Model Profile

phi-4

Name: phi-4
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

Author: microsoft

Origin: huggingface_catalog

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 19.8%

Evidence points: 90

Raw rows: 114

Weighted rows: 24

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 572,008

Some fit rows have limited benchmark evidence.

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

Coverage Diagnostics

actively scored

Use-Case Scores

Total Measurements

114

Weighted Measurements

Weighted Sources

Raw Source Coverage

ugi_main 60vectara_hhem_leaderboard 21duckdb_nsql_leaderboard 12languagebench 10languagebench_grammar_clarity_official 4languagebench_translation_official 4

Weighted Source Coverage

vectara_hhem_leaderboard 12languagebench 3languagebench_translation_official 3ugi_main 3duckdb_nsql_leaderboard 2languagebench_grammar_clarity_official 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Legal translation use_case.legal.legal_translation	legal	11.7%	25.7%	10	LanguageBench: overall:mean
Metric definition workshop use_case.data.metric_definition_workshop	data_analytics	11.7%	21.3%	6	DuckDB NSQL Leaderboard: all_execution_accuracy
Archaic and historical translation use_case.history.archaic_translation	history_linguistics	11.3%	28.4%	9	LanguageBench: overall:mean
Political risk brief use_case.geo.political_risk_brief	geopolitics	10.8%	18.9%	6	Vectara HHEM Leaderboard: overall_hallucination_error_pct
Text-to-SQL analyst assistant use_case.data.text_to_sql	data_analytics	10.7%	19.3%	6	DuckDB NSQL Leaderboard: all_execution_accuracy
Translation and localization use_case.business.translation_localization	business_productivity	10.7%	19.6%	9	LanguageBench Grammar/Clarity Official (Split): grammar_clarity_score_pct
Data quality assistant use_case.data.data_quality_assistant	data_analytics	10.3%	18.1%	6	DuckDB NSQL Leaderboard: all_execution_accuracy
Cross-lingual summary use_case.business.cross_lingual_summary	business_productivity	10.0%	17.6%	9	Vectara HHEM Leaderboard: overall_hallucination_error_pct
SQL debugging use_case.data.sql_debugging	data_analytics	9.8%	19.5%	6	DuckDB NSQL Leaderboard: all_execution_accuracy
Narrative tracking use_case.geo.narrative_tracking	geopolitics	9.7%	17.0%	6	Vectara HHEM Leaderboard: overall_hallucination_error_pct
Text tagging and routing use_case.business.text_tagging	business_productivity	9.5%	15.2%	8	LanguageBench Grammar/Clarity Official (Split): grammar_clarity_score_pct
Contract Q&A (RAG grounded) use_case.legal.contract_qna	legal	9.5%	17.0%	9	Vectara HHEM Leaderboard: overall_hallucination_error_pct

Deployment Fit Calculator

Model

phi-4

microsoft/phi-4

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