Model comparison
Gemini 3.8 Flash vs StarCoder 2 7B
Gemini 3.8 Flash has enough public results to be ranked (#11); 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 3.8 Flash 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 3.8 Flash leads 59.2 to 34.8.
- StarCoder 2 7B has downloadable open weights; the other is API-only.
Side by side
| Gemini 3.8 Flash | StarCoder 2 7B | |
|---|---|---|
| Provider | NVIDIA | |
| Noometry Index | 61.8 | 37.0 |
| Released | 2026-09-02 | 2024-02-20 |
| Weights | Proprietary | Open |
| Context window | 1.05M | — |
| Max output | 66K | — |
| Input $ / M tokens | $0.75 | — |
| Output $ / M tokens | $3.75 | — |
| Results tracked | 50 | 7 |
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Category by category
Coding Gemini 3.8 Flash leads
Gemini 3.8 Flash: 59.2 (#15), StarCoder 2 7B: 34.8
| Benchmark | Gemini 3.8 Flash | StarCoder 2 7B |
|---|---|---|
| DeepSWE | 73.8% | — |
| FrontierCode | 41.2% | — |
| CursorBench | 39.6% | — |
| LMArena WebDev | 1584 | — |
| FrontierSWE | 19.6% | — |
| SciCode | 56.6% | — |
| WeirdML | 84.8% | — |
| LMArena Coding | 1510 | — |
| BigCodeBench Complete | — | 27.7% |
| ALE-Bench | 1,270 | — |
| HumanEval+ | — | 29.9% |
Agentic & Tool Use Not comparable
Gemini 3.8 Flash: 41.8 (#21), StarCoder 2 7B: —
| Benchmark | Gemini 3.8 Flash | StarCoder 2 7B |
|---|---|---|
| APEX-Agents | 64.3% | — |
| Remote Labor Index | 5.8% | — |
| GDP.pdf | 23.4% | — |
| Vending-Bench 2 | 5,094 | — |
Reasoning Not comparable
Gemini 3.8 Flash: 76.9 (#5), StarCoder 2 7B: —
| Benchmark | Gemini 3.8 Flash | StarCoder 2 7B |
|---|---|---|
| Epoch Capabilities Index | 156.71 | 93.56 |
| ARC-AGI-2 | 89.2% | — |
| NYT Connections (extended) | 97.4% | — |
| ARC-AGI-1 | 98.5% | — |
| CritPt | 18.3% | — |
| Chess Puzzles | 61% | — |
| LMArena Hard Prompts | 1508 | — |
| Mystery Game Puzzles | 47% | — |
| DTBench | 95.7% | — |
| LMCA | 52.9% | — |
| Surface Evolver Bench | 76.9% | — |
| WinoGrande | — | 57.1% |
Math Not comparable
Gemini 3.8 Flash: 65.3 (#28), StarCoder 2 7B: —
| Benchmark | Gemini 3.8 Flash | StarCoder 2 7B |
|---|---|---|
| FrontierMath (Tiers 1-3) | 68.4% | — |
| FrontierMath Tier 4 | 22% | — |
| OTIS Mock AIME 2024-2025 | 98.9% | — |
| ProofBench | 48% | — |
| LMArena Math | 1528 | — |
| GSM8K | — | 32.7% |
Knowledge Not comparable
Gemini 3.8 Flash: 74.8 (#2), StarCoder 2 7B: —
| Benchmark | Gemini 3.8 Flash | StarCoder 2 7B |
|---|---|---|
| GPQA Diamond | 95.4% | — |
| Humanity's Last Exam | 44.5% | — |
| SimpleQA Verified | 69.7% | — |
| LMArena Expert | 1524 | — |
| ARC (AI2) Challenge | — | 38.7% |
| MMLU | — | 38.8% |
Multimodal Not comparable
Gemini 3.8 Flash: 40.7 (#45), StarCoder 2 7B: —
| Benchmark | Gemini 3.8 Flash | StarCoder 2 7B |
|---|---|---|
| LMArena Vision | 1314 | — |
| Blueprint-Bench 2 | 38.6% | — |
| Furniture Assembly | 31.7% | — |
Multilingual Not comparable
Gemini 3.8 Flash: 58.0 (#5), StarCoder 2 7B: —
| Benchmark | Gemini 3.8 Flash | StarCoder 2 7B |
|---|---|---|
| LMArena Non-English | 1491 | — |
| LMArena Chinese | 1554 | — |
| LMArena French | 1498 | — |
| LMArena German | 1493 | — |
| LMArena Japanese | 1502 | — |
| LMArena Korean | 1459 | — |
| LMArena Russian | 1515 | — |
| LMArena Spanish | 1485 | — |
Instruction Following Not comparable
Gemini 3.8 Flash: 78.0 (#13), StarCoder 2 7B: —
| Benchmark | Gemini 3.8 Flash | StarCoder 2 7B |
|---|---|---|
| LMArena Instruction Following | 1490 | — |
Long Context Not comparable
Gemini 3.8 Flash: 46.3 (#24), StarCoder 2 7B: —
| Benchmark | Gemini 3.8 Flash | StarCoder 2 7B |
|---|---|---|
| LMArena Longer Query | 1508 | — |
Writing & Preference Not comparable
Gemini 3.8 Flash: 72.2 (#15), StarCoder 2 7B: —
| Benchmark | Gemini 3.8 Flash | StarCoder 2 7B |
|---|---|---|
| LMArena Text | 1499 | — |
| LMArena Creative Writing | 1492 | — |
| EQ-Bench Creative Writing | 1748 | — |
| LMArena Multi-Turn | 1501 | — |
Frequently asked questions
Is Gemini 3.8 Flash better than StarCoder 2 7B?
Gemini 3.8 Flash has enough public results to be ranked (#11); StarCoder 2 7B does not yet, so treat this comparison as directional.
Is Gemini 3.8 Flash or StarCoder 2 7B better for coding?
Gemini 3.8 Flash scores higher on coding benchmarks: 59.2 versus 34.8 in the Noometry coding category.
How many benchmarks do Gemini 3.8 Flash and StarCoder 2 7B share?
1 benchmark has published results for both models. Gemini 3.8 Flash has 50 scored results on Noometry and StarCoder 2 7B has 7.