Model comparison
StarCoder 2 7B vs Step 3.7 Flash
Step 3.7 Flash has enough public results to be ranked (#207); StarCoder 2 7B does not yet, so treat this comparison as directional.
Last verified . 0 shared benchmarks.
NVIDIA
StepFunSummary
- The widest gap is in coding, where Step 3.7 Flash leads 40.0 to 34.8.
Side by side
| StarCoder 2 7B | Step 3.7 Flash | |
|---|---|---|
| Provider | NVIDIA | StepFun |
| Noometry Index | 37.0 | 37.3 |
| Released | 2024-02-20 | 2026-05-29 |
| Weights | Open | Open |
| Context window | — | 256K |
| Max output | — | 256K |
| Input $ / M tokens | — | $0.18 |
| Output $ / M tokens | — | $1.11 |
| Results tracked | 7 | 5 |
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Category by category
Coding Step 3.7 Flash leads
StarCoder 2 7B: 34.8, Step 3.7 Flash: 40.0 (#150)
| Benchmark | StarCoder 2 7B | Step 3.7 Flash |
|---|---|---|
| SciCode | — | 40% |
| BigCodeBench Complete | 27.7% | — |
| ALE-Bench | — | 694.12 |
| HumanEval+ | 29.9% | — |
Reasoning Not comparable
StarCoder 2 7B: —, Step 3.7 Flash: 21.6 (#219)
| Benchmark | StarCoder 2 7B | Step 3.7 Flash |
|---|---|---|
| NYT Connections (extended) | — | 39.7% |
| CritPt | — | 2.3% |
| Epoch Capabilities Index | 93.56 | — |
| WinoGrande | 57.1% | — |
Math Not comparable
StarCoder 2 7B: —, Step 3.7 Flash: 42.9 (#82)
| Benchmark | StarCoder 2 7B | Step 3.7 Flash |
|---|---|---|
| MathArena Final-Answer Competitions | — | 68.5% |
| GSM8K | 32.7% | — |
Knowledge Not comparable
StarCoder 2 7B: —, Step 3.7 Flash: —
| Benchmark | StarCoder 2 7B | Step 3.7 Flash |
|---|---|---|
| ARC (AI2) Challenge | 38.7% | — |
| MMLU | 38.8% | — |
Frequently asked questions
Is StarCoder 2 7B better than Step 3.7 Flash?
Step 3.7 Flash has enough public results to be ranked (#207); StarCoder 2 7B does not yet, so treat this comparison as directional.
Is StarCoder 2 7B or Step 3.7 Flash better for coding?
Step 3.7 Flash scores higher on coding benchmarks: 40.0 versus 34.8 in the Noometry coding category.
How many benchmarks do StarCoder 2 7B and Step 3.7 Flash share?
0 benchmarks have published results for both models. StarCoder 2 7B has 7 scored results on Noometry and Step 3.7 Flash has 5.