Model comparison
Gemini 2.5 Flash vs Step 3
Step 3 is the stronger model overall, scoring 40.5 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 5 categories and Step 3 in 4 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Step 3 leads 28.4 to 18.1.
- The biggest single-benchmark swing is Kagi LLM Benchmark: 56.8% for Gemini 2.5 Flash and 62.3% for Step 3.
- Step 3 has downloadable open weights; the other is API-only.
Side by side
| Gemini 2.5 Flash | Step 3 | |
|---|---|---|
| Provider | StepFun | |
| Noometry Index | 39.3 | 40.5 |
| Released | 2025-04-17 | — |
| Weights | Proprietary | Open |
| Context window | 1.05M | — |
| Max output | 66K | — |
| Input $ / M tokens | $0.30 | — |
| Output $ / M tokens | $2.50 | — |
| Results tracked | 54 | 17 |
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Category by category
Coding Step 3 leads
Gemini 2.5 Flash: 35.8 (#220), Step 3: 40.1 (#147)
| Benchmark | Gemini 2.5 Flash | Step 3 |
|---|---|---|
| LMArena Coding | 1424 | 1367 |
| 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: —
| Benchmark | Gemini 2.5 Flash | Step 3 |
|---|---|---|
| Terminal-Bench | 17.1% | — |
| Berkeley Function Calling Leaderboard | 56.2% | — |
| TheAgentCompany | 41.1% | — |
| BALROG | 33.5% | — |
| Vending-Bench 2 | 548.84 | — |
Reasoning Step 3 leads
Gemini 2.5 Flash: 18.1 (#286), Step 3: 28.4 (#105)
| Benchmark | Gemini 2.5 Flash | Step 3 |
|---|---|---|
| Kagi LLM Benchmark | 56.8% | 62.3% |
| LMArena Hard Prompts | 1422 | 1355 |
| ARC-AGI-2 | 2.5% | — |
| SimpleBench | 41.2% | — |
| 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 Gemini 2.5 Flash leads
Gemini 2.5 Flash: 39.9 (#98), Step 3: 37.6 (#148)
| Benchmark | Gemini 2.5 Flash | Step 3 |
|---|---|---|
| LMArena Math | 1415 | 1366 |
| OTIS Mock AIME 2024-2025 | 73.1% | — |
| Omni-MATH | 38.5% | — |
| FrontierMath (Feb 2025 set) | 4.8% | — |
| FrontierMath Tier 4 (v1) | 4.2% | — |
Knowledge Too close to call
Gemini 2.5 Flash: 36.4 (#168), Step 3: 36.8 (#164)
| Benchmark | Gemini 2.5 Flash | Step 3 |
|---|---|---|
| LMArena Expert | 1426 | 1333 |
| Humanity's Last Exam | 12.1% | — |
| MMLU-Pro | 63.9% | — |
| Confabulations | 16.8% | — |
| Vectara Hallucination Rate | 7.8% | — |
| GPQA (HELM) | 39% | — |
Multimodal Gemini 2.5 Flash leads
Gemini 2.5 Flash: 41.8 (#32), Step 3: 35.5 (#86)
| Benchmark | Gemini 2.5 Flash | Step 3 |
|---|---|---|
| LMArena Vision | 1253 | 1177 |
| GeoBench | 76% | — |
| VPCT | 46.2% | — |
| SpatialViz-Bench | 36.9% | — |
Multilingual Gemini 2.5 Flash leads
Gemini 2.5 Flash: 52.3 (#88), Step 3: 46.3 (#159)
| Benchmark | Gemini 2.5 Flash | Step 3 |
|---|---|---|
| LMArena Non-English | 1409 | 1327 |
| LMArena Chinese | 1450 | 1397 |
| LMArena German | 1418 | 1371 |
| LMArena Korean | 1385 | 1269 |
| LMArena Russian | 1415 | 1331 |
| LMArena Spanish | 1421 | 1371 |
| LMArena French | 1433 | — |
| LMArena Japanese | 1405 | — |
Instruction Following Gemini 2.5 Flash leads
Gemini 2.5 Flash: 75.7 (#54), Step 3: 70.4 (#164)
| Benchmark | Gemini 2.5 Flash | Step 3 |
|---|---|---|
| LMArena Instruction Following | 1405 | 1332 |
| IFEval | 89.8% | — |
Long Context Gemini 2.5 Flash leads
Gemini 2.5 Flash: 47.5 (#17), Step 3: 40.3 (#157)
| Benchmark | Gemini 2.5 Flash | Step 3 |
|---|---|---|
| LMArena Longer Query | 1419 | 1326 |
| Fiction.LiveBench | 77.8% | — |
Writing & Preference Too close to call
Gemini 2.5 Flash: 53.8 (#157), Step 3: 54.3 (#151)
| Benchmark | Gemini 2.5 Flash | Step 3 |
|---|---|---|
| LMArena Text | 1417 | 1350 |
| LMArena Creative Writing | 1400 | 1321 |
| LMArena Multi-Turn | 1408 | 1341 |
| 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?
Step 3 is the stronger model overall, scoring 40.5 to 39.3 on the Noometry Index.
Is Gemini 2.5 Flash or Step 3 better for coding?
Step 3 scores higher on coding benchmarks: 40.1 versus 35.8 in the Noometry coding category.
How many benchmarks do Gemini 2.5 Flash and Step 3 share?
17 benchmarks have published results for both models. Gemini 2.5 Flash has 54 scored results on Noometry and Step 3 has 17.