Model comparison
Gemini 2.5 Flash vs Step 3.5 Flash
Step 3.5 Flash is the stronger model overall, scoring 42.3 to 39.3 on the Noometry Index.
Last verified . 17 shared benchmarks.
Summary
- They share 17 benchmarks with published results for both. Gemini 2.5 Flash scores higher in 3 categories and Step 3.5 Flash in 5 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in coding, where Step 3.5 Flash leads 42.4 to 35.8.
- Step 3.5 Flash is cheaper at $0.10 / $0.30 per million input/output tokens, against $0.30 / $2.50 for Gemini 2.5 Flash.
- Gemini 2.5 Flash accepts more context: 1.05M tokens versus 256K.
- Step 3.5 Flash has downloadable open weights; the other is API-only.
Side by side
| Gemini 2.5 Flash | Step 3.5 Flash | |
|---|---|---|
| Provider | StepFun | |
| Noometry Index | 39.3 | 42.3 |
| Released | 2025-04-17 | 2026-01-29 |
| Weights | Proprietary | Open |
| Context window | 1.05M | 256K |
| Max output | 66K | 256K |
| Input $ / M tokens | $0.30 | $0.10 |
| Output $ / M tokens | $2.50 | $0.30 |
| Results tracked | 54 | 19 |
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Category by category
Coding Step 3.5 Flash leads
Gemini 2.5 Flash: 35.8 (#220), Step 3.5 Flash: 42.4 (#105)
| Benchmark | Gemini 2.5 Flash | Step 3.5 Flash |
|---|---|---|
| LMArena Coding | 1424 | 1436 |
| SWE-bench Verified (bash only) | 28.7% | — |
| Aider Polyglot | 55.1% | — |
| WeirdML | 41.9% | — |
| ALE-Bench | 661.88 | — |
Agentic & Tool Use Not comparable
Gemini 2.5 Flash: 30.8 (#74), Step 3.5 Flash: —
| Benchmark | Gemini 2.5 Flash | Step 3.5 Flash |
|---|---|---|
| Terminal-Bench | 17.1% | — |
| Berkeley Function Calling Leaderboard | 56.2% | — |
| TheAgentCompany | 41.1% | — |
| BALROG | 33.5% | — |
| Vending-Bench 2 | 548.84 | — |
Reasoning Step 3.5 Flash leads
Gemini 2.5 Flash: 18.1 (#286), Step 3.5 Flash: 22.2 (#202)
| Benchmark | Gemini 2.5 Flash | Step 3.5 Flash |
|---|---|---|
| LMArena Hard Prompts | 1422 | 1411 |
| ARC-AGI-2 | 2.5% | — |
| SimpleBench | 41.2% | — |
| Kagi LLM Benchmark | 56.8% | — |
| NYT Connections (extended) | — | 28.4% |
| ARC-AGI-1 | 33.3% | — |
| CritPt | 1.1% | — |
| EnigmaEval | 2.7% | — |
| DTBench | 76.5% | — |
| LMCA | 27.5% | — |
| Epoch Capabilities Index | 143.03 | — |
| ForecastBench | 60.6 | — |
Math Step 3.5 Flash leads
Gemini 2.5 Flash: 39.9 (#98), Step 3.5 Flash: 42.6 (#84)
| Benchmark | Gemini 2.5 Flash | Step 3.5 Flash |
|---|---|---|
| LMArena Math | 1415 | 1408 |
| MathArena Final-Answer Competitions | — | 66.8% |
| OTIS Mock AIME 2024-2025 | 73.1% | — |
| Omni-MATH | 38.5% | — |
| FrontierMath (Feb 2025 set) | 4.8% | — |
| FrontierMath Tier 4 (v1) | 4.2% | — |
Knowledge Step 3.5 Flash leads
Gemini 2.5 Flash: 36.4 (#168), Step 3.5 Flash: 39.6 (#132)
| Benchmark | Gemini 2.5 Flash | Step 3.5 Flash |
|---|---|---|
| LMArena Expert | 1426 | 1421 |
| Humanity's Last Exam | 12.1% | — |
| MMLU-Pro | 63.9% | — |
| Confabulations | 16.8% | — |
| Vectara Hallucination Rate | 7.8% | — |
| GPQA (HELM) | 39% | — |
Multimodal Not comparable
Gemini 2.5 Flash: 41.8 (#32), Step 3.5 Flash: —
| Benchmark | Gemini 2.5 Flash | Step 3.5 Flash |
|---|---|---|
| LMArena Vision | 1253 | — |
| GeoBench | 76% | — |
| VPCT | 46.2% | — |
| SpatialViz-Bench | 36.9% | — |
Multilingual Gemini 2.5 Flash leads
Gemini 2.5 Flash: 52.3 (#88), Step 3.5 Flash: 50.5 (#119)
| Benchmark | Gemini 2.5 Flash | Step 3.5 Flash |
|---|---|---|
| LMArena Non-English | 1409 | 1385 |
| LMArena Chinese | 1450 | 1447 |
| LMArena French | 1433 | 1421 |
| LMArena German | 1418 | 1405 |
| LMArena Japanese | 1405 | 1354 |
| LMArena Korean | 1385 | 1352 |
| LMArena Russian | 1415 | 1385 |
| LMArena Spanish | 1421 | 1419 |
Instruction Following Gemini 2.5 Flash leads
Gemini 2.5 Flash: 75.7 (#54), Step 3.5 Flash: 73.1 (#124)
| Benchmark | Gemini 2.5 Flash | Step 3.5 Flash |
|---|---|---|
| LMArena Instruction Following | 1405 | 1385 |
| IFEval | 89.8% | — |
Long Context Gemini 2.5 Flash leads
Gemini 2.5 Flash: 47.5 (#17), Step 3.5 Flash: 42.8 (#117)
| Benchmark | Gemini 2.5 Flash | Step 3.5 Flash |
|---|---|---|
| LMArena Longer Query | 1419 | 1402 |
| Fiction.LiveBench | 77.8% | — |
Writing & Preference Step 3.5 Flash leads
Gemini 2.5 Flash: 53.8 (#157), Step 3.5 Flash: 58.8 (#113)
| Benchmark | Gemini 2.5 Flash | Step 3.5 Flash |
|---|---|---|
| LMArena Text | 1417 | 1403 |
| LMArena Creative Writing | 1400 | 1357 |
| LMArena Multi-Turn | 1408 | 1405 |
| Short-Story Creative Writing | 76.5% | — |
| EQ-Bench Creative Writing | 1137 | — |
| WildBench | 81.7% | — |
Frequently asked questions
Is Gemini 2.5 Flash better than Step 3.5 Flash?
Step 3.5 Flash is the stronger model overall, scoring 42.3 to 39.3 on the Noometry Index.
Which is cheaper, Gemini 2.5 Flash or Step 3.5 Flash?
Step 3.5 Flash is cheaper. It lists at $0.10 per million input tokens and $0.30 per million output tokens; Gemini 2.5 Flash lists at $0.30 and $2.50.
Is Gemini 2.5 Flash or Step 3.5 Flash better for coding?
Step 3.5 Flash scores higher on coding benchmarks: 42.4 versus 35.8 in the Noometry coding category.
Which has the bigger context window?
Gemini 2.5 Flash does, with 1.05M tokens against 256K.
How many benchmarks do Gemini 2.5 Flash and Step 3.5 Flash share?
17 benchmarks have published results for both models. Gemini 2.5 Flash has 54 scored results on Noometry and Step 3.5 Flash has 19.