Commissioned artefact
Overlap assessment and remediation recommendations.
Evaluation contamination audits
Check overlap and leakage risks between training data and evaluation material.
Commission this programmeSpecialist engineering programme
Check overlap and leakage risks between training data and evaluation material.
A defined contribution.
Acceptance focus
Distinguish legitimate domain similarity from exposure that undermines the intended evaluation claim.
The operating task
Check overlap and leakage risks between training data and evaluation material. Specialist contribution is shaped around the quality of the signal and its usefulness to model development.
Softinator's contribution
Assess overlap between training sources, generated examples and the material used to judge performance. The commissioned output includes overlap assessment and remediation recommendations.
Acceptance in use
Distinguish legitimate domain similarity from exposure that undermines the intended evaluation claim. The engagement defines the baseline, task scope and evidence used to assess the resulting contribution.
Bring the next
requirement.