Model Profile

gemma-2-27b-it

Name: gemma-2-27b-it
Author: google

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: google/gemma-2-27b-it

Author: google

Origin: huggingface_catalog

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 20.8%

Evidence points: 88

Raw rows: 110

Weighted rows: 11

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 394,781

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

110

Weighted Measurements

Weighted Sources

Raw Source Coverage

ugi_main 60vals_legal_bench 18duckdb_nsql_leaderboard 12bridge_medical_leaderboard 9lmarena_arena_hard_v01 4artificialanalysis_creative_writing_official 3

Weighted Source Coverage

ugi_main 3bridge_medical_leaderboard 2duckdb_nsql_leaderboard 2artificialanalysis_creative_writing_official 1eq_bench 1lmarena_arena_hard_v01 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Poetry and lyrics use_case.creative.poetry_lyrics	creative	18.6%	27.4%	8	Creative Writing Official (EQ-Bench Slice): creative_writing_score
Screenplay scene writing use_case.creative.screenplay_scene	creative	18.6%	27.4%	8	Creative Writing Official (EQ-Bench Slice): creative_writing_score
Personalized sales outreach use_case.mkt.sales_outreach_personalized	marketing_sales	16.6%	21.1%	7	Creative Writing Official (EQ-Bench Slice): creative_writing_score
Ad copy variants use_case.mkt.ad_copy_variants	marketing_sales	16.6%	21.1%	7	Creative Writing Official (EQ-Bench Slice): creative_writing_score
Long-form story co-author use_case.creative.longform_story	creative	15.7%	23.2%	8	Creative Writing Official (EQ-Bench Slice): creative_writing_score
Interactive fiction / DM use_case.creative.interactive_fiction_dm	creative	13.5%	20.0%	8	Creative Writing Official (EQ-Bench Slice): creative_writing_score
NPC dialogue use_case.gaming.npc_dialogue	creative	13.5%	20.0%	8	Creative Writing Official (EQ-Bench Slice): creative_writing_score
Lore bible generator use_case.creative.lore_bible	creative	12.7%	18.7%	8	Creative Writing Official (EQ-Bench Slice): creative_writing_score
Adult erotica (long-form, explicit) use_case.adult.erotica_longform	adult	12.1%	18.8%	8	Creative Writing Official (EQ-Bench Slice): creative_writing_score
Metric definition workshop use_case.data.metric_definition_workshop	data_analytics	12.1%	21.1%	6	DuckDB NSQL Leaderboard: all_execution_accuracy
Social post generation use_case.mkt.social_post_generation	marketing_sales	11.5%	15.6%	6	EQ-Bench Leaderboard: eq_bench_score
Campaign brief use_case.mkt.campaign_brief	marketing_sales	11.5%	15.6%	6	EQ-Bench Leaderboard: eq_bench_score

Deployment Fit Calculator

Model

gemma-2-27b-it

google/gemma-2-27b-it

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