Model comparison
Gemini 3 Flash Preview vs StarCoder 2 7B
Gemini 3 Flash Preview has enough public results to be ranked (#33); 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. Gemini 3 Flash Preview scores higher in 1 category and StarCoder 2 7B in 0 categories; one gap is clear of the uncertainty.
- The widest gap is in coding, where Gemini 3 Flash Preview leads 51.5 to 34.2.
- StarCoder 2 7B has downloadable open weights; the other is API-only.
Side by side
| Gemini 3 Flash Preview | StarCoder 2 7B | |
|---|---|---|
| Provider | NVIDIA | |
| Noometry Index | 52.3 | 36.5 |
| Released | 2025-12-17 | 2024-02-20 |
| Weights | Proprietary | Open |
| Context window | 1.05M | — |
| Max output | 66K | — |
| Input $ / M tokens | $0.50 | — |
| Output $ / M tokens | $3 | — |
| Results tracked | 59 | 7 |
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Category by category
Coding Gemini 3 Flash Preview leads
Gemini 3 Flash Preview: 51.5 (#35), StarCoder 2 7B: 34.2
| Benchmark | Gemini 3 Flash Preview | StarCoder 2 7B |
|---|---|---|
| SWE-bench Verified | 75.4% | — |
| SWE-bench Verified (bash only) | 75.8% | — |
| LMArena WebDev | 1439 | — |
| SWE-bench Multilingual | 72.7% | — |
| GSO | 9.8% | — |
| WeirdML | 61.6% | — |
| LMArena Coding | 1460 | — |
| BigCodeBench Complete | — | 27.7% |
| ALE-Bench | 1,367 | — |
| HumanEval+ | — | 29.9% |
Agentic & Tool Use Not comparable
Gemini 3 Flash Preview: 38.6 (#27), StarCoder 2 7B: —
| Benchmark | Gemini 3 Flash Preview | StarCoder 2 7B |
|---|---|---|
| Terminal-Bench | 64.3% | — |
| τ²-bench Airline | 82.5% | — |
| τ²-bench Banking | 27.3% | — |
| τ²-bench Retail | 76.8% | — |
| τ²-bench Telecom | 91.2% | — |
| DeepResearch Bench | 49.8% | — |
| BALROG | 48.1% | — |
| GDP.pdf | 10% | — |
| LMArena Search | 1198 | — |
| Vending-Bench 2 | 3,635 | — |
Reasoning Not comparable
Gemini 3 Flash Preview: 49.2 (#35), StarCoder 2 7B: —
| Benchmark | Gemini 3 Flash Preview | StarCoder 2 7B |
|---|---|---|
| Epoch Capabilities Index | 151.83 | 92.92 |
| ARC-AGI-2 | 33.6% | — |
| SimpleBench | 61.1% | — |
| NYT Connections (extended) | 83.1% | — |
| ARC-AGI-1 | 84.7% | — |
| Chess Puzzles | 40% | — |
| LMArena Hard Prompts | 1465 | — |
| Mystery Game Puzzles | 26% | — |
| DTBench | 89.1% | — |
| LMCA | 43.1% | — |
| ForecastBench | 58.5 | — |
| WinoGrande | — | 57.1% |
Math Not comparable
Gemini 3 Flash Preview: 51.4 (#42), StarCoder 2 7B: —
| Benchmark | Gemini 3 Flash Preview | StarCoder 2 7B |
|---|---|---|
| FrontierMath (Tiers 1-3) | 51.2% | — |
| FrontierMath Tier 4 | 17.1% | — |
| MathArena Final-Answer Competitions | 67.6% | — |
| OTIS Mock AIME 2024-2025 | 95.6% | — |
| ProofBench | 15% | — |
| LMArena Math | 1472 | — |
| FrontierMath (Feb 2025 set) | 35.6% | — |
| FrontierMath Tier 4 (v1) | 4.2% | — |
| GSM8K | — | 32.7% |
Knowledge Not comparable
Gemini 3 Flash Preview: 58.8 (#30), StarCoder 2 7B: —
| Benchmark | Gemini 3 Flash Preview | StarCoder 2 7B |
|---|---|---|
| GPQA Diamond | 89.4% | — |
| SimpleQA Verified | 66.8% | — |
| Vectara Hallucination Rate | 13.5% | — |
| LMArena Expert | 1461 | — |
| ARC (AI2) Challenge | — | 38.7% |
| MMLU | — | 38.8% |
Multimodal Not comparable
Gemini 3 Flash Preview: 45.3 (#15), StarCoder 2 7B: —
| Benchmark | Gemini 3 Flash Preview | StarCoder 2 7B |
|---|---|---|
| LMArena Vision | 1285 | — |
| GeoBench | 88% | — |
| VPCT | 72.6% | — |
| Blueprint-Bench 2 | 0% | — |
| LMArena Document | 1413 | — |
Multilingual Not comparable
Gemini 3 Flash Preview: 55.9 (#26), StarCoder 2 7B: —
| Benchmark | Gemini 3 Flash Preview | StarCoder 2 7B |
|---|---|---|
| LMArena Non-English | 1458 | — |
| LMArena Chinese | 1510 | — |
| LMArena French | 1478 | — |
| LMArena German | 1497 | — |
| LMArena Japanese | 1488 | — |
| LMArena Korean | 1443 | — |
| LMArena Russian | 1480 | — |
| LMArena Spanish | 1470 | — |
Instruction Following Not comparable
Gemini 3 Flash Preview: 75.8 (#52), StarCoder 2 7B: —
| Benchmark | Gemini 3 Flash Preview | StarCoder 2 7B |
|---|---|---|
| LMArena Instruction Following | 1437 | — |
Long Context Not comparable
Gemini 3 Flash Preview: 44.4 (#63), StarCoder 2 7B: —
| Benchmark | Gemini 3 Flash Preview | StarCoder 2 7B |
|---|---|---|
| LMArena Longer Query | 1452 | — |
Writing & Preference Not comparable
Gemini 3 Flash Preview: 65.6 (#44), StarCoder 2 7B: —
| Benchmark | Gemini 3 Flash Preview | StarCoder 2 7B |
|---|---|---|
| LMArena Text | 1466 | — |
| LMArena Creative Writing | 1457 | — |
| LMArena Multi-Turn | 1471 | — |
Frequently asked questions
Is Gemini 3 Flash Preview better than StarCoder 2 7B?
Gemini 3 Flash Preview has enough public results to be ranked (#33); StarCoder 2 7B does not yet, so treat this comparison as directional.
Is Gemini 3 Flash Preview or StarCoder 2 7B better for coding?
Gemini 3 Flash Preview scores higher on coding benchmarks: 51.5 versus 34.2 in the Noometry coding category.
How many benchmarks do Gemini 3 Flash Preview and StarCoder 2 7B share?
1 benchmark has published results for both models. Gemini 3 Flash Preview has 59 scored results on Noometry and StarCoder 2 7B has 7.