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Compare / head-to-head

Phi-4 Multimodal InstructvsSonar Deep Research

Phi-4 Multimodal Instruct and Sonar Deep Research do not yet share a public benchmark, so quality cannot be compared apples-to-apples. Both offer a 128K-token context window.

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
Tie
both 128K tokens
Provider uptime (30d)
— · 100%
Microsoft · Perplexity
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
Sonar Deep Research
Perplexity · released 2025-02-14
text
Context
128K
Max out
Input /1M
$2
Output /1M
$8
Cached /1M
Scores
6 · 0 core
Quality

Benchmark matrix

BenchmarkPhi-4 Multimodal InstructSonar Deep ResearchΔEdge
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 Sonar Deep Research reports · 6
DRACO Breadth & Depth (Opus 4.6 base)not reported73.1%
DRACO Citation Quality (Opus 4.6 base)not reported64.6%
DRACO Factual Accuracy (Opus 4.6 base)not reported67.9%
DRACO Normalized Score (Opus 4.6 base)not reported70.5%
DRACO Pass Rate (Opus 4.6 base)not reported72.8%
DRACO Presentation Quality (Opus 4.6 base)not reported90.3%
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 Sonar Deep Research 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 InstructSonar Deep ResearchEdge
Context window128K tokens128K tokensTie
Max output4K tokens
Input price / 1M$2
Output price / 1M$8
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$10
Modalitiestext · vision · audiotextPhi-4 Multimodal Instruct
Released2025-02-262025-02-14
Cited benchmark scores196
Reliability

Provider status

All providers
More matchups

Phi-4 Multimodal Instruct vs …

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