Government · Government · NIST
Guidance and Templates for Public-Facing AI Documentation: An AI Standards “Zero Draft”
Outline · 54 pages
- 1 Scopep. 9
- 2 Terms and definitionsp. 9
- 3 Dimensions of potential outcomes of public-facing documentation processesp. 11
- 3.1 Generalp. 11
- 3.2 Process-driven outcome dimensionsp. 12
- 3.2.1 Organizational resource demandsp. 12
- 3.2.2 Internal collaborationp. 12
- 3.2.3 Internal decision-makingp. 12
- 3.2.4 Release speedp. 13
- 3.3 Artifact-driven outcome dimensionsp. 13
- 3.3.1 Reuse and integrationp. 13
- 3.3.1.1 Discoverability and searchabilityp. 13
- 3.3.1.2 Suitability assessmentsp. 13
- 3.3.1.3 Implementation and further developmentp. 14
- 3.3.2 Malicious use or attacksp. 14
- 3.4 Jointly driven outcome dimensionsp. 14
- 3.4.1 Accountabilityp. 14
- 3.4.2 Privacy preservationp. 14
- 3.4.3 Proprietary information protectionp. 15
- 3.4.4 Legal obligationsp. 15
- 3.4.5 Trustp. 15
- 4 Guidance on public-facing documentation processes and artifactsp. 15
- 4.1 Generalp. 15
- 4.2 Guidance on documentation artifactsp. 16
- 4.2.1 Artifact correctnessp. 16
- 4.2.2 Artifact comprehensibilityp. 16
- 4.2.3 Artifact informativenessp. 16
- 4.2.4 Artifact judiciousnessp. 16
- 4.2.5 Artifact freshnessp. 17
- 4.2.6 Artifact interoperabilityp. 17
- 4.2.7 Artifact findability and availabilityp. 17
- 4.2.8 Artifact maintainabilityp. 17
- 4.3 Guidance on documentation processesp. 18
- 4.3.1 Generalp. 18
- 4.3.2 Define documentation objectivesp. 18
- 4.3.3 Provide organizational supportp. 18
- 4.3.4 Keep processes manageablep. 18
- 4.3.5 Provide guidelinesp. 19
- 4.3.6 Document continuouslyp. 19
- 4.3.7 Distribute documentation workp. 19
- 4.3.8 Incorporate audience inputp. 19
- 4.4 Trade-offs between qualities of documentation artifacts and processesp. 20
- 4.4.1 Informativeness vs. judiciousnessp. 20
- 4.4.2 Informativeness vs. comprehensibility, maintainability, and process manageabilityp. 20
- 4.4.3 Informativeness vs. freshnessp. 20
- 4.4.4 Continuous documenting vs. keeping processes manageablep. 20
- 5 Documentation templatesp. 21
- 5.1 Generalp. 21
- 5.2 Dataset documentation templatep. 23
- 5.3 Model documentation templatep. 25
- 6 Profilesp. 28
- A Default profilesp. 30
- A.1 Generalp. 30
- A.2 Default AI dataset profilep. 31
- A.3 Default AI Model Profilep. 42
- B Example of a Machine-Readable Documentation Artifactp. 53
- C Relationships with Other ISO/IEC Standards on AIp. 54
- Bibliographyp. 54