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Phi-4 ReasoningvsStep 3.7 Flash

Phi-4 Reasoning and Step 3.7 Flash do not yet share a public benchmark, so quality cannot be compared apples-to-apples. Step 3.7 Flash has the larger context window (256K tokens).

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

Shared benchmarks
0
no overlap yet
Cheaper per token
list price, input + output
Larger context
Step 3.7 Flash
256K tokens
Provider uptime (30d)
— · —
Microsoft · StepFun
Phi-4 Reasoning
Microsoft · released 2025-04-30
text
Context
33K
Max out
33K
Input /1M
Output /1M
Cached /1M
Scores
4 · 4 core
Step 3.7 Flash
StepFun · released 2026-05-29
textvision
Context
256K
Max out
Input /1M
Output /1M
Cached /1M
Scores
19 · 6 core
Quality

Benchmark matrix

BenchmarkPhi-4 ReasoningStep 3.7 FlashΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only Phi-4 Reasoning reports · 4
GPQA Diamond65.8% not reported
MMLU-Pro74.3% not reported
AIME 202562.9% not reported
HumanEval+92.9% not reported
Only Step 3.7 Flash reports · 19
SWE-bench Verifiednot reported76.5%
AIME 2026not reported95% matharena
AA-LCRnot reported63.9%
BrowseCompnot reported75.8%
ClawEval v1.1not reported67.1%
DeepSearchQA Accuracynot reported81.7%
DeepSearchQA F1not reported92.8%
GDPval-Stirrupnot reported1415.8
GDPval-Stirrup Intelligence Indexnot reported45.8
HLE (with tools, text-only)not reported49.7%
HLE (with tools)not reported47.2%
ResearchRubricsnot reported71.7%
SimpleVQA (with tools)not reported79.2%
SWE-bench Multilingualnot reported72.4%
SWE-bench Pronot reported56.3%
Terminal-Bench 2.1not reported59.6%
Toolathlonnot reported49.5%
V* (with Python)not reported95.3%
WorldVQA (with visual search)not reported58.1%
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 Phi-4 Reasoning minus Step 3.7 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

SpecPhi-4 ReasoningStep 3.7 FlashEdge
Context window33K tokens256K tokensStep 3.7 Flash
Max output33K tokens
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
Modalitiestexttext · visionStep 3.7 Flash
Released2025-04-302026-05-29
Cited benchmark scores419
Reliability

Provider status

All providers
More matchups

Step 3.7 Flash vs …

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Public benchmarks are a starting point. Run Phi-4 Reasoning and Step 3.7 Flash on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.