Model Profile

Qwen3-32B

Name: Qwen3-32B
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/Qwen3-32B

Author: Qwen

Origin: huggingface_catalog

Arch: unknown

Benchmark Coverage

Scored use cases: 11

Avg confidence: 14.1%

Evidence points: 48

Raw rows: 54

Weighted rows: 21

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 1,886,648

Some fit rows have limited benchmark evidence.

11 of 11 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

vectara_hhem_leaderboard 21duckdb_nsql_leaderboard 12languagebench 10languagebench_grammar_clarity_official 4languagebench_translation_official 4openrouter_models 3

Weighted Source Coverage

vectara_hhem_leaderboard 12languagebench 3languagebench_translation_official 3duckdb_nsql_leaderboard 2languagebench_grammar_clarity_official 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	11.1%	20.0%	4	DuckDB NSQL Leaderboard: all_execution_accuracy
Text-to-SQL analyst assistant use_case.data.text_to_sql	data_analytics	10.8%	18.4%	4	DuckDB NSQL Leaderboard: all_execution_accuracy
Data quality assistant use_case.data.data_quality_assistant	data_analytics	9.4%	16.2%	4	DuckDB NSQL Leaderboard: all_execution_accuracy
SQL debugging use_case.data.sql_debugging	data_analytics	9.3%	18.4%	4	DuckDB NSQL Leaderboard: all_execution_accuracy
Dashboard narratives use_case.data.dashboard_narratives	data_analytics	8.6%	12.7%	4	DuckDB NSQL Leaderboard: all_execution_accuracy
Cross-paper contradiction analysis use_case.bio.paper_contradictions	biomed_science	8.5%	10.4%	5	Vectara HHEM Leaderboard: overall_hallucination_error_pct
Literature synthesis with citations use_case.bio.literature_synthesis	biomed_science	8.5%	10.4%	5	Vectara HHEM Leaderboard: overall_hallucination_error_pct
Executive brief from metrics use_case.data.exec_brief_from_metrics	data_analytics	8.4%	14.5%	4	DuckDB NSQL Leaderboard: all_execution_accuracy
Thesis red teaming use_case.fin.thesis_red_team	finance	8.3%	10.2%	5	Vectara HHEM Leaderboard: overall_hallucination_error_pct
Insight mining from text corpora use_case.data.insight_mining	data_analytics	8.1%	13.8%	4	DuckDB NSQL Leaderboard: all_execution_accuracy
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	8.1%	10.2%	5	Vectara HHEM Leaderboard: overall_hallucination_error_pct

Deployment Fit Calculator

Model

Qwen3-32B

Qwen/Qwen3-32B

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