Model comparison
Qwen2.5 7B Instruct vs Step 3.5 Flash
Step 3.5 Flash is the stronger model overall, scoring 42.3 to 29.0 on the Noometry Index.
Last verified . 0 shared benchmarks.
Summary
- The widest gap is in math, where Step 3.5 Flash leads 42.6 to 12.6.
- Step 3.5 Flash is cheaper at $0.10 / $0.30 per million input/output tokens, against $0.17 / $0.70 for Qwen2.5 7B Instruct.
- Step 3.5 Flash accepts more context: 256K tokens versus 131K.
Side by side
| Qwen2.5 7B Instruct | Step 3.5 Flash | |
|---|---|---|
| Provider | Alibaba (Qwen) | StepFun |
| Noometry Index | 29.0 | 42.3 |
| Released | 2024-09 | 2026-01-29 |
| Weights | Open | Open |
| Context window | 131K | 256K |
| Max output | 8K | 256K |
| Input $ / M tokens | $0.17 | $0.10 |
| Output $ / M tokens | $0.70 | $0.30 |
| Results tracked | 15 | 19 |
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Category by category
Coding Step 3.5 Flash leads
Qwen2.5 7B Instruct: 36.5 (#208), Step 3.5 Flash: 42.4 (#105)
| Benchmark | Qwen2.5 7B Instruct | Step 3.5 Flash |
|---|---|---|
| BigCodeBench Instruct | 37.6% | — |
| LMArena Coding | — | 1436 |
| BigCodeBench Complete | 46.1% | — |
Agentic & Tool Use Not comparable
Qwen2.5 7B Instruct: 23.8 (#124), Step 3.5 Flash: —
| Benchmark | Qwen2.5 7B Instruct | Step 3.5 Flash |
|---|---|---|
| BALROG | 7.8% | — |
Reasoning Step 3.5 Flash leads
Qwen2.5 7B Instruct: 14.8 (#322), Step 3.5 Flash: 22.2 (#202)
| Benchmark | Qwen2.5 7B Instruct | Step 3.5 Flash |
|---|---|---|
| NYT Connections (extended) | — | 28.4% |
| Chess Puzzles | 0% | — |
| LMArena Hard Prompts | — | 1411 |
| DTBench | 47.7% | — |
| LMCA | 6.4% | — |
| Epoch Capabilities Index | 118.51 | — |
Math Step 3.5 Flash leads
Qwen2.5 7B Instruct: 12.6 (#306), Step 3.5 Flash: 42.6 (#84)
| Benchmark | Qwen2.5 7B Instruct | Step 3.5 Flash |
|---|---|---|
| MathArena Final-Answer Competitions | — | 66.8% |
| OTIS Mock AIME 2024-2025 | 2.5% | — |
| Omni-MATH | 29.4% | — |
| LMArena Math | — | 1408 |
Knowledge Step 3.5 Flash leads
Qwen2.5 7B Instruct: 17.0 (#286), Step 3.5 Flash: 39.6 (#132)
| Benchmark | Qwen2.5 7B Instruct | Step 3.5 Flash |
|---|---|---|
| GPQA Diamond | 35.5% | — |
| MMLU-Pro | 53.9% | — |
| GPQA (HELM) | 34.1% | — |
| LMArena Expert | — | 1421 |
| MMLU | 72.9% | — |
Multilingual Not comparable
Qwen2.5 7B Instruct: —, Step 3.5 Flash: 50.5 (#119)
| Benchmark | Qwen2.5 7B Instruct | Step 3.5 Flash |
|---|---|---|
| LMArena Non-English | — | 1385 |
| LMArena Chinese | — | 1447 |
| LMArena French | — | 1421 |
| LMArena German | — | 1405 |
| LMArena Japanese | — | 1354 |
| LMArena Korean | — | 1352 |
| LMArena Russian | — | 1385 |
| LMArena Spanish | — | 1419 |
Instruction Following Step 3.5 Flash leads
Qwen2.5 7B Instruct: 63.2 (#231), Step 3.5 Flash: 73.1 (#124)
| Benchmark | Qwen2.5 7B Instruct | Step 3.5 Flash |
|---|---|---|
| IFEval | 74.1% | — |
| LMArena Instruction Following | — | 1385 |
Long Context Not comparable
Qwen2.5 7B Instruct: —, Step 3.5 Flash: 42.8 (#117)
| Benchmark | Qwen2.5 7B Instruct | Step 3.5 Flash |
|---|---|---|
| LMArena Longer Query | — | 1402 |
Writing & Preference Step 3.5 Flash leads
Qwen2.5 7B Instruct: 48.8 (#195), Step 3.5 Flash: 58.8 (#113)
| Benchmark | Qwen2.5 7B Instruct | Step 3.5 Flash |
|---|---|---|
| LMArena Text | — | 1403 |
| LMArena Creative Writing | — | 1357 |
| WildBench | 73.1% | — |
| LMArena Multi-Turn | — | 1405 |
Frequently asked questions
Is Qwen2.5 7B Instruct better than Step 3.5 Flash?
Step 3.5 Flash is the stronger model overall, scoring 42.3 to 29.0 on the Noometry Index.
Which is cheaper, Qwen2.5 7B Instruct 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; Qwen2.5 7B Instruct lists at $0.17 and $0.70.
Is Qwen2.5 7B Instruct or Step 3.5 Flash better for coding?
Step 3.5 Flash scores higher on coding benchmarks: 42.4 versus 36.5 in the Noometry coding category.
Which has the bigger context window?
Step 3.5 Flash does, with 256K tokens against 131K.
How many benchmarks do Qwen2.5 7B Instruct and Step 3.5 Flash share?
0 benchmarks have published results for both models. Qwen2.5 7B Instruct has 15 scored results on Noometry and Step 3.5 Flash has 19.