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Compare / head-to-head

Phi-4 Multimodal InstructvsStep 3.5 Flash

Phi-4 Multimodal Instruct and Step 3.5 Flash do not yet share a public benchmark, so quality cannot be compared apples-to-apples. Step 3.5 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 3.5 Flash
256K tokens
Provider uptime (30d)
— · —
Microsoft · StepFun
Phi-4 Multimodal Instruct
Microsoft · released 2025-02-26
textvisionaudio
Context
128K
Max out
4K
Input /1M
Output /1M
Cached /1M
Scores
19 · 0 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

BenchmarkPhi-4 Multimodal InstructStep 3.5 FlashΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only Phi-4 Multimodal Instruct reports · 19
AI2D82.3% not reported
BLINK61.3% not reported
ChartQA81.4% not reported
DocVQA93.2% not reported
InfoVQA72.7% not reported
InterGPS48.6% not reported
MathVista testmini62.4% not reported
MMBench (dev-en)86.7% not reported
MMMU55.1% not reported
MMMU-Pro (standard/vision)38.5% not reported
OCRBench84.4% not reported
POPE85.6% not reported
ScienceQA Visual97.5% not reported
Speech AI2D68.9% not reported
Speech ChartQA69% not reported
Speech DocVQA87.3% not reported
Speech InfoVQA63.7% not reported
TextVQA (val)75.6% not reported
Video-MME (16 frames)55% not reported
Only Step 3.5 Flash reports · 17
SWE-bench Verifiednot reported74.4%
AIME 2025not reported97.3%
AIME 2026not reported96.7% matharena
LMArena Elonot reported1403.7
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%
LiveCodeBench v6not reported86.4%
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 Phi-4 Multimodal Instruct 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

SpecPhi-4 Multimodal InstructStep 3.5 FlashEdge
Context window128K tokens256K tokensStep 3.5 Flash
Max output4K tokens
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
Modalitiestext · vision · audiotextPhi-4 Multimodal Instruct
Released2025-02-262026-02-12
Cited benchmark scores1918
Reliability

Provider status

All providers
More matchups

Phi-4 Multimodal Instruct vs …

More matchups

Step 3.5 Flash vs …

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