Model Profile

Phi-4-multimodal-instruct

Name: Phi-4-multimodal-instruct
Author: microsoft

4,096 ctxOpen weights

Use this page to decide where this model is a strong fit. Rankings below are benchmark-backed by use case, with explicit confidence and contributor metrics.

Identity

ID: microsoft/Phi-4-multimodal-instruct

Author: microsoft

Origin: huggingface_catalog

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 15.1%

Evidence points: 54

Raw rows: 18

Weighted rows: 7

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 342,554

Some fit rows have limited benchmark evidence.

11 of 12 scored use cases have low confidence or thin contributor coverage.

Coverage Diagnostics

actively scored

Use-Case Scores

Total Measurements

Weighted Measurements

Weighted Sources

Raw Source Coverage

languagebench 10languagebench_grammar_clarity_official 4languagebench_translation_official 4

Weighted Source Coverage

languagebench 3languagebench_translation_official 3languagebench_grammar_clarity_official 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Grammar and writing coach use_case.lang.grammar_coach	education	3.8%	16.4%	5	LanguageBench Grammar/Clarity Official (Split): grammar_clarity_score_pct
Archaic and historical translation use_case.history.archaic_translation	history_linguistics	3.7%	26.2%	6	LanguageBench: overall:mean
Language conversation partner use_case.lang.conversation_partner	education	3.5%	15.3%	5	LanguageBench Grammar/Clarity Official (Split): grammar_clarity_score_pct
Socratic tutor use_case.edu.socratic_tutor	education	3.4%	11.5%	4	LanguageBench Grammar/Clarity Official (Split): grammar_clarity_score_pct
Lesson plan generator use_case.edu.lesson_plan_generator	education	3.4%	11.5%	4	LanguageBench Grammar/Clarity Official (Split): grammar_clarity_score_pct
Translation and localization use_case.business.translation_localization	business_productivity	3.3%	14.0%	4	LanguageBench Grammar/Clarity Official (Split): grammar_clarity_score_pct
Grading and feedback assistant use_case.edu.grading_feedback_assist	education	3.1%	10.4%	4	LanguageBench Grammar/Clarity Official (Split): grammar_clarity_score_pct
Exercise generator use_case.edu.exercise_generator	education	3.0%	10.2%	4	LanguageBench Grammar/Clarity Official (Split): grammar_clarity_score_pct
Brand voice localization use_case.mkt.brand_voice_localization	marketing_sales	2.8%	15.9%	4	LanguageBench Grammar/Clarity Official (Split): grammar_clarity_score_pct
Legal translation use_case.legal.legal_translation	legal	2.7%	20.3%	5	LanguageBench: overall:mean
Cross-lingual summary use_case.business.cross_lingual_summary	business_productivity	2.6%	11.3%	4	LanguageBench: overall:mean
Historical document summarization use_case.history.historical_doc_summarization	history_linguistics	2.2%	18.5%	5	LanguageBench: overall:mean

Deployment Fit Calculator

Model

Phi-4-multimodal-instruct

microsoft/Phi-4-multimodal-instruct

Hardware

Quantization: 4-bit

2-bit8-bit

Insufficient

Unknown parameter count. Cannot estimate deployment fit.

Required VRAM

~0.0GB

Est. Throughput

0.00 tok/s

Deployment Fit Matrix

GPU	4-bit	6-bit	8-bit
RTX 3060 12GB	Insufficient	Insufficient	Insufficient
RTX 3090 24GB	Insufficient	Insufficient	Insufficient
RTX 4090 24GB	Insufficient	Insufficient	Insufficient
Mac Studio M2 Ultra 192GB	Insufficient	Insufficient	Insufficient