Use case
AI Benchmark Creation With Domain Experts
Benchmark creation is the design of held-out tasks, scoring rules, and reference answers used to measure model capability over time. Expert benchmarks are written so items are difficult for the model and still scoreable by a professional standard.
We are not a freelancer marketplace or traditional staffing company.
What is ai benchmark creation with domain experts
Benchmark creation is the design of held-out tasks, scoring rules, and reference answers used to measure model capability over time. Expert benchmarks are written so items are difficult for the model and still scoreable by a professional standard.
The problem this use case solves
Public leaderboards often leak, become stale, or fail to represent the product’s actual failure modes. A vertical product needs items a practitioner would recognize as hard.
Work experts can run
- Item writing and difficulty design
- Gold answer and rubric authoring
- Leakage and contamination controls
- Held-out split discipline
- Refresh when the product or policy changes
Common mistakes
- Training on the benchmark and then reporting it as independent
- Writing items only a generalist finds hard
- Leaving no owner for gold-set maintenance
Need this capacity for a live program?
Share the profession, specialty, experience, location, headcount, hours, duration, and project description. We assemble the expert capacity.
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