Model Profile

z-ai/glm-4.7

Name: z-ai/glm-4.7
Author: z-ai

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/z-ai/glm-4-7

Author: z-ai

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 30.1%

Evidence points: 212

Raw rows: 411

Weighted rows: 22

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Coverage Diagnostics

actively scored

Use-Case Scores

115

Total Measurements

411

Weighted Measurements

Weighted Sources

Raw Source Coverage

vals_mmlu_pro 60vals_mgsm 48vals_finance_agent 40corpfin_taxeval_public 28vals_medqa 28vals_legal_bench 24

Weighted Source Coverage

vals_finance_agent 5sonar_java_quality 4vals_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
Quant research code generation use_case.fin.alpha_research_codegen	finance	22.2%	33.4%	22	Sonar Java Quality Leaderboard: functional_skill_pct
Verilog/VHDL generation use_case.eda.verilog_generation	engineering	22.1%	31.7%	16	Sonar Java Quality Leaderboard: functional_skill_pct
Refactoring assistant use_case.dev.refactoring	developer_tools	21.8%	31.4%	16	Sonar Java Quality Leaderboard: functional_skill_pct
Thesis red teaming use_case.fin.thesis_red_team	finance	21.8%	34.0%	19	Vals Finance Agent: overall_accuracy_pct
Debugging assistant use_case.dev.debugging	developer_tools	20.6%	29.7%	16	Sonar Java Quality Leaderboard: functional_skill_pct
Accounts payable invoice extraction (text) use_case.fin.ap_invoice_extraction	finance	20.2%	30.7%	19	Vals Finance Agent: overall_accuracy_pct
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	19.6%	30.5%	19	Vals Finance Agent: overall_accuracy_pct
Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative	finance	19.2%	29.9%	19	Vals Finance Agent: overall_accuracy_pct
Simulation setup assistant use_case.eng.simulation_setup_assistant	engineering	18.9%	27.0%	13	Vals LiveCodeBench: overall_accuracy_pct
AML alert triage use_case.fin.aml_alert_triage	finance	18.4%	28.7%	19	Vals Finance Agent: overall_accuracy_pct
KYC profile synthesis use_case.fin.kyc_profile_synthesis	finance	18.4%	28.7%	19	Vals Finance Agent: overall_accuracy_pct
Integration test generation use_case.dev.integration_tests	developer_tools	17.9%	25.8%	15	Sonar Java Quality Leaderboard: functional_skill_pct

Deployment Fit Calculator

Model

z-ai/glm-4.7

external/z-ai/glm-4-7

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