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Compare / head-to-head

Amazon Nova LitevsPhi-4 Multimodal Instruct

Amazon Nova Lite and Phi-4 Multimodal Instruct do not yet share a public benchmark, so quality cannot be compared apples-to-apples. Amazon Nova Lite has the larger context window (300K 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
Amazon Nova Lite
300K tokens
Provider uptime (30d)
— · —
Amazon · Microsoft
Amazon Nova Lite
Amazon · released 2024-12-02
textvision
Context
300K
Max out
10K
Input /1M
$0.06
Output /1M
$0.24
Cached /1M
Scores
8 · 2 core
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
Quality

Benchmark matrix

BenchmarkAmazon Nova LitePhi-4 Multimodal InstructΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only Amazon Nova Lite reports · 8
MMLU80.5% not reported
ARC-C92.4% not reported
BBH82.4% not reported
DROP80.2% not reported
GPQA42% not reported
GSM8K94.5% not reported
IFEval89.7% not reported
MATH73.3% not reported
Only Phi-4 Multimodal Instruct reports · 19
AI2Dnot reported82.3%
BLINKnot reported61.3%
ChartQAnot reported81.4%
DocVQAnot reported93.2%
InfoVQAnot reported72.7%
InterGPSnot reported48.6%
MathVista testmininot reported62.4%
MMBench (dev-en)not reported86.7%
MMMUnot reported55.1%
MMMU-Pro (standard/vision)not reported38.5%
OCRBenchnot reported84.4%
POPEnot reported85.6%
ScienceQA Visualnot reported97.5%
Speech AI2Dnot reported68.9%
Speech ChartQAnot reported69%
Speech DocVQAnot reported87.3%
Speech InfoVQAnot reported63.7%
TextVQA (val)not reported75.6%
Video-MME (16 frames)not reported55%
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 Amazon Nova Lite minus Phi-4 Multimodal Instruct 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

SpecAmazon Nova LitePhi-4 Multimodal InstructEdge
Context window300K tokens128K tokensAmazon Nova Lite
Max output10K tokens4K tokensAmazon Nova Lite
Input price / 1M$0.06
Output price / 1M$0.24
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$0.3
Modalitiestext · visiontext · vision · audioPhi-4 Multimodal Instruct
Released2024-12-022025-02-26
Cited benchmark scores819
Reliability

Provider status

All providers
More matchups

Amazon Nova Lite vs …

More matchups

Phi-4 Multimodal Instruct vs …

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Which one wins on your data?

Public benchmarks are a starting point. Run Amazon Nova Lite and Phi-4 Multimodal Instruct on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.