Model comparison
Gemini 2.5 Flash-Lite vs StarCoder 2 7B
Gemini 2.5 Flash-Lite has enough public results to be ranked (#208); StarCoder 2 7B does not yet, so treat this comparison as directional.
Last verified . 1 shared benchmarks.
Summary
- They share 1 benchmark with published results for both. Gemini 2.5 Flash-Lite 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 2.5 Flash-Lite leads 38.0 to 34.2.
- StarCoder 2 7B has downloadable open weights; the other is API-only.
Side by side
| Gemini 2.5 Flash-Lite | StarCoder 2 7B | |
|---|---|---|
| Provider | NVIDIA | |
| Noometry Index | 36.4 | 36.5 |
| Released | 2025-06-17 | 2024-02-20 |
| Weights | Proprietary | Open |
| Context window | 1.05M | — |
| Max output | 66K | — |
| Input $ / M tokens | $0.10 | — |
| Output $ / M tokens | $0.40 | — |
| Results tracked | 33 | 7 |
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Category by category
Coding Gemini 2.5 Flash-Lite leads
Gemini 2.5 Flash-Lite: 38.0 (#167), StarCoder 2 7B: 34.2
| Benchmark | Gemini 2.5 Flash-Lite | StarCoder 2 7B |
|---|---|---|
| WeirdML | 35.2% | — |
| LMArena Coding | 1373 | — |
| BigCodeBench Complete | — | 27.7% |
| ALE-Bench | 325.9 | — |
| HumanEval+ | — | 29.9% |
Agentic & Tool Use Not comparable
Gemini 2.5 Flash-Lite: 27.8 (#89), StarCoder 2 7B: —
| Benchmark | Gemini 2.5 Flash-Lite | StarCoder 2 7B |
|---|---|---|
| Berkeley Function Calling Leaderboard | 36.9% | — |
Reasoning Not comparable
Gemini 2.5 Flash-Lite: 21.5 (#196), StarCoder 2 7B: —
| Benchmark | Gemini 2.5 Flash-Lite | StarCoder 2 7B |
|---|---|---|
| Epoch Capabilities Index | 133.93 | 92.92 |
| Kagi LLM Benchmark | 40.5% | — |
| LMArena Hard Prompts | 1377 | — |
| DTBench | 62.8% | — |
| LMCA | 18.1% | — |
| WinoGrande | — | 57.1% |
Math Not comparable
Gemini 2.5 Flash-Lite: 35.5 (#144), StarCoder 2 7B: —
| Benchmark | Gemini 2.5 Flash-Lite | StarCoder 2 7B |
|---|---|---|
| Omni-MATH | 48% | — |
| LMArena Math | 1373 | — |
| GSM8K | — | 32.7% |
Knowledge Not comparable
Gemini 2.5 Flash-Lite: 32.1 (#206), StarCoder 2 7B: —
| Benchmark | Gemini 2.5 Flash-Lite | StarCoder 2 7B |
|---|---|---|
| MMLU-Pro | 53.7% | — |
| Vectara Hallucination Rate | 3.3% | — |
| GPQA (HELM) | 30.9% | — |
| LMArena Expert | 1373 | — |
| ARC (AI2) Challenge | — | 38.7% |
| MMLU | — | 38.8% |
Multimodal Not comparable
Gemini 2.5 Flash-Lite: 28.6 (#109), StarCoder 2 7B: —
| Benchmark | Gemini 2.5 Flash-Lite | StarCoder 2 7B |
|---|---|---|
| LMArena Vision | 1198 | — |
| VPCT | 30% | — |
Multilingual Not comparable
Gemini 2.5 Flash-Lite: 49.5 (#129), StarCoder 2 7B: —
| Benchmark | Gemini 2.5 Flash-Lite | StarCoder 2 7B |
|---|---|---|
| LMArena Non-English | 1369 | — |
| LMArena Chinese | 1404 | — |
| LMArena French | 1388 | — |
| LMArena German | 1390 | — |
| LMArena Japanese | 1359 | — |
| LMArena Korean | 1358 | — |
| LMArena Russian | 1373 | — |
| LMArena Spanish | 1396 | — |
Instruction Following Not comparable
Gemini 2.5 Flash-Lite: 70.2 (#163), StarCoder 2 7B: —
| Benchmark | Gemini 2.5 Flash-Lite | StarCoder 2 7B |
|---|---|---|
| IFEval | 81% | — |
| LMArena Instruction Following | 1366 | — |
Long Context Not comparable
Gemini 2.5 Flash-Lite: 33.3 (#257), StarCoder 2 7B: —
| Benchmark | Gemini 2.5 Flash-Lite | StarCoder 2 7B |
|---|---|---|
| Fiction.LiveBench | 47.2% | — |
| LMArena Longer Query | 1373 | — |
Writing & Preference Not comparable
Gemini 2.5 Flash-Lite: 57.0 (#130), StarCoder 2 7B: —
| Benchmark | Gemini 2.5 Flash-Lite | StarCoder 2 7B |
|---|---|---|
| LMArena Text | 1379 | — |
| LMArena Creative Writing | 1366 | — |
| WildBench | 81.8% | — |
| LMArena Multi-Turn | 1367 | — |
Frequently asked questions
Is Gemini 2.5 Flash-Lite better than StarCoder 2 7B?
Gemini 2.5 Flash-Lite has enough public results to be ranked (#208); StarCoder 2 7B does not yet, so treat this comparison as directional.
Is Gemini 2.5 Flash-Lite or StarCoder 2 7B better for coding?
Gemini 2.5 Flash-Lite scores higher on coding benchmarks: 38.0 versus 34.2 in the Noometry coding category.
How many benchmarks do Gemini 2.5 Flash-Lite and StarCoder 2 7B share?
1 benchmark has published results for both models. Gemini 2.5 Flash-Lite has 33 scored results on Noometry and StarCoder 2 7B has 7.