---|
| LiveBench Math | — | 17.6% |
| LMArena Math | — | 1151 |
Knowledge Not comparable
Codellama 70b Instruct: —, Phi 3 Small 8k Instruct: 29.1 (#240)
| Benchmark | Codellama 70b Instruct | Phi 3 Small 8k Instruct |
|---|---|---|
| LMArena Expert | — | 1067 |
| ARC (AI2) Challenge | — | 90.7% |
| MMLU | — | 75.7% |
| OpenBookQA | — | 88% |
| TriviaQA | — | 58.1% |
Multilingual Phi 3 Small 8k Instruct leads
Codellama 70b Instruct: 24.8 (#288), Phi 3 Small 8k Instruct: 28.5 (#272)
| Benchmark | Codellama 70b Instruct | Phi 3 Small 8k Instruct |
|---|---|---|
| LMArena Non-English | 992 | 1058 |
| LMArena Chinese | — | 1061 |
| LMArena French | — | 1135 |
| LMArena German | — | 1080 |
| LMArena Japanese | — | 966 |
| LMArena Korean | — | 894 |
| LMArena Russian | — | 1111 |
| LMArena Spanish | — | 1111 |
Instruction Following Too close to call
Codellama 70b Instruct: 51.9 (#293), Phi 3 Small 8k Instruct: 51.9 (#292)
| Benchmark | Codellama 70b Instruct | Phi 3 Small 8k Instruct |
|---|---|---|
| LMArena Instruction Following | 1024 | 1087 |
| LiveBench Instruction Following | — | 47.2% |
Long Context Not comparable
Codellama 70b Instruct: —, Phi 3 Small 8k Instruct: 33.0 (#267)
| Benchmark | Codellama 70b Instruct | Phi 3 Small 8k Instruct |
|---|---|---|
| LMArena Longer Query | — | 1088 |
Writing & Preference Codellama 70b Instruct leads
Codellama 70b Instruct: 33.4 (#277), Phi 3 Small 8k Instruct: 31.1 (#284)
| Benchmark | Codellama 70b Instruct | Phi 3 Small 8k Instruct |
|---|---|---|
| LMArena Text | 1057 | 1110 |
| LMArena Creative Writing | — | 1083 |
| LMArena Multi-Turn | — | 1068 |
| LiveBench Language | — | 12.9% |
Frequently asked questions
Is Codellama 70b Instruct better than Phi 3 Small 8k Instruct?
Codellama 70b Instruct is the stronger model overall, scoring 33.7 to 29.3 on the Noometry Index.
Is Codellama 70b Instruct or Phi 3 Small 8k Instruct better for coding?
Codellama 70b Instruct scores higher on coding benchmarks: 37.6 versus 27.9 in the Noometry coding category.
How many benchmarks do Codellama 70b Instruct and Phi 3 Small 8k Instruct share?
4 benchmarks have published results for both models. Codellama 70b Instruct has 7 scored results on Noometry and Phi 3 Small 8k Instruct has 32.