Model comparison
Claude 3 Sonnet vs Deepseek Coder v2
Deepseek Coder v2 is the stronger model overall, scoring 35.3 to 28.8 on the Noometry Index.
Last verified . 22 shared benchmarks.
Summary
- They share 22 benchmarks with published results for both. Claude 3 Sonnet scores higher in 3 categories and Deepseek Coder v2 in 5 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in math, where Deepseek Coder v2 leads 32.3 to 10.0.
- The biggest single-benchmark swing is BigCodeBench Complete: 53.8% for Claude 3 Sonnet and 59.7% for Deepseek Coder v2.
- Deepseek Coder v2 has downloadable open weights; the other is API-only.
Side by side
| Claude 3 Sonnet | Deepseek Coder v2 | |
|---|---|---|
| Provider | Anthropic | DeepSeek |
| Noometry Index | 28.8 | 35.3 |
| Released | 2024-02-29 | 2024-06-17 |
| Weights | Proprietary | Open |
| Context window | — | — |
| Max output | — | — |
| Input $ / M tokens | — | — |
| Output $ / M tokens | — | — |
| Results tracked | 30 | 24 |
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Category by category
Coding Deepseek Coder v2 leads
Claude 3 Sonnet: 29.2 (#296), Deepseek Coder v2: 37.5 (#178)
| Benchmark | Claude 3 Sonnet | Deepseek Coder v2 |
|---|---|---|
| BigCodeBench Instruct | 42.7% | 48.2% |
| LMArena Coding | 1223 | 1251 |
| BigCodeBench Complete | 53.8% | 59.7% |
| HumanEval+ | 64% | 82.3% |
| MBPP+ | 69.3% | 75.1% |
| WeirdML | 10.2% | — |
Reasoning Deepseek Coder v2 leads
Claude 3 Sonnet: 19.7 (#232), Deepseek Coder v2: 22.6 (#175)
| Benchmark | Claude 3 Sonnet | Deepseek Coder v2 |
|---|---|---|
| LMArena Hard Prompts | 1197 | 1207 |
| WinoGrande | 75.1% | 83.7% |
| DTBench | 53.6% | — |
| Epoch Capabilities Index | 120.69 | — |
Math Deepseek Coder v2 leads
Claude 3 Sonnet: 10.0 (#305), Deepseek Coder v2: 32.3 (#188)
| Benchmark | Claude 3 Sonnet | Deepseek Coder v2 |
|---|---|---|
| LMArena Math | 1213 | 1241 |
| OTIS Mock AIME 2024-2025 | 2.5% | — |
| MATH Level 5 | 18.2% | — |
| GSM8K | — | 94.5% |
Knowledge Deepseek Coder v2 leads
Claude 3 Sonnet: 21.1 (#271), Deepseek Coder v2: 31.7 (#209)
| Benchmark | Claude 3 Sonnet | Deepseek Coder v2 |
|---|---|---|
| LMArena Expert | 1173 | 1181 |
| GPQA Diamond | 40.6% | — |
| ARC (AI2) Challenge | — | 64.3% |
| MMLU | 75.9% | — |
Multimodal Not comparable
Claude 3 Sonnet: 24.7 (#120), Deepseek Coder v2: —
| Benchmark | Claude 3 Sonnet | Deepseek Coder v2 |
|---|---|---|
| LMArena Vision | 984 | — |
Multilingual Claude 3 Sonnet leads
Claude 3 Sonnet: 38.0 (#229), Deepseek Coder v2: 36.4 (#235)
| Benchmark | Claude 3 Sonnet | Deepseek Coder v2 |
|---|---|---|
| LMArena Non-English | 1205 | 1182 |
| LMArena Chinese | 1188 | 1201 |
| LMArena French | 1228 | 1184 |
| LMArena German | 1204 | 1164 |
| LMArena Japanese | 1131 | 1126 |
| LMArena Korean | 1128 | 1104 |
| LMArena Russian | 1227 | 1188 |
| LMArena Spanish | 1204 | 1153 |
Instruction Following Claude 3 Sonnet leads
Claude 3 Sonnet: 63.1 (#230), Deepseek Coder v2: 61.9 (#237)
| Benchmark | Claude 3 Sonnet | Deepseek Coder v2 |
|---|---|---|
| LMArena Instruction Following | 1200 | 1180 |
Long Context Too close to call
Claude 3 Sonnet: 36.7 (#223), Deepseek Coder v2: 37.0 (#219)
| Benchmark | Claude 3 Sonnet | Deepseek Coder v2 |
|---|---|---|
| LMArena Longer Query | 1211 | 1219 |
Writing & Preference Claude 3 Sonnet leads
Claude 3 Sonnet: 42.3 (#233), Deepseek Coder v2: 38.4 (#249)
| Benchmark | Claude 3 Sonnet | Deepseek Coder v2 |
|---|---|---|
| LMArena Text | 1218 | 1191 |
| LMArena Creative Writing | 1186 | 1120 |
| LMArena Multi-Turn | 1227 | 1176 |
Frequently asked questions
Is Claude 3 Sonnet better than Deepseek Coder v2?
Deepseek Coder v2 is the stronger model overall, scoring 35.3 to 28.8 on the Noometry Index.
Is Claude 3 Sonnet or Deepseek Coder v2 better for coding?
Deepseek Coder v2 scores higher on coding benchmarks: 37.5 versus 29.2 in the Noometry coding category.
How many benchmarks do Claude 3 Sonnet and Deepseek Coder v2 share?
22 benchmarks have published results for both models. Claude 3 Sonnet has 30 scored results on Noometry and Deepseek Coder v2 has 24.