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Compare / head-to-head

Gemma 4 31BvsStep 3.5 Flash

Step 3.5 Flash leads 2 of 3 shared benchmarks. Both offer a 256K-token context window.

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
1 – 2
Step 3.5 Flash leads
Cheaper per token
list price, input + output
Larger context
Tie
both 256K tokens
Provider uptime (30d)
100% · —
Google · StepFun
Gemma 4 31B
Google · released 2026-04-02
textvision
Context
256K
Max out
Input /1M
Output /1M
Cached /1M
Scores
6 · 5 core
Step 3.5 Flash
StepFun · released 2026-02-12
text
Context
256K
Max out
Input /1M
Output /1M
Cached /1M
Scores
18 · 5 core
Quality

Benchmark matrix

BenchmarkGemma 4 31BStep 3.5 FlashΔEdge
Reported by both · 3
AIME 202689.2% 96.7% matharena-7.5 ptStep 3.5 Flash
LMArena Elo1441.7 1403.7 +38Gemma 4 31B
LiveCodeBench v680% 86.4% -6.4 ptStep 3.5 Flash
Only Gemma 4 31B reports · 3
GPQA Diamond84.3% not reported
MMLU-Pro85.2% not reported
Humanity's Last Exam (no tools)19.5% not reported
Only Step 3.5 Flash reports · 14
SWE-bench Verifiednot reported74.4%
AIME 2025not reported97.3%
BrowseCompnot reported51.6%
BrowseComp (with context manager)not reported69%
BrowseComp-ZHnot reported66.9%
BrowseComp-ZH (with context manager)not reported73.7%
GAIA (no file)not reported84.5%
HMMT 2025 (Feb/Nov average)not reported96.2%
IMOAnswerBenchnot reported85.4%
ResearchRubricsnot reported65.3%
Tau2-Benchnot reported88.2%
Terminal-Bench 2.0not reported51%
xbench-DeepSearch 2025.05not reported83.7%
xbench-DeepSearch 2025.10not reported56.3%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Gemma 4 31B minus Step 3.5 Flash in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecGemma 4 31BStep 3.5 FlashEdge
Context window256K tokens256K tokensTie
Max output
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
Modalitiestext · visiontextGemma 4 31B
Released2026-04-022026-02-12
Cited benchmark scores618
Reliability

Provider status

All providers
More matchups

Step 3.5 Flash vs …

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Public benchmarks are a starting point. Run Gemma 4 31B and Step 3.5 Flash on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.