Model Profile

gemini-2.5-flash

Name: gemini-2.5-flash
Author: google

External Benchmark Shadowexternal_benchmark_shadowpublic

4,096 ctx

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: external/google/gemini-2-5-flash

Author: google

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 33.7%

Evidence points: 228

Raw rows: 227

Weighted rows: 40

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Coverage Diagnostics

actively scored

Use-Case Scores

137

Total Measurements

227

Weighted Measurements

Weighted Sources

Raw Source Coverage

galileo_agent_v2 34vectara_hhem_leaderboard 21vals_sage 20mws_vision_bench 12open_pt_llm_leaderboard 11languagebench 10

Weighted Source Coverage

vectara_hhem_leaderboard 12galileo_agent_v2 10facts_benchmark_suite 3languagebench 3languagebench_translation_official 3bridge_medical_leaderboard 2

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Archaic and historical translation use_case.history.archaic_translation	history_linguistics	33.4%	38.2%	20	LanguageBench Translation Official (Split): translation_to:bleu
Legal translation use_case.legal.legal_translation	legal	31.1%	35.1%	20	LanguageBench Translation Official (Split): translation_to:bleu
Patient-friendly explanations use_case.health.patient_friendly_summaries	healthcare	29.2%	35.9%	22	LanguageBench Translation Official (Split): translation_to:bleu
Patient education bot (RAG grounded) use_case.health.patient_education_bot	healthcare	27.1%	36.1%	22	FACTS Benchmark Suite: facts_grounding_score_pct
Political risk brief use_case.geo.political_risk_brief	geopolitics	26.7%	36.9%	16	LanguageBench: overall:mean
Translation and localization use_case.business.translation_localization	business_productivity	26.2%	33.0%	19	LanguageBench Grammar/Clarity Official (Split): grammar_clarity_score_pct
Cross-lingual summary use_case.business.cross_lingual_summary	business_productivity	25.1%	32.6%	19	LanguageBench: overall:mean
Historical document summarization use_case.history.historical_doc_summarization	history_linguistics	25.1%	29.1%	19	LanguageBench: overall:mean
Contract Q&A (RAG grounded) use_case.legal.contract_qna	legal	25.0%	33.2%	19	FACTS Benchmark Suite: facts_grounding_score_pct
Brand voice localization use_case.mkt.brand_voice_localization	marketing_sales	24.9%	29.0%	17	LanguageBench Translation Official (Split): translation_to:bleu
Regulatory summary use_case.legal.regulatory_summary	legal	24.5%	32.5%	19	FACTS Benchmark Suite: facts_grounding_score_pct
Narrative tracking use_case.geo.narrative_tracking	geopolitics	24.1%	33.3%	16	LanguageBench: overall:mean

Deployment Fit Calculator

Model

gemini-2.5-flash

external/google/gemini-2-5-flash

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