Model comparison
DeepSeek Coder 1.3B vs phi-3-medium 14B
phi-3-medium 14B has enough public results to be ranked (#306); DeepSeek Coder 1.3B does not yet, so treat this comparison as directional.
Last verified . 6 shared benchmarks.
DeepSeek
MicrosoftSummary
- They share 6 benchmarks with published results for both. DeepSeek Coder 1.3B scores higher in 0 categories and phi-3-medium 14B in 1 category; one gap is clear of the uncertainty.
- The widest gap is in coding, where phi-3-medium 14B leads 36.3 to 30.7.
- The biggest single-benchmark swing is BigCodeBench Complete: 29.6% for DeepSeek Coder 1.3B and 48.7% for phi-3-medium 14B.
Side by side
| DeepSeek Coder 1.3B | phi-3-medium 14B | |
|---|---|---|
| Provider | DeepSeek | Microsoft |
| Noometry Index | 34.5 | 29.1 |
| Released | 2023-11-02 | 2024-04-23 |
| Weights | Open | Open |
| Context window | — | — |
| Max output | — | — |
| Input $ / M tokens | — | — |
| Output $ / M tokens | — | — |
| Results tracked | 9 | 13 |
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Category by category
Coding phi-3-medium 14B leads
DeepSeek Coder 1.3B: 30.7 (#282), phi-3-medium 14B: 36.3 (#198)
| Benchmark | DeepSeek Coder 1.3B | phi-3-medium 14B |
|---|---|---|
| BigCodeBench Instruct | 22.8% | 37.6% |
| BigCodeBench Complete | 29.6% | 48.7% |
| HumanEval+ | 60.4% | — |
| MBPP+ | 54.8% | — |
Reasoning Not comparable
DeepSeek Coder 1.3B: —, phi-3-medium 14B: —
| Benchmark | DeepSeek Coder 1.3B | phi-3-medium 14B |
|---|---|---|
| Epoch Capabilities Index | 62.18 | 121.18 |
| WinoGrande | 53.3% | 81.5% |
| Adversarial NLI | — | 55.8% |
| BIG-Bench Hard | — | 81.4% |
| HellaSwag | — | 82.4% |
Math Not comparable
DeepSeek Coder 1.3B: —, phi-3-medium 14B: 25.2 (#249)
| Benchmark | DeepSeek Coder 1.3B | phi-3-medium 14B |
|---|---|---|
| MATH Level 5 | — | 17.6% |
| GSM8K | 4.4% | — |
Knowledge Not comparable
DeepSeek Coder 1.3B: —, phi-3-medium 14B: 9.1 (#301)
| Benchmark | DeepSeek Coder 1.3B | phi-3-medium 14B |
|---|---|---|
| ARC (AI2) Challenge | 25.4% | 91.6% |
| MMLU | 25.8% | 78% |
| GPQA Diamond | — | 27.6% |
| OpenBookQA | — | 87.4% |
| TriviaQA | — | 73.9% |
Frequently asked questions
Is DeepSeek Coder 1.3B better than phi-3-medium 14B?
phi-3-medium 14B has enough public results to be ranked (#306); DeepSeek Coder 1.3B does not yet, so treat this comparison as directional.
Is DeepSeek Coder 1.3B or phi-3-medium 14B better for coding?
phi-3-medium 14B scores higher on coding benchmarks: 36.3 versus 30.7 in the Noometry coding category.
How many benchmarks do DeepSeek Coder 1.3B and phi-3-medium 14B share?
6 benchmarks have published results for both models. DeepSeek Coder 1.3B has 9 scored results on Noometry and phi-3-medium 14B has 13.