Model Profile

zai/glm-5-thinking

Name: zai/glm-5-thinking
Author: zai

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/zai/glm-5-thinking

Author: zai

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 27.6%

Evidence points: 186

Raw rows: 345

Weighted rows: 19

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Some fit rows have limited benchmark evidence.

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

Coverage Diagnostics

actively scored

Use-Case Scores

102

Total Measurements

345

Weighted Measurements

Weighted Sources

Raw Source Coverage

vals_mmlu_pro 60vals_finance_agent 40corpfin_taxeval_public 28vals_medqa 28vals_legal_bench 24vals_vals_index 24

Weighted Source Coverage

vals_finance_agent 5halluhard_leaderboard 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	26.4%	35.2%	17	Vals Finance Agent: overall_accuracy_pct
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	23.7%	31.6%	17	Vals Finance Agent: overall_accuracy_pct
Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative	finance	23.2%	30.9%	17	Vals Finance Agent: overall_accuracy_pct
Accounts payable invoice extraction (text) use_case.fin.ap_invoice_extraction	finance	22.9%	29.7%	17	Vals Finance Agent: overall_accuracy_pct
KYC profile synthesis use_case.fin.kyc_profile_synthesis	finance	22.2%	29.6%	17	Vals Finance Agent: overall_accuracy_pct
AML alert triage use_case.fin.aml_alert_triage	finance	22.2%	29.6%	17	Vals Finance Agent: overall_accuracy_pct
Filings summarization (10-K/10-Q) use_case.fin.filings_summarization	finance	20.5%	27.4%	17	Vals Finance Agent: overall_accuracy_pct
Component selection assistant use_case.eng.component_selection	engineering	19.8%	26.9%	13	Vals CorpFin v2: overall_accuracy_pct
Simulation setup assistant use_case.eng.simulation_setup_assistant	engineering	19.4%	24.9%	11	Vals SWE-bench: overall_accuracy_pct
Quant research code generation use_case.fin.alpha_research_codegen	finance	18.2%	23.6%	17	Vals Finance Agent: overall_accuracy_pct
Runbook step assistant use_case.sre.runbook_steps	devops_sre	15.5%	22.0%	13	Vals CorpFin v2: overall_accuracy_pct
Codebase onboarding brief use_case.dev.codebase_onboarding	developer_tools	14.6%	19.8%	13	Vals CorpFin v2: overall_accuracy_pct

Deployment Fit Calculator

Model

zai/glm-5-thinking

external/zai/glm-5-thinking

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