Category:
Category:
Evaluation Benchmarks
Category:
Evaluation & Quality
Definition
Standardized tests to measure the performance, safety, and reasoning of LLMs and agents.
Explanation
Benchmarks include knowledge tests (MMLU), reasoning tasks (GSM8K), code benchmarks (HumanEval), safety tests, and agent behavior evaluations. Benchmarks help compare vendors, select models, justify procurement decisions, and validate system updates. enterprises often build custom benchmarks tailored to their domain.
Technical Architecture
Model → Benchmark Suite → Scoring Engine → Report → Comparison
Core Component
Datasets, metrics, scoring harness, red-team tasks
Use Cases
Model selection, governance, procurement, vendor scoring
Pitfalls
High benchmark scores may not reflect real-world performance
LLM Keywords
LLM Benchmarks, Model Scoring, Agent Evaluation
Related Concepts
Related Frameworks
• Evaluation
• Guardrails
• Observability
• Enterprise Evaluation Framework