Model Profile

qwen/qwen3-max

Name: qwen/qwen3-max
Author: qwen

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/qwen/qwen3-max

Author: qwen

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 25.7%

Evidence points: 175

Raw rows: 462

Weighted rows: 19

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Some fit rows have limited benchmark evidence.

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

Coverage Diagnostics

actively scored

Use-Case Scores

107

Total Measurements

462

Weighted Measurements

Weighted Sources

Raw Source Coverage

vals_mmlu_pro 60ugi_main 57vals_mgsm 48vals_finance_agent 40corpfin_taxeval_public 28vals_medqa 28

Weighted Source Coverage

vals_finance_agent 5ugi_main 3vals_corp_fin_v2 3vals_case_law_v2 1vals_gpqa 1vals_lcb 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Thesis red teaming use_case.fin.thesis_red_team	finance	21.6%	32.7%	16	Vals Finance Agent: overall_accuracy_pct
Accounts payable invoice extraction (text) use_case.fin.ap_invoice_extraction	finance	19.8%	29.2%	16	Vals Tax Eval v2: overall_accuracy_pct
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	19.4%	29.4%	16	Vals Finance Agent: overall_accuracy_pct
Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative	finance	19.0%	28.8%	16	Vals Finance Agent: overall_accuracy_pct
AML alert triage use_case.fin.aml_alert_triage	finance	18.2%	27.6%	16	Vals Finance Agent: overall_accuracy_pct
KYC profile synthesis use_case.fin.kyc_profile_synthesis	finance	18.2%	27.6%	16	Vals Finance Agent: overall_accuracy_pct
Filings summarization (10-K/10-Q) use_case.fin.filings_summarization	finance	16.8%	25.4%	16	Vals Finance Agent: overall_accuracy_pct
Quant research code generation use_case.fin.alpha_research_codegen	finance	15.8%	23.2%	16	Vals Tax Eval v2: overall_accuracy_pct
Simulation setup assistant use_case.eng.simulation_setup_assistant	engineering	15.6%	23.9%	10	Vals LiveCodeBench: overall_accuracy_pct
Component selection assistant use_case.eng.component_selection	engineering	14.9%	23.6%	12	Vals LiveCodeBench: overall_accuracy_pct
Disinformation and manipulation resistance (eval) use_case.security.disinformation_resistance_eval	risk_eval	12.3%	19.0%	13	Vals Finance Agent: overall_accuracy_pct
Runbook step assistant use_case.sre.runbook_steps	devops_sre	11.4%	18.2%	12	Vals Finance Agent: overall_accuracy_pct

Deployment Fit Calculator

Model

qwen/qwen3-max

external/qwen/qwen3-max

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