Model comparison
Gemma 3 27B vs StarCoder 2 7B
Gemma 3 27B has enough public results to be ranked (#277); StarCoder 2 7B does not yet, so treat this comparison as directional.
Last verified . 1 shared benchmarks.
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NVIDIASummary
- They share 1 benchmark with published results for both. Gemma 3 27B scores higher in 0 categories and StarCoder 2 7B in 1 category; one gap is clear of the uncertainty.
- The widest gap is in coding, where StarCoder 2 7B leads 34.2 to 22.1.
Side by side
| Gemma 3 27B | StarCoder 2 7B | |
|---|---|---|
| Provider | NVIDIA | |
| Noometry Index | 30.5 | 36.5 |
| Released | 2025-03-11 | 2024-02-20 |
| Weights | Open | Open |
| Context window | 131K | — |
| Max output | 8K | — |
| Input $ / M tokens | $0.08 | — |
| Output $ / M tokens | $0.16 | — |
| Results tracked | 43 | 7 |
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Category by category
Coding StarCoder 2 7B leads
Gemma 3 27B: 22.1 (#329), StarCoder 2 7B: 34.2
| Benchmark | Gemma 3 27B | StarCoder 2 7B |
|---|---|---|
| Aider Polyglot | 4.9% | — |
| SciCode | 21.2% | — |
| LiveBench Coding | 39.9% | — |
| LMArena Coding | 1322 | — |
| BigCodeBench Complete | — | 27.7% |
| HumanEval+ | — | 29.9% |
Agentic & Tool Use Not comparable
Gemma 3 27B: 24.9 (#105), StarCoder 2 7B: —
| Benchmark | Gemma 3 27B | StarCoder 2 7B |
|---|---|---|
| Berkeley Function Calling Leaderboard | 29.5% | — |
Reasoning Not comparable
Gemma 3 27B: 16.3 (#297), StarCoder 2 7B: —
| Benchmark | Gemma 3 27B | StarCoder 2 7B |
|---|---|---|
| Epoch Capabilities Index | 130.04 | 92.92 |
| Kagi LLM Benchmark | 40.4% | — |
| CritPt | 0% | — |
| Chess Puzzles | 0% | — |
| LiveBench Reasoning | 43.8% | — |
| LMArena Hard Prompts | 1340 | — |
| DTBench | 52.5% | — |
| LiveBench Data Analysis | 51.5% | — |
| LMCA | 12.3% | — |
| LiveBench | 50% | — |
| WinoGrande | — | 57.1% |
Math Not comparable
Gemma 3 27B: 24.4 (#261), StarCoder 2 7B: —
| Benchmark | Gemma 3 27B | StarCoder 2 7B |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 22.5% | — |
| LiveBench Math | 55.4% | — |
| LMArena Math | 1312 | — |
| MATH Level 5 | 74% | — |
| GSM8K | — | 32.7% |
Knowledge Not comparable
Gemma 3 27B: 25.4 (#256), StarCoder 2 7B: —
| Benchmark | Gemma 3 27B | StarCoder 2 7B |
|---|---|---|
| GPQA Diamond | 47.7% | — |
| Confabulations | 40.3% | — |
| Vectara Hallucination Rate | 7.4% | — |
| LMArena Expert | 1303 | — |
| ARC (AI2) Challenge | — | 38.7% |
| MMLU | — | 38.8% |
Multimodal Not comparable
Gemma 3 27B: 32.0 (#94), StarCoder 2 7B: —
| Benchmark | Gemma 3 27B | StarCoder 2 7B |
|---|---|---|
| LMArena Vision | 1165 | — |
| GeoBench | 52% | — |
Multilingual Not comparable
Gemma 3 27B: 47.0 (#150), StarCoder 2 7B: —
| Benchmark | Gemma 3 27B | StarCoder 2 7B |
|---|---|---|
| LMArena Non-English | 1334 | — |
| LMArena Chinese | 1347 | — |
| LMArena French | 1368 | — |
| LMArena German | 1362 | — |
| LMArena Japanese | 1287 | — |
| LMArena Korean | 1308 | — |
| LMArena Russian | 1349 | — |
| LMArena Spanish | 1348 | — |
Instruction Following Not comparable
Gemma 3 27B: 70.8 (#155), StarCoder 2 7B: —
| Benchmark | Gemma 3 27B | StarCoder 2 7B |
|---|---|---|
| LiveBench Instruction Following | 74.9% | — |
| LMArena Instruction Following | 1321 | — |
Long Context Not comparable
Gemma 3 27B: 27.6 (#288), StarCoder 2 7B: —
| Benchmark | Gemma 3 27B | StarCoder 2 7B |
|---|---|---|
| Fiction.LiveBench | 33.3% | — |
| LMArena Longer Query | 1333 | — |
Writing & Preference Not comparable
Gemma 3 27B: 52.7 (#161), StarCoder 2 7B: —
| Benchmark | Gemma 3 27B | StarCoder 2 7B |
|---|---|---|
| LMArena Text | 1358 | — |
| LMArena Creative Writing | 1346 | — |
| Short-Story Creative Writing | 79.9% | — |
| EQ-Bench Creative Writing | 1266 | — |
| LMArena Multi-Turn | 1344 | — |
| LiveBench Language | 34.6% | — |
Frequently asked questions
Is Gemma 3 27B better than StarCoder 2 7B?
Gemma 3 27B has enough public results to be ranked (#277); StarCoder 2 7B does not yet, so treat this comparison as directional.
Is Gemma 3 27B or StarCoder 2 7B better for coding?
StarCoder 2 7B scores higher on coding benchmarks: 34.2 versus 22.1 in the Noometry coding category.
How many benchmarks do Gemma 3 27B and StarCoder 2 7B share?
1 benchmark has published results for both models. Gemma 3 27B has 43 scored results on Noometry and StarCoder 2 7B has 7.