Model Profile

alibaba/qwen3.5-flash

Name: alibaba/qwen3.5-flash
Author: alibaba

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/alibaba/qwen3-5-flash

Author: alibaba

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 27.8%

Evidence points: 198

Raw rows: 360

Weighted rows: 18

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Some fit rows have limited benchmark evidence.

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

Coverage Diagnostics

actively scored

Use-Case Scores

104

Total Measurements

360

Weighted Measurements

Weighted Sources

Raw Source Coverage

vals_mmlu_pro 60vals_finance_agent 40vals_multimodal_index 32corpfin_taxeval_public 28vals_legal_bench 24vals_vals_index 24

Weighted Source Coverage

vals_finance_agent 5vals_corp_fin_v2 3vals_case_law_v2 1vals_gpqa 1vals_lcb 1vals_legal_bench 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	26.4%	35.3%	18	Vals CorpFin v2: overall_accuracy_pct
Accounts payable invoice extraction (text) use_case.fin.ap_invoice_extraction	finance	24.1%	32.3%	18	Vals CorpFin v2: overall_accuracy_pct
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	23.7%	31.7%	18	Vals CorpFin v2: overall_accuracy_pct
Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative	finance	23.2%	31.1%	18	Vals CorpFin v2: overall_accuracy_pct
AML alert triage use_case.fin.aml_alert_triage	finance	22.2%	29.8%	18	Vals CorpFin v2: overall_accuracy_pct
KYC profile synthesis use_case.fin.kyc_profile_synthesis	finance	22.2%	29.8%	18	Vals CorpFin v2: overall_accuracy_pct
Filings summarization (10-K/10-Q) use_case.fin.filings_summarization	finance	20.5%	27.5%	18	Vals CorpFin v2: overall_accuracy_pct
Quant research code generation use_case.fin.alpha_research_codegen	finance	19.2%	25.7%	18	Vals CorpFin v2: overall_accuracy_pct
Simulation setup assistant use_case.eng.simulation_setup_assistant	engineering	17.6%	26.0%	12	Vals LiveCodeBench: overall_accuracy_pct
Component selection assistant use_case.eng.component_selection	engineering	17.5%	24.8%	14	Vals CorpFin v2: overall_accuracy_pct
Runbook step assistant use_case.sre.runbook_steps	devops_sre	14.0%	19.5%	14	Vals CorpFin v2: overall_accuracy_pct
Knowledge base Q&A (fast, no citations) use_case.business.kb_qna_fast	business_productivity	13.8%	20.0%	14	Vals Finance Agent: overall_accuracy_pct

Deployment Fit Calculator

Model

alibaba/qwen3.5-flash

external/alibaba/qwen3-5-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