Model Profile

Qwen2.5-32B-Instruct

Name: Qwen2.5-32B-Instruct
Author: Qwen

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: Qwen/Qwen2.5-32B-Instruct

Author: Qwen

Origin: huggingface_catalog

Arch: unknown

Benchmark Coverage

Scored use cases: 7

Avg confidence: 10.7%

Evidence points: 25

Raw rows: 93

Weighted rows: 8

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 4,588,189

Some fit rows have limited benchmark evidence.

7 of 7 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

ugi_main 60jsonschemabench_leaderboard 12artifactsbenchmark_leaderboard 11bridge_medical_leaderboard 9eq_bench 1

Weighted Source Coverage

ugi_main 3bridge_medical_leaderboard 2jsonschemabench_leaderboard 2eq_bench 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Metric definition workshop use_case.data.metric_definition_workshop	data_analytics	10.5%	11.5%	4	JSONSchemaBench Leaderboard: medium_schema_compliance_pct
Social post generation use_case.mkt.social_post_generation	marketing_sales	8.4%	10.8%	3	EQ-Bench Leaderboard: eq_bench_score
Product positioning and messaging use_case.mkt.product_positioning	marketing_sales	8.4%	10.8%	3	EQ-Bench Leaderboard: eq_bench_score
Campaign brief use_case.mkt.campaign_brief	marketing_sales	8.4%	10.8%	3	EQ-Bench Leaderboard: eq_bench_score
Poetry and lyrics use_case.creative.poetry_lyrics	creative	4.3%	10.4%	4	UGI Leaderboard: Writing ✍️
Screenplay scene writing use_case.creative.screenplay_scene	creative	4.3%	10.4%	4	UGI Leaderboard: Writing ✍️
Adult ERP roleplay (explicit) use_case.adult.erp_roleplay	adult	4.1%	10.3%	4	UGI Leaderboard: Writing ✍️

Deployment Fit Calculator

Model

Qwen2.5-32B-Instruct

Qwen/Qwen2.5-32B-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