Model Profile

GLM-5

Name: GLM-5
Author: zai-org

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: zai-org/GLM-5

Author: zai-org

Origin: huggingface_catalog

Arch: unknown

Benchmark Coverage

Scored use cases: 11

Avg confidence: 13.4%

Evidence points: 75

Raw rows: 92

Weighted rows: 17

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 166,549

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 21swe_bench_additional_public 12swe_bench_leaderboard 12artificialanalysis_llm_performance 9sonar_java_quality 8swe_rebench_leaderboard 7

Weighted Source Coverage

vectara_hhem_leaderboard 12sonar_java_quality 4matharena_models 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Verilog/VHDL generation use_case.eda.verilog_generation	engineering	15.8%	17.3%	7	Sonar Java Quality Leaderboard: functional_skill_pct
Refactoring assistant use_case.dev.refactoring	developer_tools	15.5%	16.9%	7	Sonar Java Quality Leaderboard: functional_skill_pct
Debugging assistant use_case.dev.debugging	developer_tools	14.6%	16.0%	7	Sonar Java Quality Leaderboard: functional_skill_pct
Integration test generation use_case.dev.integration_tests	developer_tools	11.7%	13.0%	6	Sonar Java Quality Leaderboard: functional_skill_pct
Quant research code generation use_case.fin.alpha_research_codegen	finance	11.6%	13.5%	9	Sonar Java Quality Leaderboard: functional_skill_pct
Code generation use_case.dev.code_generation	developer_tools	11.1%	12.1%	7	Sonar Java Quality Leaderboard: functional_skill_pct
CAD scripting helper use_case.eng.cad_scripting_helper	engineering	10.4%	11.4%	7	Sonar Java Quality Leaderboard: functional_skill_pct
Vulnerability-oriented code review use_case.cyber.vulnerability_review	cybersecurity	10.4%	11.5%	7	Sonar Java Quality Leaderboard: issue_density_error_per_kloc
Literature synthesis with citations use_case.bio.literature_synthesis	biomed_science	8.9%	12.8%	6	Vectara HHEM Leaderboard: overall_hallucination_error_pct
Cross-paper contradiction analysis use_case.bio.paper_contradictions	biomed_science	8.9%	12.8%	6	Vectara HHEM Leaderboard: overall_hallucination_error_pct
Knowledge base Q&A (fast, no citations) use_case.business.kb_qna_fast	business_productivity	7.2%	10.0%	6	Vectara HHEM Leaderboard: overall_hallucination_error_pct

Deployment Fit Calculator

Model

GLM-5

zai-org/GLM-5

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